[{"abstract":[{"text":"This study analyzes the relation between accounting conservatism, future tax rate cuts and countries’ level of book-tax conformity. Firms have an incentive to increase conservatism in financial reporting when a tax rate cut is imminent to shift taxable income into the lower taxed future. Using a panel of firms across 18 countries from 1995 to 2010 I find that conditional conservatism is positively and significantly associated with future tax rate cuts when book-tax conformity is high. This effect is particularly pronounced for firms that concentrate the majority of their operations in the country in which the tax rate is cut. In contrast, there is no significant relation between future tax rate cuts and unconditional conservatism.","lang":"eng"}],"citation":{"short":"T. Bornemann, Tax Avoidance and Accounting Conservatism, 2018.","ama":"Bornemann T. <i>Tax Avoidance and Accounting Conservatism</i>. Vol No. 2018-04.; 2018.","chicago":"Bornemann, Tobias. <i>Tax Avoidance and Accounting Conservatism</i>. Vol. No. 2018-04. WU International Taxation Research Paper Series, 2018.","bibtex":"@book{Bornemann_2018, series={WU International Taxation Research Paper Series}, title={Tax Avoidance and Accounting Conservatism}, volume={No. 2018-04}, author={Bornemann, Tobias}, year={2018}, collection={WU International Taxation Research Paper Series} }","mla":"Bornemann, Tobias. <i>Tax Avoidance and Accounting Conservatism</i>. Vol. No. 2018-04, 2018.","apa":"Bornemann, T. (2018). <i>Tax Avoidance and Accounting Conservatism</i> (Vol. No. 2018-04).","ieee":"T. Bornemann, <i>Tax Avoidance and Accounting Conservatism</i>, vol. No. 2018-04. 2018."},"oa":"1","department":[{"_id":"187"}],"type":"working_paper","date_created":"2018-10-30T12:14:40Z","date_updated":"2022-01-06T07:01:34Z","author":[{"full_name":"Bornemann, Tobias","first_name":"Tobias","last_name":"Bornemann"}],"year":"2018","status":"public","title":"Tax Avoidance and Accounting Conservatism","volume":"No. 2018-04","user_id":"68607","language":[{"iso":"eng"}],"_id":"5007","series_title":"WU International Taxation Research Paper Series","main_file_link":[{"open_access":"1","url":"https://papers.ssrn.com/sol3/Delivery.cfm/SSRN_ID3114054_code1908122.pdf?abstractid=3114054&mirid=1"}]},{"user_id":"46632","main_file_link":[{"open_access":"1"}],"_id":"5434","language":[{"iso":"eng"}],"date_updated":"2022-01-06T07:01:53Z","status":"public","year":"2018","title":"The more the merrier? Immigrant share and entrepreneurial activities. ","author":[{"full_name":"Li, C","last_name":"Li","first_name":"C"},{"full_name":"Dau, L A","last_name":"Dau","first_name":"L A"},{"full_name":"Kabst, Rüdiger","last_name":"Kabst","first_name":"Rüdiger","id":"42362"}],"type":"journal_article","oa":"1","department":[{"_id":"274"}],"date_created":"2018-11-08T12:08:35Z","publication":"Entrepreneurship Theory and Practice. ","citation":{"ieee":"C. Li, L. A. Dau, and R. Kabst, “The more the merrier? Immigrant share and entrepreneurial activities. ,” <i>Entrepreneurship Theory and Practice. </i>, 2018.","apa":"Li, C., Dau, L. A., &#38; Kabst, R. (2018). The more the merrier? Immigrant share and entrepreneurial activities. . <i>Entrepreneurship Theory and Practice. </i>.","chicago":"Li, C, L A Dau, and Rüdiger Kabst. “The More the Merrier? Immigrant Share and Entrepreneurial Activities. .” <i>Entrepreneurship Theory and Practice. </i>, 2018.","short":"C. Li, L.A. Dau, R. Kabst, Entrepreneurship Theory and Practice.  (2018).","mla":"Li, C., et al. “The More the Merrier? Immigrant Share and Entrepreneurial Activities. .” <i>Entrepreneurship Theory and Practice. </i>, 2018.","bibtex":"@article{Li_Dau_Kabst_2018, title={The more the merrier? Immigrant share and entrepreneurial activities. }, journal={Entrepreneurship Theory and Practice. }, author={Li, C and Dau, L A and Kabst, Rüdiger}, year={2018} }","ama":"Li C, Dau LA, Kabst R. The more the merrier? Immigrant share and entrepreneurial activities. . <i>Entrepreneurship Theory and Practice </i>. 2018."}},{"user_id":"46632","main_file_link":[{"open_access":"1"}],"language":[{"iso":"eng"}],"_id":"5435","date_updated":"2022-01-06T07:01:53Z","title":"Embracing the foreign: Cultural attractiveness and international strategy.","year":"2018","status":"public","author":[{"full_name":"Li, C","first_name":"C","last_name":"Li"},{"first_name":"F C","last_name":"Brodbeck","full_name":"Brodbeck, F C"},{"full_name":"Shenkar, O","last_name":"Shenkar","first_name":"O"},{"last_name":"Ponzi","first_name":"L J","full_name":"Ponzi, L J"},{"full_name":"Fischer, J","first_name":"J","last_name":"Fischer"}],"type":"journal_article","oa":"1","department":[{"_id":"274"}],"date_created":"2018-11-08T12:32:22Z","publication":"Strategic Management Journal.","citation":{"short":"C. Li, F.C. Brodbeck, O. Shenkar, L.J. Ponzi, J. Fischer, Strategic Management Journal. (2018).","chicago":"Li, C, F C Brodbeck, O Shenkar, L J Ponzi, and J Fischer. “Embracing the Foreign: Cultural Attractiveness and International Strategy.” <i>Strategic Management Journal.</i>, 2018.","apa":"Li, C., Brodbeck, F. C., Shenkar, O., Ponzi, L. J., &#38; Fischer, J. (2018). Embracing the foreign: Cultural attractiveness and international strategy. <i>Strategic Management Journal.</i>","ieee":"C. Li, F. C. Brodbeck, O. Shenkar, L. J. Ponzi, and J. Fischer, “Embracing the foreign: Cultural attractiveness and international strategy.,” <i>Strategic Management Journal.</i>, 2018.","ama":"Li C, Brodbeck FC, Shenkar O, Ponzi LJ, Fischer J. Embracing the foreign: Cultural attractiveness and international strategy. <i>Strategic Management Journal</i>. 2018.","bibtex":"@article{Li_Brodbeck_Shenkar_Ponzi_Fischer_2018, title={Embracing the foreign: Cultural attractiveness and international strategy.}, journal={Strategic Management Journal.}, author={Li, C and Brodbeck, F C and Shenkar, O and Ponzi, L J and Fischer, J}, year={2018} }","mla":"Li, C., et al. “Embracing the Foreign: Cultural Attractiveness and International Strategy.” <i>Strategic Management Journal.</i>, 2018."}},{"publisher":"Elsevier","_id":"5586","page":"807 - 823","volume":77,"user_id":"61579","ddc":["000"],"status":"public","has_accepted_license":"1","oa":"1","citation":{"mla":"Weishäupl, Eva, et al. “Information Security Investments: An Exploratory Multiple Case Study on Decision-Making, Evaluation and Learning.” <i>Computers &#38; Security</i>, vol. 77, Elsevier, 2018, pp. 807–23.","ama":"Weishäupl E, Yasasin E, Schryen G. Information Security Investments: An Exploratory Multiple Case Study on Decision-Making, Evaluation and Learning. <i>Computers &#38; Security</i>. 2018;77:807-823.","bibtex":"@article{Weishäupl_Yasasin_Schryen_2018, title={Information Security Investments: An Exploratory Multiple Case Study on Decision-Making, Evaluation and Learning}, volume={77}, journal={Computers &#38; Security}, publisher={Elsevier}, author={Weishäupl, Eva and Yasasin, Emrah and Schryen, Guido}, year={2018}, pages={807–823} }","apa":"Weishäupl, E., Yasasin, E., &#38; Schryen, G. (2018). Information Security Investments: An Exploratory Multiple Case Study on Decision-Making, Evaluation and Learning. <i>Computers &#38; Security</i>, <i>77</i>, 807–823.","ieee":"E. Weishäupl, E. Yasasin, and G. Schryen, “Information Security Investments: An Exploratory Multiple Case Study on Decision-Making, Evaluation and Learning,” <i>Computers &#38; Security</i>, vol. 77, pp. 807–823, 2018.","chicago":"Weishäupl, Eva, Emrah Yasasin, and Guido Schryen. “Information Security Investments: An Exploratory Multiple Case Study on Decision-Making, Evaluation and Learning.” <i>Computers &#38; Security</i> 77 (2018): 807–23.","short":"E. Weishäupl, E. Yasasin, G. Schryen, Computers &#38; Security 77 (2018) 807–823."},"file_date_updated":"2018-12-13T15:06:10Z","language":[{"iso":"eng"}],"author":[{"first_name":"Eva","last_name":"Weishäupl","full_name":"Weishäupl, Eva"},{"full_name":"Yasasin, Emrah","last_name":"Yasasin","first_name":"Emrah"},{"last_name":"Schryen","first_name":"Guido","full_name":"Schryen, Guido","id":"72850"}],"year":"2018","title":"Information Security Investments: An Exploratory Multiple Case Study on Decision-Making, Evaluation and Learning","intvolume":"        77","date_updated":"2022-01-06T07:02:03Z","date_created":"2018-11-14T11:24:37Z","file":[{"file_id":"6022","content_type":"application/pdf","file_name":"JOURNAL VERSION.pdf","file_size":809490,"access_level":"open_access","relation":"main_file","date_updated":"2018-12-13T15:06:10Z","date_created":"2018-12-07T11:26:53Z","creator":"hsiemes"}],"department":[{"_id":"277"}],"keyword":["Information Security Investments","Multiple Case Study","Organizations","Single Loop Learning","Double Loop Learning"],"type":"journal_article","publication":"Computers & Security","extern":"1","abstract":[{"lang":"eng","text":"The need to protect resources against attackers is reflected by huge information security investments of firms worldwide. In the presence of budget constraints and a diverse set of assets to protect, organizations have to decide in which IT security measures to invest, how to evaluate those investment decisions, and how to learn from past decisions to optimize future security investment actions. While the academic literature has provided valuable insights into these issues, there is a lack of empirical contributions. To address this lack, we conduct a theory-based exploratory multiple case study. Our case study reveals that (1) firms? investments in information security are largely driven by external environmental and industry-related factors, (2) firms do not implement standardized decision processes, (3) the security process is perceived to impact the business process in a disturbing way, (4) both the implementation of evaluation processes and the application of metrics are hardly existent and (5) learning activities mainly occur at an ad-hoc basis."}]},{"file_date_updated":"2018-12-13T15:06:21Z","citation":{"apa":"Schuster, R., Wagner, G., &#38; Schryen, G. (2018). Information Systems Design Science Research and Cumulative Knowledge Development: An Exploratory Study. In <i>Proceedings of the 2018 International Conference on Information Systems (ICIS 2018)</i>. San Francisco, CA, USA.","ieee":"R. Schuster, G. Wagner, and G. Schryen, “Information Systems Design Science Research and Cumulative Knowledge Development: An Exploratory Study,” in <i>Proceedings of the 2018 International Conference on Information Systems (ICIS 2018)</i>, San Francisco, CA, USA, 2018.","short":"R. Schuster, G. Wagner, G. Schryen, in: Proceedings of the 2018 International Conference on Information Systems (ICIS 2018), San Francisco, CA, USA, 2018.","chicago":"Schuster, Richard, Gerit Wagner, and Guido Schryen. “Information Systems Design Science Research and Cumulative Knowledge Development: An Exploratory Study.” In <i>Proceedings of the 2018 International Conference on Information Systems (ICIS 2018)</i>. San Francisco, CA, USA, 2018.","mla":"Schuster, Richard, et al. “Information Systems Design Science Research and Cumulative Knowledge Development: An Exploratory Study.” <i>Proceedings of the 2018 International Conference on Information Systems (ICIS 2018)</i>, 2018.","ama":"Schuster R, Wagner G, Schryen G. Information Systems Design Science Research and Cumulative Knowledge Development: An Exploratory Study. In: <i>Proceedings of the 2018 International Conference on Information Systems (ICIS 2018)</i>. San Francisco, CA, USA; 2018.","bibtex":"@inproceedings{Schuster_Wagner_Schryen_2018, place={San Francisco, CA, USA}, title={Information Systems Design Science Research and Cumulative Knowledge Development: An Exploratory Study}, booktitle={Proceedings of the 2018 International Conference on Information Systems (ICIS 2018)}, author={Schuster, Richard and Wagner, Gerit and Schryen, Guido}, year={2018} }"},"oa":"1","place":"San Francisco, CA, USA","has_accepted_license":"1","status":"public","conference":{"name":"Thirty Ninth International Conference on Information Systems","location":"San Francisco, CA, USA"},"ddc":["000"],"user_id":"61579","_id":"5600","extern":"1","publication":"Proceedings of the 2018 International Conference on Information Systems (ICIS 2018)","type":"conference","department":[{"_id":"277"}],"file":[{"date_created":"2018-12-07T11:28:03Z","creator":"hsiemes","content_type":"application/pdf","file_id":"6023","date_updated":"2018-12-13T15:06:21Z","relation":"main_file","file_size":1080982,"access_level":"open_access","file_name":"paper345.pdf"}],"date_created":"2018-11-14T11:51:38Z","date_updated":"2022-01-06T07:02:07Z","year":"2018","title":"Information Systems Design Science Research and Cumulative Knowledge Development: An Exploratory Study","author":[{"first_name":"Richard","last_name":"Schuster","full_name":"Schuster, Richard"},{"full_name":"Wagner, Gerit","last_name":"Wagner","first_name":"Gerit"},{"last_name":"Schryen","first_name":"Guido","full_name":"Schryen, Guido","id":"72850"}],"language":[{"iso":"eng"}]},{"user_id":"35343","ddc":["000"],"_id":"6483","publisher":"IEEE","has_accepted_license":"1","conference":{"name":"IEEE Conference on Network Function Virtualisation and Software Defined Networks (NFV-SDN) 5GNetApp","start_date":"2018-11-27","location":"Verona","end_date":"2018-11-29"},"status":"public","oa":"1","place":"Verona","project":[{"grant_number":"761493","_id":"28","name":"5G Development and validation platform for global industry-specific network services and Apps"},{"name":"SFB 901","_id":"1"},{"_id":"4","name":"SFB 901 - Project Area C"},{"name":"SFB 901 - Subproject C4","_id":"16"}],"citation":{"apa":"Peuster, M., Schneider, S. B., Christ, F., &#38; Karl, H. (2018). A Prototyping Platform to Validate and Verify Network Service Header-based Service Chains. In <i>IEEE Conference on Network Function Virtualisation and Software Defined Networks (NFV-SDN) 5GNetApp</i>. Verona: IEEE.","ieee":"M. Peuster, S. B. Schneider, F. Christ, and H. Karl, “A Prototyping Platform to Validate and Verify Network Service Header-based Service Chains,” in <i>IEEE Conference on Network Function Virtualisation and Software Defined Networks (NFV-SDN) 5GNetApp</i>, Verona, 2018.","chicago":"Peuster, Manuel, Stefan Balthasar Schneider, Frederic Christ, and Holger Karl. “A Prototyping Platform to Validate and Verify Network Service Header-Based Service Chains.” In <i>IEEE Conference on Network Function Virtualisation and Software Defined Networks (NFV-SDN) 5GNetApp</i>. Verona: IEEE, 2018.","short":"M. Peuster, S.B. Schneider, F. Christ, H. Karl, in: IEEE Conference on Network Function Virtualisation and Software Defined Networks (NFV-SDN) 5GNetApp, IEEE, Verona, 2018.","mla":"Peuster, Manuel, et al. “A Prototyping Platform to Validate and Verify Network Service Header-Based Service Chains.” <i>IEEE Conference on Network Function Virtualisation and Software Defined Networks (NFV-SDN) 5GNetApp</i>, IEEE, 2018.","ama":"Peuster M, Schneider SB, Christ F, Karl H. A Prototyping Platform to Validate and Verify Network Service Header-based Service Chains. In: <i>IEEE Conference on Network Function Virtualisation and Software Defined Networks (NFV-SDN) 5GNetApp</i>. Verona: IEEE; 2018.","bibtex":"@inproceedings{Peuster_Schneider_Christ_Karl_2018, place={Verona}, title={A Prototyping Platform to Validate and Verify Network Service Header-based Service Chains}, booktitle={IEEE Conference on Network Function Virtualisation and Software Defined Networks (NFV-SDN) 5GNetApp}, publisher={IEEE}, author={Peuster, Manuel and Schneider, Stefan Balthasar and Christ, Frederic and Karl, Holger}, year={2018} }"},"file_date_updated":"2019-01-04T07:46:21Z","language":[{"iso":"eng"}],"date_updated":"2022-01-06T07:03:07Z","author":[{"full_name":"Peuster, Manuel","last_name":"Peuster","first_name":"Manuel","id":"13271"},{"id":"35343","last_name":"Schneider","first_name":"Stefan Balthasar","orcid":"0000-0001-8210-4011","full_name":"Schneider, Stefan Balthasar"},{"last_name":"Christ","first_name":"Frederic","full_name":"Christ, Frederic"},{"full_name":"Karl, Holger","last_name":"Karl","first_name":"Holger","id":"126"}],"title":"A Prototyping Platform to Validate and Verify Network Service Header-based Service Chains","year":"2018","department":[{"_id":"75"}],"type":"conference","date_created":"2019-01-04T07:47:19Z","file":[{"date_created":"2019-01-04T07:46:21Z","creator":"peuster","content_type":"application/pdf","file_id":"6484","date_updated":"2019-01-04T07:46:21Z","relation":"main_file","access_level":"open_access","file_size":541469,"file_name":"main_for_ris.pdf"}],"publication":"IEEE Conference on Network Function Virtualisation and Software Defined Networks (NFV-SDN) 5GNetApp"},{"report_number":"draft-rosa-bmwg-vnfbench","project":[{"grant_number":"761493","_id":"28","name":"5G Development and validation platform for global industry-specific network services and Apps"}],"citation":{"ama":"Rosa RV, Rothenberg CE, Peuster M, Karl H. <i>Methodology for VNF Benchmarking Automation</i>. IETF","bibtex":"@book{Rosa_Rothenberg_Peuster_Karl, title={Methodology for VNF Benchmarking Automation}, publisher={IETF}, author={Rosa, Raphael Vicente and Rothenberg, Christian Esteve and Peuster, Manuel and Karl, Holger} }","mla":"Rosa, Raphael Vicente, et al. <i>Methodology for VNF Benchmarking Automation</i>. IETF.","short":"R.V. Rosa, C.E. Rothenberg, M. Peuster, H. Karl, Methodology for VNF Benchmarking Automation, IETF, n.d.","chicago":"Rosa, Raphael Vicente, Christian Esteve Rothenberg, Manuel Peuster, and Holger Karl. <i>Methodology for VNF Benchmarking Automation</i>. IETF, n.d.","apa":"Rosa, R. V., Rothenberg, C. E., Peuster, M., &#38; Karl, H. (n.d.). <i>Methodology for VNF Benchmarking Automation</i>. IETF.","ieee":"R. V. Rosa, C. E. Rothenberg, M. Peuster, and H. Karl, <i>Methodology for VNF Benchmarking Automation</i>. IETF."},"department":[{"_id":"75"}],"oa":"1","type":"report","date_created":"2019-01-04T07:53:50Z","publication_status":"draft","date_updated":"2022-01-06T07:03:07Z","author":[{"full_name":"Rosa, Raphael Vicente","first_name":"Raphael Vicente","last_name":"Rosa"},{"first_name":"Christian Esteve","last_name":"Rothenberg","full_name":"Rothenberg, Christian Esteve"},{"id":"13271","full_name":"Peuster, Manuel","last_name":"Peuster","first_name":"Manuel"},{"id":"126","first_name":"Holger","last_name":"Karl","full_name":"Karl, Holger"}],"title":"Methodology for VNF Benchmarking Automation","status":"public","year":"2018","user_id":"13271","_id":"6485","publisher":"IETF","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://datatracker.ietf.org/doc/draft-rosa-bmwg-vnfbench/","open_access":"1"}]},{"title":"Trade-offs in Dynamic Resource Allocation in Network Function Virtualization","year":"2018","author":[{"id":"35343","full_name":"Schneider, Stefan Balthasar","last_name":"Schneider","orcid":"0000-0001-8210-4011","first_name":"Stefan Balthasar"},{"full_name":"Dräxler, Sevil","first_name":"Sevil","last_name":"Dräxler","id":"31764"},{"id":"126","first_name":"Holger","last_name":"Karl","full_name":"Karl, Holger"}],"date_updated":"2022-01-06T07:03:24Z","language":[{"iso":"eng"}],"publication":"IEEE Global Communications Conference (GLOBECOM 2018)","abstract":[{"lang":"eng","text":"Dynamic allocation of resources is a key feature in network function virtualization (NFV), enabling flexible adjustment of slices and contained network services to ever-changing service demands. \r\nConsidering resource allocation across the entire network, many authors have proposed approaches to optimize the placement and chaining of virtual network function (VNF) instances and the allocation of resources to these VNF instances. In doing so, various optimization objectives are conceivable, e.g., minimizing certain required resources or the end-to-end delay of the placed services.\r\n\r\nIn this paper, we investigate the relationship between four typical optimization objectives when coordinating the placement and resource allocation of chained VNF instances. We observe an interesting trade-off between minimizing the overhead of starting/stopping VNF instances and all other objectives when adapting to changed service demands."}],"file":[{"date_created":"2019-01-24T13:53:16Z","creator":"stschn","content_type":"application/pdf","file_id":"6971","access_level":"open_access","file_size":422196,"file_name":"preprint_ris.pdf","date_updated":"2019-01-24T13:53:16Z","relation":"main_file"}],"date_created":"2019-01-24T13:53:22Z","type":"conference","department":[{"_id":"75"}],"status":"public","conference":{"location":"Abu Dhabi, UAE","name":"IEEE Global Communications Conference (GLOBECOM 2018)"},"has_accepted_license":"1","_id":"6970","publisher":"IEEE","user_id":"35343","ddc":["040"],"file_date_updated":"2019-01-24T13:53:16Z","citation":{"ama":"Schneider SB, Dräxler S, Karl H. Trade-offs in Dynamic Resource Allocation in Network Function Virtualization. In: <i>IEEE Global Communications Conference (GLOBECOM 2018)</i>. IEEE; 2018.","bibtex":"@inproceedings{Schneider_Dräxler_Karl_2018, title={Trade-offs in Dynamic Resource Allocation in Network Function Virtualization}, booktitle={IEEE Global Communications Conference (GLOBECOM 2018)}, publisher={IEEE}, author={Schneider, Stefan Balthasar and Dräxler, Sevil and Karl, Holger}, year={2018} }","mla":"Schneider, Stefan Balthasar, et al. “Trade-Offs in Dynamic Resource Allocation in Network Function Virtualization.” <i>IEEE Global Communications Conference (GLOBECOM 2018)</i>, IEEE, 2018.","short":"S.B. Schneider, S. Dräxler, H. Karl, in: IEEE Global Communications Conference (GLOBECOM 2018), IEEE, 2018.","chicago":"Schneider, Stefan Balthasar, Sevil Dräxler, and Holger Karl. “Trade-Offs in Dynamic Resource Allocation in Network Function Virtualization.” In <i>IEEE Global Communications Conference (GLOBECOM 2018)</i>. IEEE, 2018.","apa":"Schneider, S. B., Dräxler, S., &#38; Karl, H. (2018). Trade-offs in Dynamic Resource Allocation in Network Function Virtualization. In <i>IEEE Global Communications Conference (GLOBECOM 2018)</i>. Abu Dhabi, UAE: IEEE.","ieee":"S. B. Schneider, S. Dräxler, and H. Karl, “Trade-offs in Dynamic Resource Allocation in Network Function Virtualization,” in <i>IEEE Global Communications Conference (GLOBECOM 2018)</i>, Abu Dhabi, UAE, 2018."},"project":[{"name":"5G Development and validation platform for global industry-specific network services and Apps","_id":"28","grant_number":"761493"},{"name":"SFB 901","_id":"1"},{"_id":"4","name":"SFB 901 - Project Area C"},{"_id":"16","name":"SFB 901 - Subproject C4"}],"oa":"1"},{"publisher":"IEEE","_id":"6972","ddc":["040"],"user_id":"35343","conference":{"name":"IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018)","location":"Verona, Italy"},"status":"public","has_accepted_license":"1","oa":"1","citation":{"mla":"Schneider, Stefan Balthasar, et al. “A Generic Emulation Framework for Reusing and Evaluating VNF Placement Algorithms.” <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018)</i>, IEEE, 2018, doi:<a href=\"https://doi.org/10.1109/NFV-SDN.2018.8725795\">10.1109/NFV-SDN.2018.8725795</a>.","bibtex":"@inproceedings{Schneider_Peuster_Karl_2018, title={A Generic Emulation Framework for Reusing and Evaluating VNF Placement Algorithms}, DOI={<a href=\"https://doi.org/10.1109/NFV-SDN.2018.8725795\">10.1109/NFV-SDN.2018.8725795</a>}, booktitle={IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018)}, publisher={IEEE}, author={Schneider, Stefan Balthasar and Peuster, Manuel and Karl, Holger}, year={2018} }","ama":"Schneider SB, Peuster M, Karl H. A Generic Emulation Framework for Reusing and Evaluating VNF Placement Algorithms. In: <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018)</i>. IEEE; 2018. doi:<a href=\"https://doi.org/10.1109/NFV-SDN.2018.8725795\">10.1109/NFV-SDN.2018.8725795</a>","ieee":"S. B. Schneider, M. Peuster, and H. Karl, “A Generic Emulation Framework for Reusing and Evaluating VNF Placement Algorithms,” in <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018)</i>, Verona, Italy, 2018.","apa":"Schneider, S. B., Peuster, M., &#38; Karl, H. (2018). A Generic Emulation Framework for Reusing and Evaluating VNF Placement Algorithms. In <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018)</i>. Verona, Italy: IEEE. <a href=\"https://doi.org/10.1109/NFV-SDN.2018.8725795\">https://doi.org/10.1109/NFV-SDN.2018.8725795</a>","short":"S.B. Schneider, M. Peuster, H. Karl, in: IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018), IEEE, 2018.","chicago":"Schneider, Stefan Balthasar, Manuel Peuster, and Holger Karl. “A Generic Emulation Framework for Reusing and Evaluating VNF Placement Algorithms.” In <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018)</i>. IEEE, 2018. <a href=\"https://doi.org/10.1109/NFV-SDN.2018.8725795\">https://doi.org/10.1109/NFV-SDN.2018.8725795</a>."},"file_date_updated":"2019-01-24T14:25:23Z","project":[{"grant_number":"761493","_id":"28","name":"5G Development and validation platform for global industry-specific network services and Apps"},{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Project Area C","_id":"4"},{"name":"SFB 901 - Subproject C4","_id":"16"}],"language":[{"iso":"eng"}],"main_file_link":[{"url":"https://ieeexplore.ieee.org/abstract/document/8725795"}],"doi":"10.1109/NFV-SDN.2018.8725795","author":[{"full_name":"Schneider, Stefan Balthasar","first_name":"Stefan Balthasar","last_name":"Schneider","orcid":"0000-0001-8210-4011","id":"35343"},{"full_name":"Peuster, Manuel","last_name":"Peuster","first_name":"Manuel","id":"13271"},{"last_name":"Karl","first_name":"Holger","full_name":"Karl, Holger","id":"126"}],"title":"A Generic Emulation Framework for Reusing and Evaluating VNF Placement Algorithms","year":"2018","date_updated":"2022-01-06T07:03:24Z","date_created":"2019-01-24T14:10:17Z","file":[{"date_created":"2019-01-24T14:10:08Z","creator":"stschn","content_type":"application/pdf","file_id":"6973","access_level":"open_access","file_size":468396,"file_name":"preprint_ris.pdf","date_updated":"2019-01-24T14:25:23Z","relation":"main_file"}],"department":[{"_id":"75"}],"type":"conference","publication":"IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018)","abstract":[{"text":"In recent years, a variety of different approaches\r\nhave been proposed to tackle the problem of scaling and placing\r\nnetwork services, consisting of interconnected virtual network\r\nfunctions (VNFs). This paper presents a placement abstraction\r\nlayer (PAL) that provides a clear and simple northbound interface\r\nfor using such algorithms while hiding their internal\r\nfunctionality and implementation. Through its southbound interface,\r\nPAL can connect to different back ends that evaluate\r\nthe calculated placements, e.g., using simulations, emulations, or\r\ntestbed approaches. As an example for such evaluation back ends,\r\nwe introduce a novel placement emulation framework (PEF)\r\nthat allows executing calculated placements using real, containerbased\r\nVNFs on real-world network topologies. In a case study,\r\nwe show how PAL and PEF facilitate reusing and evaluating\r\nplacement algorithms as well as validating their underlying\r\nmodels and performance claims.","lang":"eng"}]},{"doi":"10.1109/NFV-SDN.2018.8725794","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://ieeexplore.ieee.org/abstract/document/8725794"}],"date_updated":"2022-01-06T07:03:25Z","author":[{"id":"35343","first_name":"Stefan Balthasar","last_name":"Schneider","orcid":"0000-0001-8210-4011","full_name":"Schneider, Stefan Balthasar"},{"last_name":"Peuster","first_name":"Manuel","full_name":"Peuster, Manuel","id":"13271"},{"full_name":"Tavernier, Wouter","first_name":"Wouter","last_name":"Tavernier"},{"id":"126","first_name":"Holger","last_name":"Karl","full_name":"Karl, Holger"}],"title":"A Fully Integrated Multi-Platform NFV SDK","year":"2018","department":[{"_id":"75"}],"type":"conference","date_created":"2019-01-24T14:17:58Z","file":[{"creator":"stschn","date_created":"2019-01-24T14:17:29Z","relation":"main_file","date_updated":"2019-01-24T14:26:23Z","file_name":"Pre-print.pdf","access_level":"open_access","file_size":475022,"file_id":"6975","content_type":"application/pdf"}],"abstract":[{"lang":"eng","text":"A key challenge of network function virtualization\r\n(NFV) is the complexity of developing and deploying new\r\nnetwork services. Currently, development requires many manual\r\nsteps that are time-consuming and error-prone (e.g., for creating\r\nservice descriptors). Furthermore, existing management and\r\norchestration (MANO) platforms only offer limited support of\r\nstandardized descriptor models or package formats, limiting the\r\nre-usability of network services.\r\n\r\nTo this end, we introduce a fully integrated, open-source\r\nNFV service development kit (SDK) with multi-MANO platform\r\nsupport. Our SDK simplifies many NFV service development\r\nsteps by offering initial generation of descriptors, advanced\r\nproject management, as well as fully automated packaging and\r\nsubmission for on-boarding. To achieve multi-platform support,\r\nwe present a package format that extends ETSI’s VNF package\r\nformat. In this demonstration, we present the end-to-end workflow\r\nto develop an NFV service that is then packaged for multiple\r\nplatforms, i.e., 5GTANGO and OSM."}],"publication":"IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018)","ddc":["040"],"user_id":"35343","publisher":"IEEE","_id":"6974","has_accepted_license":"1","conference":{"location":"Verona, Italy","name":"IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018)"},"status":"public","oa":"1","project":[{"name":"5G Development and validation platform for global industry-specific network services and Apps","grant_number":"761493","_id":"28"},{"_id":"1","name":"SFB 901"},{"name":"SFB 901 - Project Area C","_id":"4"},{"_id":"16","name":"SFB 901 - Subproject C4"}],"citation":{"bibtex":"@inproceedings{Schneider_Peuster_Tavernier_Karl_2018, title={A Fully Integrated Multi-Platform NFV SDK}, DOI={<a href=\"https://doi.org/10.1109/NFV-SDN.2018.8725794\">10.1109/NFV-SDN.2018.8725794</a>}, booktitle={IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018)}, publisher={IEEE}, author={Schneider, Stefan Balthasar and Peuster, Manuel and Tavernier, Wouter and Karl, Holger}, year={2018} }","ama":"Schneider SB, Peuster M, Tavernier W, Karl H. A Fully Integrated Multi-Platform NFV SDK. In: <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018)</i>. IEEE; 2018. doi:<a href=\"https://doi.org/10.1109/NFV-SDN.2018.8725794\">10.1109/NFV-SDN.2018.8725794</a>","mla":"Schneider, Stefan Balthasar, et al. “A Fully Integrated Multi-Platform NFV SDK.” <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018)</i>, IEEE, 2018, doi:<a href=\"https://doi.org/10.1109/NFV-SDN.2018.8725794\">10.1109/NFV-SDN.2018.8725794</a>.","short":"S.B. Schneider, M. Peuster, W. Tavernier, H. Karl, in: IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018), IEEE, 2018.","chicago":"Schneider, Stefan Balthasar, Manuel Peuster, Wouter Tavernier, and Holger Karl. “A Fully Integrated Multi-Platform NFV SDK.” In <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018)</i>. IEEE, 2018. <a href=\"https://doi.org/10.1109/NFV-SDN.2018.8725794\">https://doi.org/10.1109/NFV-SDN.2018.8725794</a>.","ieee":"S. B. Schneider, M. Peuster, W. Tavernier, and H. Karl, “A Fully Integrated Multi-Platform NFV SDK,” in <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018)</i>, Verona, Italy, 2018.","apa":"Schneider, S. B., Peuster, M., Tavernier, W., &#38; Karl, H. (2018). A Fully Integrated Multi-Platform NFV SDK. In <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018)</i>. Verona, Italy: IEEE. <a href=\"https://doi.org/10.1109/NFV-SDN.2018.8725794\">https://doi.org/10.1109/NFV-SDN.2018.8725794</a>"},"file_date_updated":"2019-01-24T14:26:23Z"},{"user_id":"44006","main_file_link":[{"open_access":"1","url":"https://groups.uni-paderborn.de/nt/pubs/2018/Daga_2018_Ebbers_Paper.pdf"}],"language":[{"iso":"eng"}],"_id":"11760","date_updated":"2022-01-06T06:51:08Z","title":"Evaluation of Modulation-MFCC Features and DNN Classification for Acoustic Event Detection","year":"2018","status":"public","author":[{"full_name":"Ebbers, Janek","last_name":"Ebbers","first_name":"Janek","id":"34851"},{"full_name":"Nelus, Alexandru","first_name":"Alexandru","last_name":"Nelus"},{"last_name":"Martin","first_name":"Rainer","full_name":"Martin, Rainer"},{"id":"242","full_name":"Haeb-Umbach, Reinhold","first_name":"Reinhold","last_name":"Haeb-Umbach"}],"type":"conference","oa":"1","department":[{"_id":"54"}],"date_created":"2019-07-12T05:27:43Z","abstract":[{"lang":"eng","text":"Acoustic event detection, i.e., the task of assigning a human interpretable label to a segment of audio, has only recently attracted increased interest in the research community. Driven by the DCASE challenges and the availability of large-scale audio datasets, the state-of-the-art has progressed rapidly with deep-learning-based classi- fiers dominating the field. Because several potential use cases favor a realization on distributed sensor nodes, e.g. ambient assisted living applications, habitat monitoring or surveillance, we are concerned with two issues here. Firstly the classification performance of such systems and secondly the computing resources required to achieve a certain performance considering node level feature extraction. In this contribution we look at the balance between the two criteria by employing traditional techniques and different deep learning architectures, including convolutional and recurrent models in the context of real life everyday audio recordings in realistic, however challenging, multisource conditions."}],"publication":"DAGA 2018, München","citation":{"mla":"Ebbers, Janek, et al. “Evaluation of Modulation-MFCC Features and DNN Classification for Acoustic Event Detection.” <i>DAGA 2018, München</i>, 2018.","ama":"Ebbers J, Nelus A, Martin R, Haeb-Umbach R. Evaluation of Modulation-MFCC Features and DNN Classification for Acoustic Event Detection. In: <i>DAGA 2018, München</i>. ; 2018.","bibtex":"@inproceedings{Ebbers_Nelus_Martin_Haeb-Umbach_2018, title={Evaluation of Modulation-MFCC Features and DNN Classification for Acoustic Event Detection}, booktitle={DAGA 2018, München}, author={Ebbers, Janek and Nelus, Alexandru and Martin, Rainer and Haeb-Umbach, Reinhold}, year={2018} }","apa":"Ebbers, J., Nelus, A., Martin, R., &#38; Haeb-Umbach, R. (2018). Evaluation of Modulation-MFCC Features and DNN Classification for Acoustic Event Detection. In <i>DAGA 2018, München</i>.","ieee":"J. Ebbers, A. Nelus, R. Martin, and R. Haeb-Umbach, “Evaluation of Modulation-MFCC Features and DNN Classification for Acoustic Event Detection,” in <i>DAGA 2018, München</i>, 2018.","short":"J. Ebbers, A. Nelus, R. Martin, R. Haeb-Umbach, in: DAGA 2018, München, 2018.","chicago":"Ebbers, Janek, Alexandru Nelus, Rainer Martin, and Reinhold Haeb-Umbach. “Evaluation of Modulation-MFCC Features and DNN Classification for Acoustic Event Detection.” In <i>DAGA 2018, München</i>, 2018."}},{"citation":{"chicago":"Bäumer, Frederik Simon, and Michaela Geierhos. “How to Deal with Inaccurate Service Requirements? Insights in Our Current Approach and New Ideas.” In <i>Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track Co-Located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)</i>, edited by Klaus Schmid, Paola Spoletini, Eya Ben Charrada, Yoram Chisik, Fabiano Dalpiaz, Alessio Ferrari, Peter Forbrig, et al., Vol. 2075. CEUR Workshop Proceedings. CEUR-WS.org, 2018.","short":"F.S. Bäumer, M. Geierhos, in: K. Schmid, P. Spoletini, E. Ben Charrada, Y. Chisik, F. Dalpiaz, A. Ferrari, P. Forbrig, X. Franch, M. Kirikova, N. Madhavji, C. Palomares, J. Ralyté, M. Sabetzadeh, P. Sawyer, D. van der Linden, A. Zamansky (Eds.), Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track Co-Located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018), CEUR-WS.org, 2018.","ieee":"F. S. Bäumer and M. Geierhos, “How to Deal with Inaccurate Service Requirements? Insights in Our Current Approach and New Ideas,” in <i>Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track co-located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)</i>, Utrecht, The Netherlands, 2018, vol. 2075.","apa":"Bäumer, F. S., &#38; Geierhos, M. (2018). How to Deal with Inaccurate Service Requirements? Insights in Our Current Approach and New Ideas. In K. Schmid, P. Spoletini, E. Ben Charrada, Y. Chisik, F. Dalpiaz, A. Ferrari, … A. Zamansky (Eds.), <i>Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track co-located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)</i> (Vol. 2075). Utrecht, The Netherlands: CEUR-WS.org.","bibtex":"@inproceedings{Bäumer_Geierhos_2018, series={CEUR Workshop Proceedings}, title={How to Deal with Inaccurate Service Requirements? Insights in Our Current Approach and New Ideas}, volume={2075}, booktitle={Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track co-located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)}, publisher={CEUR-WS.org}, author={Bäumer, Frederik Simon and Geierhos, Michaela}, editor={Schmid, Klaus and Spoletini, Paola and Ben Charrada, Eya and Chisik, Yoram and Dalpiaz, Fabiano and Ferrari, Alessio and Forbrig, Peter and Franch, Xavier and Kirikova, Marite and Madhavji, Nazim and et al.Editors}, year={2018}, collection={CEUR Workshop Proceedings} }","ama":"Bäumer FS, Geierhos M. How to Deal with Inaccurate Service Requirements? Insights in Our Current Approach and New Ideas. In: Schmid K, Spoletini P, Ben Charrada E, et al., eds. <i>Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track Co-Located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)</i>. Vol 2075. CEUR Workshop Proceedings. CEUR-WS.org; 2018.","mla":"Bäumer, Frederik Simon, and Michaela Geierhos. “How to Deal with Inaccurate Service Requirements? Insights in Our Current Approach and New Ideas.” <i>Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track Co-Located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)</i>, edited by Klaus Schmid et al., vol. 2075, CEUR-WS.org, 2018."},"file_date_updated":"2018-11-02T13:52:54Z","project":[{"name":"SFB 901","_id":"1"},{"_id":"3","name":"SFB 901 - Project Area B"},{"_id":"9","name":"SFB 901 - Subproject B1"}],"quality_controlled":"1","oa":"1","conference":{"location":"Utrecht, The Netherlands","name":"1st Workshop on Natural Language Processing for Requirements Engineering (NLP4RE)","start_date":"2018-03-19","end_date":"2018-03-19"},"status":"public","has_accepted_license":"1","publisher":"CEUR-WS.org","_id":"1181","editor":[{"first_name":"Klaus","last_name":"Schmid","full_name":"Schmid, Klaus"},{"full_name":"Spoletini, Paola","last_name":"Spoletini","first_name":"Paola"},{"last_name":"Ben Charrada","first_name":"Eya","full_name":"Ben Charrada, Eya"},{"full_name":"Chisik, Yoram","last_name":"Chisik","first_name":"Yoram"},{"first_name":"Fabiano","last_name":"Dalpiaz","full_name":"Dalpiaz, Fabiano"},{"last_name":"Ferrari","first_name":"Alessio","full_name":"Ferrari, Alessio"},{"first_name":"Peter","last_name":"Forbrig","full_name":"Forbrig, Peter"},{"last_name":"Franch","first_name":"Xavier","full_name":"Franch, Xavier"},{"first_name":"Marite","last_name":"Kirikova","full_name":"Kirikova, Marite"},{"full_name":"Madhavji, Nazim","first_name":"Nazim","last_name":"Madhavji"},{"full_name":"Palomares, Cristina","first_name":"Cristina","last_name":"Palomares"},{"first_name":"Jolita","last_name":"Ralyté","full_name":"Ralyté, Jolita"},{"full_name":"Sabetzadeh, Mehrdad","last_name":"Sabetzadeh","first_name":"Mehrdad"},{"full_name":"Sawyer, Pete","first_name":"Pete","last_name":"Sawyer"},{"full_name":"van der Linden, Dirk","last_name":"van der Linden","first_name":"Dirk"},{"last_name":"Zamansky","first_name":"Anna","full_name":"Zamansky, Anna"}],"volume":2075,"ddc":["000"],"user_id":"477","publication":"Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track co-located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)","abstract":[{"lang":"eng","text":"The main idea in On-The-Fly Computing is to automatically compose existing software services according to the wishes of end-users. However, since user requirements are often ambiguous, vague and incomplete, the selection and composition of suitable software services is a challanging task. In this paper, we present our current approach to improve requirement descriptions before they are used for software composition. This procedure is fully automated, but also has limitations, for example, if necessary information is missing. In addition, and in response to the limitations, we provide insights into our above-mentioned current work that combines the existing optimization approach with a\r\nchatbot solution."}],"date_created":"2018-03-02T09:22:12Z","file":[{"content_type":"application/pdf","success":1,"file_id":"5256","access_level":"closed","file_size":1126820,"file_name":"NLP4RE_paper1.pdf","date_updated":"2018-11-02T13:52:54Z","relation":"main_file","date_created":"2018-11-02T13:52:54Z","creator":"ups"}],"department":[{"_id":"36"},{"_id":"1"},{"_id":"579"}],"type":"conference","author":[{"full_name":"Bäumer, Frederik Simon","last_name":"Bäumer","first_name":"Frederik Simon","id":"38837"},{"full_name":"Geierhos, Michaela","first_name":"Michaela","orcid":"0000-0002-8180-5606","last_name":"Geierhos","id":"42496"}],"publication_identifier":{"issn":["1613-0073"]},"year":"2018","title":"How to Deal with Inaccurate Service Requirements? Insights in Our Current Approach and New Ideas","intvolume":"      2075","date_updated":"2022-01-06T06:51:09Z","publication_status":"published","series_title":"CEUR Workshop Proceedings","language":[{"iso":"eng"}],"main_file_link":[{"url":"http://ceur-ws.org/Vol-2075/NLP4RE_paper1.pdf","open_access":"1"}]},{"has_accepted_license":"1","status":"public","conference":{"location":"Utrecht, The Netherlands","name":"1st Workshop on Natural Language Processing for Requirements Engineering (NLP4RE)","start_date":"2018-03-19","end_date":"2018-03-19"},"user_id":"477","ddc":["000"],"volume":2075,"editor":[{"last_name":"Schmid","first_name":"Klaus ","full_name":"Schmid, Klaus "},{"first_name":"Paola ","last_name":"Spoletini","full_name":"Spoletini, Paola "},{"last_name":"Ben Charrada","first_name":"Eya ","full_name":"Ben Charrada, Eya "},{"first_name":"Yoram ","last_name":"Chisik","full_name":"Chisik, Yoram "},{"first_name":"Fabiano ","last_name":"Dalpiaz","full_name":"Dalpiaz, Fabiano "},{"full_name":"Ferrari, Alessio ","last_name":"Ferrari","first_name":"Alessio "},{"full_name":"Forbrig, Peter ","last_name":"Forbrig","first_name":"Peter "},{"full_name":"Franch, Xavier ","last_name":"Franch","first_name":"Xavier "},{"full_name":"Kirikova, Marite ","first_name":"Marite ","last_name":"Kirikova"},{"last_name":"Madhavji","first_name":"Nazim ","full_name":"Madhavji, Nazim "},{"full_name":"Palomares, Cristina ","first_name":"Cristina ","last_name":"Palomares"},{"last_name":"Ralyté","first_name":"Jolita ","full_name":"Ralyté, Jolita "},{"first_name":"Mehrdad ","last_name":"Sabetzadeh","full_name":"Sabetzadeh, Mehrdad "},{"last_name":"Sawyer","first_name":"Pete ","full_name":"Sawyer, Pete "},{"full_name":"van der Linden, Dirk ","first_name":"Dirk ","last_name":"van der Linden"},{"first_name":"Anna ","last_name":"Zamansky","full_name":"Zamansky, Anna "}],"_id":"1182","publisher":"CEUR-WS.org","quality_controlled":"1","project":[{"_id":"1","name":"SFB 901"},{"_id":"3","name":"SFB 901 - Project Area B"},{"_id":"9","name":"SFB 901 - Subproject B1"}],"file_date_updated":"2018-11-02T14:36:55Z","citation":{"chicago":"Friesen, Edwin, Frederik Simon Bäumer, and Michaela Geierhos. “CORDULA: Software Requirements Extraction Utilizing Chatbot as Communication Interface.” In <i>Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track Co-Located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)</i>, edited by Klaus  Schmid, Paola  Spoletini, Eya  Ben Charrada, Yoram  Chisik, Fabiano  Dalpiaz, Alessio  Ferrari, Peter  Forbrig, et al., Vol. 2075. CEUR Workshop Proceedings. CEUR-WS.org, 2018.","short":"E. Friesen, F.S. Bäumer, M. Geierhos, in: K. Schmid, P. Spoletini, E. Ben Charrada, Y. Chisik, F. Dalpiaz, A. Ferrari, P. Forbrig, X. Franch, M. Kirikova, N. Madhavji, C. Palomares, J. Ralyté, M. Sabetzadeh, P. Sawyer, D. van der Linden, A. Zamansky (Eds.), Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track Co-Located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018), CEUR-WS.org, 2018.","ieee":"E. Friesen, F. S. Bäumer, and M. Geierhos, “CORDULA: Software Requirements Extraction Utilizing Chatbot as Communication Interface,” in <i>Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track co-located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)</i>, Utrecht, The Netherlands, 2018, vol. 2075.","apa":"Friesen, E., Bäumer, F. S., &#38; Geierhos, M. (2018). CORDULA: Software Requirements Extraction Utilizing Chatbot as Communication Interface. In K. Schmid, P. Spoletini, E. Ben Charrada, Y. Chisik, F. Dalpiaz, A. Ferrari, … A. Zamansky (Eds.), <i>Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track co-located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)</i> (Vol. 2075). Utrecht, The Netherlands: CEUR-WS.org.","bibtex":"@inproceedings{Friesen_Bäumer_Geierhos_2018, series={CEUR Workshop Proceedings}, title={CORDULA: Software Requirements Extraction Utilizing Chatbot as Communication Interface}, volume={2075}, booktitle={Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track co-located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)}, publisher={CEUR-WS.org}, author={Friesen, Edwin and Bäumer, Frederik Simon and Geierhos, Michaela}, editor={Schmid, Klaus  and Spoletini, Paola  and Ben Charrada, Eya  and Chisik, Yoram  and Dalpiaz, Fabiano  and Ferrari, Alessio  and Forbrig, Peter  and Franch, Xavier  and Kirikova, Marite  and Madhavji, Nazim  and et al.Editors}, year={2018}, collection={CEUR Workshop Proceedings} }","ama":"Friesen E, Bäumer FS, Geierhos M. CORDULA: Software Requirements Extraction Utilizing Chatbot as Communication Interface. In: Schmid K, Spoletini P, Ben Charrada E, et al., eds. <i>Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track Co-Located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)</i>. Vol 2075. CEUR Workshop Proceedings. CEUR-WS.org; 2018.","mla":"Friesen, Edwin, et al. “CORDULA: Software Requirements Extraction Utilizing Chatbot as Communication Interface.” <i>Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track Co-Located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)</i>, edited by Klaus  Schmid et al., vol. 2075, CEUR-WS.org, 2018."},"oa":"1","publication_status":"published","date_updated":"2022-01-06T06:51:10Z","intvolume":"      2075","title":"CORDULA: Software Requirements Extraction Utilizing Chatbot as Communication Interface","year":"2018","publication_identifier":{"issn":["1613-0073"]},"author":[{"full_name":"Friesen, Edwin","last_name":"Friesen","first_name":"Edwin"},{"last_name":"Bäumer","first_name":"Frederik Simon","full_name":"Bäumer, Frederik Simon","id":"38837"},{"first_name":"Michaela","last_name":"Geierhos","orcid":"0000-0002-8180-5606","full_name":"Geierhos, Michaela","id":"42496"}],"main_file_link":[{"url":"http://ceur-ws.org/Vol-2075/NLP4RE_paper3.pdf","open_access":"1"}],"series_title":"CEUR Workshop Proceedings","language":[{"iso":"eng"}],"abstract":[{"text":"Natural language requirement descriptions are often unstructured, contradictory and incomplete and are therefore challenging for automatic processing. Although many of these deficits can be compensated by means of Natural Language Processing, there still remain cases where interaction with end-users is necessary for clarification. In this paper, we present our idea of using chatbot technology to establish end-user communication in order to support the automatic compensation of some deficits in natural language requirement descriptions.","lang":"eng"}],"publication":"Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track co-located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)","type":"conference","department":[{"_id":"36"},{"_id":"1"},{"_id":"579"}],"file":[{"file_id":"5276","content_type":"application/pdf","success":1,"file_name":"NLP4RE_paper3.pdf","access_level":"closed","file_size":530902,"relation":"main_file","date_updated":"2018-11-02T14:36:55Z","date_created":"2018-11-02T14:36:55Z","creator":"ups"}],"date_created":"2018-03-02T09:27:12Z"},{"date_created":"2018-03-02T09:28:59Z","file":[{"relation":"main_file","date_updated":"2018-11-02T14:40:58Z","file_name":"NLP4RE_paper5.pdf","file_size":254814,"access_level":"closed","file_id":"5279","success":1,"content_type":"application/pdf","creator":"ups","date_created":"2018-11-02T14:40:58Z"}],"department":[{"_id":"36"},{"_id":"1"},{"_id":"579"}],"type":"conference","publication":"Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track co-located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)","abstract":[{"lang":"eng","text":"As our world grows in complexity, companies and employees alike need, more than ever before, solutions tailored to their exact needs. Since such tools cannot always be purchased off-the-shelf and need to be designed from the ground up, developers rely on software requirements. In this paper, we present our vision of a syntactic rule-based extraction\r\ntool for software requirements specification documents. In contrast to other methods, our tool will allow stakeholders to express their needs and wishes in unfiltered natural language, which we believe is essential for non-expert users."}],"language":[{"iso":"eng"}],"series_title":"CEUR Workshop Proceedings","main_file_link":[{"url":"http://ceur-ws.org/Vol-2075/NLP4RE_paper5.pdf","open_access":"1"}],"publication_identifier":{"issn":["1613-0073"]},"author":[{"first_name":"Matthew","last_name":"Caron","full_name":"Caron, Matthew"},{"id":"38837","full_name":"Bäumer, Frederik Simon","first_name":"Frederik Simon","last_name":"Bäumer"},{"id":"42496","last_name":"Geierhos","orcid":"0000-0002-8180-5606","first_name":"Michaela","full_name":"Geierhos, Michaela"}],"title":"Back to Basics: Extracting Software Requirements with a Syntactic Approach","year":"2018","intvolume":"      2075","publication_status":"published","date_updated":"2022-01-06T06:51:11Z","oa":"1","citation":{"mla":"Caron, Matthew, et al. “Back to Basics: Extracting Software Requirements with a Syntactic Approach.” <i>Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track Co-Located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)</i>, edited by Klaus Schmid et al., vol. 2075, CEUR-WS.org, 2018.","ama":"Caron M, Bäumer FS, Geierhos M. Back to Basics: Extracting Software Requirements with a Syntactic Approach. In: Schmid K, Spoletini P, Ben Charrada E, et al., eds. <i>Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track Co-Located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)</i>. Vol 2075. CEUR Workshop Proceedings. CEUR-WS.org; 2018.","bibtex":"@inproceedings{Caron_Bäumer_Geierhos_2018, series={CEUR Workshop Proceedings}, title={Back to Basics: Extracting Software Requirements with a Syntactic Approach}, volume={2075}, booktitle={Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track co-located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)}, publisher={CEUR-WS.org}, author={Caron, Matthew and Bäumer, Frederik Simon and Geierhos, Michaela}, editor={Schmid, Klaus and Spoletini, Paola and Ben Charrada, Eya and Chisik, Yoram and Dalpiaz, Fabiano and Ferrari, Alessio and Forbrig, Peter and Franch, Xavier and Kirikova, Marite and Madhavji, Nazim and et al.Editors}, year={2018}, collection={CEUR Workshop Proceedings} }","apa":"Caron, M., Bäumer, F. S., &#38; Geierhos, M. (2018). Back to Basics: Extracting Software Requirements with a Syntactic Approach. In K. Schmid, P. Spoletini, E. Ben Charrada, Y. Chisik, F. Dalpiaz, A. Ferrari, … A. Zamansky (Eds.), <i>Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track co-located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)</i> (Vol. 2075). Utrecht, The Netherlands: CEUR-WS.org.","ieee":"M. Caron, F. S. Bäumer, and M. Geierhos, “Back to Basics: Extracting Software Requirements with a Syntactic Approach,” in <i>Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track co-located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)</i>, Utrecht, The Netherlands, 2018, vol. 2075.","short":"M. Caron, F.S. Bäumer, M. Geierhos, in: K. Schmid, P. Spoletini, E. Ben Charrada, Y. Chisik, F. Dalpiaz, A. Ferrari, P. Forbrig, X. Franch, M. Kirikova, N. Madhavji, C. Palomares, J. Ralyté, M. Sabetzadeh, P. Sawyer, D. van der Linden, A. Zamansky (Eds.), Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track Co-Located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018), CEUR-WS.org, 2018.","chicago":"Caron, Matthew, Frederik Simon Bäumer, and Michaela Geierhos. “Back to Basics: Extracting Software Requirements with a Syntactic Approach.” In <i>Joint Proceedings of REFSQ-2018 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track Co-Located with the 23rd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2018)</i>, edited by Klaus Schmid, Paola Spoletini, Eya Ben Charrada, Yoram Chisik, Fabiano Dalpiaz, Alessio Ferrari, Peter Forbrig, et al., Vol. 2075. CEUR Workshop Proceedings. CEUR-WS.org, 2018."},"file_date_updated":"2018-11-02T14:40:58Z","project":[{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Project Area B","_id":"3"},{"_id":"9","name":"SFB 901 - Subproject B1"}],"quality_controlled":"1","publisher":"CEUR-WS.org","_id":"1183","volume":2075,"editor":[{"full_name":"Schmid, Klaus","first_name":"Klaus","last_name":"Schmid"},{"full_name":"Spoletini, Paola","last_name":"Spoletini","first_name":"Paola"},{"last_name":"Ben Charrada","first_name":"Eya","full_name":"Ben Charrada, Eya"},{"full_name":"Chisik, Yoram","first_name":"Yoram","last_name":"Chisik"},{"full_name":"Dalpiaz, Fabiano","last_name":"Dalpiaz","first_name":"Fabiano"},{"first_name":"Alessio","last_name":"Ferrari","full_name":"Ferrari, Alessio"},{"first_name":"Peter","last_name":"Forbrig","full_name":"Forbrig, Peter"},{"first_name":"Xavier","last_name":"Franch","full_name":"Franch, Xavier"},{"full_name":"Kirikova, Marite","last_name":"Kirikova","first_name":"Marite"},{"full_name":"Madhavji, Nazim","first_name":"Nazim","last_name":"Madhavji"},{"full_name":"Palomares, Cristina","last_name":"Palomares","first_name":"Cristina"},{"full_name":"Ralyté, Jolita","last_name":"Ralyté","first_name":"Jolita"},{"full_name":"Sabetzadeh, Mehrdad","last_name":"Sabetzadeh","first_name":"Mehrdad"},{"last_name":"Sawyer","first_name":"Pete","full_name":"Sawyer, Pete"},{"full_name":"van der Linden, Dirk","last_name":"van der Linden","first_name":"Dirk"},{"full_name":"Zamansky, Anna","last_name":"Zamansky","first_name":"Anna"}],"user_id":"477","ddc":["000"],"conference":{"location":"Utrecht, The Netherlands","start_date":"2018-03-19","name":"1st Workshop on Natural Language Processing for Requirements Engineering (NLP4RE)","end_date":"2018-03-19"},"status":"public","has_accepted_license":"1"},{"_id":"11835","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1","url":"https://groups.uni-paderborn.de/nt/pubs/2018/IWAENC_2018_Heymann_Paper.pdf"}],"user_id":"44006","author":[{"first_name":"Jahn","last_name":"Heymann","full_name":"Heymann, Jahn","id":"9168"},{"id":"11213","full_name":"Drude, Lukas","first_name":"Lukas","last_name":"Drude"},{"full_name":"Haeb-Umbach, Reinhold","first_name":"Reinhold","last_name":"Haeb-Umbach","id":"242"},{"full_name":"Kinoshita, Keisuke","last_name":"Kinoshita","first_name":"Keisuke"},{"full_name":"Nakatani, Tomohiro","last_name":"Nakatani","first_name":"Tomohiro"}],"title":"Frame-Online DNN-WPE Dereverberation","year":"2018","status":"public","date_updated":"2022-01-06T06:51:11Z","date_created":"2019-07-12T05:29:10Z","department":[{"_id":"54"}],"oa":"1","type":"conference","citation":{"chicago":"Heymann, Jahn, Lukas Drude, Reinhold Haeb-Umbach, Keisuke Kinoshita, and Tomohiro Nakatani. “Frame-Online DNN-WPE Dereverberation.” In <i>IWAENC 2018, Tokio, Japan</i>, 2018.","short":"J. Heymann, L. Drude, R. Haeb-Umbach, K. Kinoshita, T. Nakatani, in: IWAENC 2018, Tokio, Japan, 2018.","apa":"Heymann, J., Drude, L., Haeb-Umbach, R., Kinoshita, K., &#38; Nakatani, T. (2018). Frame-Online DNN-WPE Dereverberation. In <i>IWAENC 2018, Tokio, Japan</i>.","ieee":"J. Heymann, L. Drude, R. Haeb-Umbach, K. Kinoshita, and T. Nakatani, “Frame-Online DNN-WPE Dereverberation,” in <i>IWAENC 2018, Tokio, Japan</i>, 2018.","ama":"Heymann J, Drude L, Haeb-Umbach R, Kinoshita K, Nakatani T. Frame-Online DNN-WPE Dereverberation. In: <i>IWAENC 2018, Tokio, Japan</i>. ; 2018.","bibtex":"@inproceedings{Heymann_Drude_Haeb-Umbach_Kinoshita_Nakatani_2018, title={Frame-Online DNN-WPE Dereverberation}, booktitle={IWAENC 2018, Tokio, Japan}, author={Heymann, Jahn and Drude, Lukas and Haeb-Umbach, Reinhold and Kinoshita, Keisuke and Nakatani, Tomohiro}, year={2018} }","mla":"Heymann, Jahn, et al. “Frame-Online DNN-WPE Dereverberation.” <i>IWAENC 2018, Tokio, Japan</i>, 2018."},"publication":"IWAENC 2018, Tokio, Japan","abstract":[{"text":"Signal dereverberation using the weighted prediction error (WPE) method has been proven to be an effective means to raise the accuracy of far-field speech recognition. But in its original formulation, WPE requires multiple iterations over a sufficiently long utterance, rendering it unsuitable for online low-latency applications. Recently, two methods have been proposed to overcome this limitation. One utilizes a neural network to estimate the power spectral density (PSD) of the target signal and works in a block-online fashion. The other method relies on a rather simple PSD estimation which smoothes the observed PSD and utilizes a recursive formulation which enables it to work on a frame-by-frame basis. In this paper, we integrate a deep neural network (DNN) based estimator into the recursive frame-online formulation. We evaluate the performance of the recursive system with different PSD estimators in comparison to the block-online and offline variant on two distinct corpora. The REVERB challenge data, where the signal is mainly deteriorated by reverberation, and a database which combines WSJ and VoiceHome to also consider (directed) noise sources. The results show that although smoothing works surprisingly well, the more sophisticated DNN based estimator shows promising improvements and shortens the performance gap between online and offline processing.","lang":"eng"}],"related_material":{"link":[{"description":"Poster","url":"https://groups.uni-paderborn.de/nt/pubs/2018/IWAENC_2018_Heymann_Poster.pdf","relation":"supplementary_material"}]}},{"related_material":{"link":[{"description":"Slides","url":"https://groups.uni-paderborn.de/nt/pubs/2018/ITG_2018_Heitkaemper_Slides.pdf","relation":"supplementary_material"}]},"abstract":[{"text":"We present a block-online multi-channel front end for automatic speech recognition in noisy and reverberated environments. It is an online version of our earlier proposed neural network supported acoustic beamformer, whose coefficients are calculated from noise and speech spatial covariance matrices which are estimated utilizing a neural mask estimator. However, the sparsity of speech in the STFT domain causes problems for the initial beamformer coefficients estimation in some frequency bins due to lack of speech observations. We propose two methods to mitigate this issue. The first is to lower the frequency resolution of the STFT, which comes with the additional advantage of a reduced time window, thus lowering the latency introduced by block processing. The second approach is to smooth beamforming coefficients along the frequency axis, thus exploiting their high interfrequency correlation. With both approaches the gap between offline and block-online beamformer performance, as measured by the word error rate achieved by a downstream speech recognizer, is significantly reduced. Experiments are carried out on two copora, representing noisy (CHiME-4) and noisy reverberant (voiceHome) environments.","lang":"eng"}],"citation":{"bibtex":"@inproceedings{Heitkaemper_Heymann_Haeb-Umbach_2018, title={Smoothing along Frequency in Online Neural Network Supported Acoustic Beamforming}, booktitle={ITG 2018, Oldenburg, Germany}, author={Heitkaemper, Jens and Heymann, Jahn and Haeb-Umbach, Reinhold}, year={2018} }","chicago":"Heitkaemper, Jens, Jahn Heymann, and Reinhold Haeb-Umbach. “Smoothing along Frequency in Online Neural Network Supported Acoustic Beamforming.” In <i>ITG 2018, Oldenburg, Germany</i>, 2018.","short":"J. Heitkaemper, J. Heymann, R. Haeb-Umbach, in: ITG 2018, Oldenburg, Germany, 2018.","ama":"Heitkaemper J, Heymann J, Haeb-Umbach R. Smoothing along Frequency in Online Neural Network Supported Acoustic Beamforming. In: <i>ITG 2018, Oldenburg, Germany</i>. ; 2018.","ieee":"J. Heitkaemper, J. Heymann, and R. Haeb-Umbach, “Smoothing along Frequency in Online Neural Network Supported Acoustic Beamforming,” in <i>ITG 2018, Oldenburg, Germany</i>, 2018.","apa":"Heitkaemper, J., Heymann, J., &#38; Haeb-Umbach, R. (2018). Smoothing along Frequency in Online Neural Network Supported Acoustic Beamforming. In <i>ITG 2018, Oldenburg, Germany</i>.","mla":"Heitkaemper, Jens, et al. “Smoothing along Frequency in Online Neural Network Supported Acoustic Beamforming.” <i>ITG 2018, Oldenburg, Germany</i>, 2018."},"publication":"ITG 2018, Oldenburg, Germany","department":[{"_id":"54"}],"oa":"1","type":"conference","date_created":"2019-07-12T05:29:13Z","date_updated":"2022-01-06T06:51:11Z","author":[{"full_name":"Heitkaemper, Jens","first_name":"Jens","last_name":"Heitkaemper","id":"27643"},{"id":"9168","full_name":"Heymann, Jahn","last_name":"Heymann","first_name":"Jahn"},{"full_name":"Haeb-Umbach, Reinhold","last_name":"Haeb-Umbach","first_name":"Reinhold","id":"242"}],"status":"public","title":"Smoothing along Frequency in Online Neural Network Supported Acoustic Beamforming","year":"2018","user_id":"44006","_id":"11837","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://groups.uni-paderborn.de/nt/pubs/2018/ITG_2018_Heitkaemper_Paper.pdf","open_access":"1"}]},{"user_id":"40767","main_file_link":[{"url":"https://groups.uni-paderborn.de/nt/pubs/2018/INTERSPEECH_2018_Drude_Paper.pdf","open_access":"1"}],"language":[{"iso":"eng"}],"_id":"11872","date_updated":"2022-01-06T06:51:11Z","status":"public","title":"Integration neural network based beamforming and weighted prediction error dereverberation","year":"2018","author":[{"first_name":"Lukas","last_name":"Drude","full_name":"Drude, Lukas","id":"11213"},{"id":"40767","full_name":"Boeddeker, Christoph","first_name":"Christoph","last_name":"Boeddeker"},{"first_name":"Jahn","last_name":"Heymann","full_name":"Heymann, Jahn","id":"9168"},{"full_name":"Kinoshita, Keisuke","last_name":"Kinoshita","first_name":"Keisuke"},{"first_name":"Marc","last_name":"Delcroix","full_name":"Delcroix, Marc"},{"first_name":"Tomohiro","last_name":"Nakatani","full_name":"Nakatani, Tomohiro"},{"id":"242","full_name":"Haeb-Umbach, Reinhold","last_name":"Haeb-Umbach","first_name":"Reinhold"}],"type":"conference","department":[{"_id":"54"}],"oa":"1","date_created":"2019-07-12T05:29:53Z","related_material":{"link":[{"description":"Slides","url":"https://groups.uni-paderborn.de/nt/pubs/2018/INTERSPEECH_2018_Drude_Slides.pdf","relation":"supplementary_material"}]},"abstract":[{"text":"The weighted prediction error (WPE) algorithm has proven to be a very successful dereverberation method for the REVERB challenge. Likewise, neural network based mask estimation for beamforming demonstrated very good noise suppression in the CHiME 3 and CHiME 4 challenges. Recently, it has been shown that this estimator can also be trained to perform dereverberation and denoising jointly. However, up to now a comparison of a neural beamformer and WPE is still missing, so is an investigation into a combination of the two. Therefore, we here provide an extensive evaluation of both and consequently propose variants to integrate deep neural network based beamforming with WPE. For these integrated variants we identify a consistent word error rate (WER) reduction on two distinct databases. In particular, our study shows that deep learning based beamforming benefits from a model-based dereverberation technique (i.e. WPE) and vice versa. Our key findings are: (a) Neural beamforming yields the lower WERs in comparison to WPE the more channels and noise are present. (b) Integration of WPE and a neural beamformer consistently outperforms all stand-alone systems.","lang":"eng"}],"project":[{"_id":"52","name":"Computing Resources Provided by the Paderborn Center for Parallel Computing"}],"publication":"INTERSPEECH 2018, Hyderabad, India","citation":{"bibtex":"@inproceedings{Drude_Boeddeker_Heymann_Kinoshita_Delcroix_Nakatani_Haeb-Umbach_2018, title={Integration neural network based beamforming and weighted prediction error dereverberation}, booktitle={INTERSPEECH 2018, Hyderabad, India}, author={Drude, Lukas and Boeddeker, Christoph and Heymann, Jahn and Kinoshita, Keisuke and Delcroix, Marc and Nakatani, Tomohiro and Haeb-Umbach, Reinhold}, year={2018} }","ama":"Drude L, Boeddeker C, Heymann J, et al. Integration neural network based beamforming and weighted prediction error dereverberation. In: <i>INTERSPEECH 2018, Hyderabad, India</i>. ; 2018.","mla":"Drude, Lukas, et al. “Integration Neural Network Based Beamforming and Weighted Prediction Error Dereverberation.” <i>INTERSPEECH 2018, Hyderabad, India</i>, 2018.","chicago":"Drude, Lukas, Christoph Boeddeker, Jahn Heymann, Keisuke Kinoshita, Marc Delcroix, Tomohiro Nakatani, and Reinhold Haeb-Umbach. “Integration Neural Network Based Beamforming and Weighted Prediction Error Dereverberation.” In <i>INTERSPEECH 2018, Hyderabad, India</i>, 2018.","short":"L. Drude, C. Boeddeker, J. Heymann, K. Kinoshita, M. Delcroix, T. Nakatani, R. Haeb-Umbach, in: INTERSPEECH 2018, Hyderabad, India, 2018.","ieee":"L. Drude <i>et al.</i>, “Integration neural network based beamforming and weighted prediction error dereverberation,” in <i>INTERSPEECH 2018, Hyderabad, India</i>, 2018.","apa":"Drude, L., Boeddeker, C., Heymann, J., Kinoshita, K., Delcroix, M., Nakatani, T., &#38; Haeb-Umbach, R. (2018). Integration neural network based beamforming and weighted prediction error dereverberation. In <i>INTERSPEECH 2018, Hyderabad, India</i>."}},{"publication":"ITG 2018, Oldenburg, Germany","citation":{"short":"L. Drude, J. Heymann, C. Boeddeker, R. Haeb-Umbach, in: ITG 2018, Oldenburg, Germany, 2018.","chicago":"Drude, Lukas, Jahn Heymann, Christoph Boeddeker, and Reinhold Haeb-Umbach. “NARA-WPE: A Python Package for Weighted Prediction Error Dereverberation in Numpy and Tensorflow for Online and Offline Processing.” In <i>ITG 2018, Oldenburg, Germany</i>, 2018.","ieee":"L. Drude, J. Heymann, C. Boeddeker, and R. Haeb-Umbach, “NARA-WPE: A Python package for weighted prediction error dereverberation in Numpy and Tensorflow for online and offline processing,” in <i>ITG 2018, Oldenburg, Germany</i>, 2018.","apa":"Drude, L., Heymann, J., Boeddeker, C., &#38; Haeb-Umbach, R. (2018). NARA-WPE: A Python package for weighted prediction error dereverberation in Numpy and Tensorflow for online and offline processing. In <i>ITG 2018, Oldenburg, Germany</i>.","bibtex":"@inproceedings{Drude_Heymann_Boeddeker_Haeb-Umbach_2018, title={NARA-WPE: A Python package for weighted prediction error dereverberation in Numpy and Tensorflow for online and offline processing}, booktitle={ITG 2018, Oldenburg, Germany}, author={Drude, Lukas and Heymann, Jahn and Boeddeker, Christoph and Haeb-Umbach, Reinhold}, year={2018} }","ama":"Drude L, Heymann J, Boeddeker C, Haeb-Umbach R. NARA-WPE: A Python package for weighted prediction error dereverberation in Numpy and Tensorflow for online and offline processing. In: <i>ITG 2018, Oldenburg, Germany</i>. ; 2018.","mla":"Drude, Lukas, et al. “NARA-WPE: A Python Package for Weighted Prediction Error Dereverberation in Numpy and Tensorflow for Online and Offline Processing.” <i>ITG 2018, Oldenburg, Germany</i>, 2018."},"related_material":{"link":[{"description":"Poster","url":"https://groups.uni-paderborn.de/nt/pubs/2018/ITG_2018_Drude_Poster.pdf","relation":"supplementary_material"}]},"abstract":[{"text":"NARA-WPE is a Python software package providing implementations of the weighted prediction error (WPE) dereverberation algorithm. WPE has been shown to be a highly effective tool for speech dereverberation, thus improving the perceptual quality of the signal and improving the recognition performance of downstream automatic speech recognition (ASR). It is suitable both for single-channel and multi-channel applications. The package consist of (1) a Numpy implementation which can easily be integrated into a custom Python toolchain, and (2) a TensorFlow implementation which allows integration into larger computational graphs and enables backpropagation through WPE to train more advanced front-ends. This package comprises of an iterative offline (batch) version, a block-online version, and a frame-online version which can be used in moderately low latency applications, e.g. digital speech assistants.","lang":"eng"}],"project":[{"name":"Computing Resources Provided by the Paderborn Center for Parallel Computing","_id":"52"}],"date_created":"2019-07-12T05:29:54Z","type":"conference","oa":"1","department":[{"_id":"54"}],"status":"public","title":"NARA-WPE: A Python package for weighted prediction error dereverberation in Numpy and Tensorflow for online and offline processing","year":"2018","author":[{"id":"11213","full_name":"Drude, Lukas","first_name":"Lukas","last_name":"Drude"},{"id":"9168","last_name":"Heymann","first_name":"Jahn","full_name":"Heymann, Jahn"},{"first_name":"Christoph","last_name":"Boeddeker","full_name":"Boeddeker, Christoph","id":"40767"},{"id":"242","first_name":"Reinhold","last_name":"Haeb-Umbach","full_name":"Haeb-Umbach, Reinhold"}],"date_updated":"2022-01-06T06:51:11Z","main_file_link":[{"url":"https://groups.uni-paderborn.de/nt/pubs/2018/ITG_2018_Drude_Paper.pdf","open_access":"1"}],"language":[{"iso":"eng"}],"_id":"11873","user_id":"40767"},{"date_created":"2019-07-12T05:30:44Z","type":"journal_article","department":[{"_id":"54"}],"oa":"1","publication":"Speech Communication 99 (2018) 242-251 (Elsevier B.V.)","citation":{"bibtex":"@article{Despotovic_Walter_Haeb-Umbach_2018, title={Machine learning techniques for semantic analysis of dysarthric speech: An experimental study}, journal={Speech Communication 99 (2018) 242-251 (Elsevier B.V.)}, author={Despotovic, Vladimir and Walter, Oliver and Haeb-Umbach, Reinhold}, year={2018} }","ama":"Despotovic V, Walter O, Haeb-Umbach R. Machine learning techniques for semantic analysis of dysarthric speech: An experimental study. <i>Speech Communication 99 (2018) 242-251 (Elsevier BV)</i>. 2018.","mla":"Despotovic, Vladimir, et al. “Machine Learning Techniques for Semantic Analysis of Dysarthric Speech: An Experimental Study.” <i>Speech Communication 99 (2018) 242-251 (Elsevier B.V.)</i>, 2018.","chicago":"Despotovic, Vladimir, Oliver Walter, and Reinhold Haeb-Umbach. “Machine Learning Techniques for Semantic Analysis of Dysarthric Speech: An Experimental Study.” <i>Speech Communication 99 (2018) 242-251 (Elsevier B.V.)</i>, 2018.","short":"V. Despotovic, O. Walter, R. Haeb-Umbach, Speech Communication 99 (2018) 242-251 (Elsevier B.V.) (2018).","ieee":"V. Despotovic, O. Walter, and R. Haeb-Umbach, “Machine learning techniques for semantic analysis of dysarthric speech: An experimental study,” <i>Speech Communication 99 (2018) 242-251 (Elsevier B.V.)</i>, 2018.","apa":"Despotovic, V., Walter, O., &#38; Haeb-Umbach, R. (2018). Machine learning techniques for semantic analysis of dysarthric speech: An experimental study. <i>Speech Communication 99 (2018) 242-251 (Elsevier B.V.)</i>."},"abstract":[{"text":"We present an experimental comparison of seven state-of-the-art machine learning algorithms for the task of semantic analysis of spoken input, with a special emphasis on applications for dysarthric speech. Dysarthria is a motor speech disorder, which is characterized by poor articulation of phonemes. In order to cater for these noncanonical phoneme realizations, we employed an unsupervised learning approach to estimate the acoustic models for speech recognition, which does not require a literal transcription of the training data. Even for the subsequent task of semantic analysis, only weak supervision is employed, whereby the training utterance is accompanied by a semantic label only, rather than a literal transcription. Results on two databases, one of them containing dysarthric speech, are presented showing that Markov logic networks and conditional random fields substantially outperform other machine learning approaches. Markov logic networks have proved to be especially robust to recognition errors, which are caused by imprecise articulation in dysarthric speech.","lang":"eng"}],"main_file_link":[{"open_access":"1","url":"https://groups.uni-paderborn.de/nt/pubs/2018/SpeechCommunication_2018_Walter_Paper.pdf"}],"_id":"11916","language":[{"iso":"eng"}],"user_id":"44006","status":"public","title":"Machine learning techniques for semantic analysis of dysarthric speech: An experimental study","year":"2018","author":[{"full_name":"Despotovic, Vladimir","last_name":"Despotovic","first_name":"Vladimir"},{"last_name":"Walter","first_name":"Oliver","full_name":"Walter, Oliver"},{"id":"242","last_name":"Haeb-Umbach","first_name":"Reinhold","full_name":"Haeb-Umbach, Reinhold"}],"date_updated":"2022-01-06T06:51:12Z"},{"citation":{"bibtex":"@inproceedings{Drude_von Neumann_Haeb-Umbach_2018, title={Deep Attractor Networks for Speaker Re-Identifikation and Blind Source Separation}, booktitle={ICASSP 2018, Calgary, Canada}, author={Drude, Lukas and von Neumann, Thilo and Haeb-Umbach, Reinhold}, year={2018} }","ama":"Drude L, von Neumann T, Haeb-Umbach R. Deep Attractor Networks for Speaker Re-Identifikation and Blind Source Separation. In: <i>ICASSP 2018, Calgary, Canada</i>. ; 2018.","mla":"Drude, Lukas, et al. “Deep Attractor Networks for Speaker Re-Identifikation and Blind Source Separation.” <i>ICASSP 2018, Calgary, Canada</i>, 2018.","chicago":"Drude, Lukas, Thilo von Neumann, and Reinhold Haeb-Umbach. “Deep Attractor Networks for Speaker Re-Identifikation and Blind Source Separation.” In <i>ICASSP 2018, Calgary, Canada</i>, 2018.","short":"L. Drude, T. von Neumann, R. Haeb-Umbach, in: ICASSP 2018, Calgary, Canada, 2018.","ieee":"L. Drude, T. von Neumann, and R. Haeb-Umbach, “Deep Attractor Networks for Speaker Re-Identifikation and Blind Source Separation,” in <i>ICASSP 2018, Calgary, Canada</i>, 2018.","apa":"Drude, L., von Neumann, T., &#38; Haeb-Umbach, R. (2018). Deep Attractor Networks for Speaker Re-Identifikation and Blind Source Separation. In <i>ICASSP 2018, Calgary, Canada</i>."},"publication":"ICASSP 2018, Calgary, Canada","related_material":{"link":[{"description":"Slides","url":"https://groups.uni-paderborn.de/nt/pubs/2018/ICASSP_2018_Drude2_Slides.pdf","relation":"supplementary_material"}]},"abstract":[{"lang":"eng","text":"Deep clustering (DC) and deep attractor networks (DANs) are a data-driven way to monaural blind source separation. Both approaches provide astonishing single channel performance but have not yet been generalized to block-online processing. When separating speech in a continuous stream with a block-online algorithm, it needs to be determined in each block which of the output streams belongs to whom. In this contribution we solve this block permutation problem by introducing an additional speaker identification embedding to the DAN model structure. We motivate this model decision by analyzing the embedding topology of DC and DANs and show, that DC and DANs themselves are not sufficient for speaker identification. This model structure (a) improves the signal to distortion ratio (SDR) over a DAN baseline and (b) provides up to 61% and up to 34% relative reduction in permutation error rate and re-identification error rate compared to an i-vector baseline, respectively."}],"date_created":"2019-07-30T14:22:53Z","oa":"1","department":[{"_id":"54"}],"type":"conference","author":[{"full_name":"Drude, Lukas","first_name":"Lukas","last_name":"Drude","id":"11213"},{"first_name":"Thilo","last_name":"von Neumann","full_name":"von Neumann, Thilo"},{"first_name":"Reinhold","last_name":"Haeb-Umbach","full_name":"Haeb-Umbach, Reinhold","id":"242"}],"title":"Deep Attractor Networks for Speaker Re-Identifikation and Blind Source Separation","status":"public","year":"2018","date_updated":"2022-01-06T06:51:24Z","_id":"12898","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://groups.uni-paderborn.de/nt/pubs/2018/ICASSP_2018_Drude2_Paper.pdf","open_access":"1"}],"user_id":"44006"}]