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Traditionally, to analyze natural language, one has used qualitative data-analysis approaches, such as manual coding. Yet, the size of text data sets obtained from the Internet makes manual analysis virtually impossible. In this tutorial, we discuss the challenges encountered when applying automated text-mining techniques in information systems research. In particular, we showcase how to use probabilistic topic modeling via Latent Dirichlet allocation, an unsupervised text-mining technique, with a LASSO multinomial logistic regression to explain user satisfaction with an IT artifact by automatically analyzing more than 12,000 online customer reviews. For fellow information systems researchers, this tutorial provides guidance for conducting text-mining studies on their own and for evaluating the quality of others.","lang":"eng"}],"extern":"1","citation":{"ieee":"S. Debortoli, O. Müller, I. 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Published online 2016:555-582. doi:<a href=\"https://doi.org/10.17705/1CAIS.03907\">10.17705/1CAIS.03907</a>"},"publication":"Communications of the Association for Information Systems"},{"project":[{"_id":"1","name":"SFB 901"},{"name":"SFB 901 - Subprojekt C5","_id":"17"},{"name":"SFB 901 - Project Area C","_id":"4"}],"citation":{"bibtex":"@inproceedings{John_2015, title={Supporting Business Model Idea Generation Through Machine-generated Ideas - Towards a Design Theory}, booktitle={AIS SIGPRAG Pre-ICIS Workshop: Practice-based Design and Innovation of Digital Artifacts}, author={John, Thomas}, year={2015} }","ama":"John T. Supporting Business Model Idea Generation Through Machine-generated Ideas - Towards a Design Theory. 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Supporting Business Model Idea Generation Through Machine-generated Ideas - Towards a Design Theory. In <i>AIS SIGPRAG Pre-ICIS Workshop: Practice-based Design and Innovation of Digital Artifacts</i>. Fort Worth, USA."},"file_date_updated":"2018-11-02T15:13:37Z","publication":"AIS SIGPRAG Pre-ICIS Workshop: Practice-based Design and Innovation of Digital Artifacts","department":[{"_id":"276"}],"type":"conference_abstract","date_created":"2017-10-17T12:41:40Z","file":[{"date_created":"2018-11-02T15:13:37Z","creator":"ups","file_id":"5295","success":1,"content_type":"application/pdf","relation":"main_file","date_updated":"2018-11-02T15:13:37Z","file_name":"John-Supporting-Business-Model-Idea-Generation.pdf","access_level":"closed","file_size":652902}],"has_accepted_license":"1","date_updated":"2022-01-06T06:56:36Z","author":[{"id":"3952","full_name":"John, Thomas","first_name":"Thomas","last_name":"John"}],"conference":{"name":"AIS SIGPRAG Pre-ICIS Workshop: Practice-based Design and Innovation of Digital Artifacts","location":"Fort Worth, USA"},"title":"Supporting Business Model Idea Generation Through Machine-generated Ideas - Towards a Design Theory","status":"public","year":"2015","user_id":"477","ddc":["000"],"language":[{"iso":"eng"}],"_id":"248","main_file_link":[{"url":"http://sigprag.net/workshop-programme/"}]},{"_id":"25322","language":[{"iso":"eng"}],"user_id":"71124","author":[{"first_name":" Lukas","last_name":"Kopecki","full_name":"Kopecki,  Lukas"}],"conference":{"end_date":"2015-12-18","start_date":"2015-12-16","name":"International Conference on Electrical Engineering and Computer Sciences"},"title":"A Metric for Candidate Selection for a Robust Opportunistic Container Routing in high Complex Distribution Centers","year":"2015","status":"public","publication_status":"published","date_updated":"2022-01-06T06:57:00Z","date_created":"2021-10-04T17:21:20Z","department":[{"_id":"671"}],"type":"conference","citation":{"bibtex":"@inproceedings{Kopecki_2015, title={A Metric for Candidate Selection for a Robust Opportunistic Container Routing in high Complex Distribution Centers}, author={Kopecki,  Lukas}, year={2015} }","ama":"Kopecki  Lukas. A Metric for Candidate Selection for a Robust Opportunistic Container Routing in high Complex Distribution Centers. In: ; 2015.","mla":"Kopecki,  Lukas. <i>A Metric for Candidate Selection for a Robust Opportunistic Container Routing in High Complex Distribution Centers</i>. 2015.","chicago":"Kopecki,  Lukas. “A Metric for Candidate Selection for a Robust Opportunistic Container Routing in High Complex Distribution Centers,” 2015.","short":"Lukas Kopecki, in: 2015.","ieee":"Lukas Kopecki, “A Metric for Candidate Selection for a Robust Opportunistic Container Routing in high Complex Distribution Centers,” presented at the International Conference on Electrical Engineering and Computer Sciences, 2015.","apa":"Kopecki,  Lukas. (2015). <i>A Metric for Candidate Selection for a Robust Opportunistic Container Routing in high Complex Distribution Centers</i>. International Conference on Electrical Engineering and Computer Sciences."}},{"_id":"25323","language":[{"iso":"eng"}],"user_id":"71124","editor":[{"full_name":"Yilmaz,  L","last_name":"Yilmaz","first_name":" L"},{"full_name":"Chan, K. V","first_name":"K. V","last_name":"Chan"},{"last_name":"Moon","first_name":"I","full_name":"Moon, I"},{"full_name":" Roeder, T. M. K,  T. M. K","first_name":" T. M. K","last_name":" Roeder, T. M. K"},{"last_name":"Macal","first_name":"C","full_name":"Macal, C"},{"first_name":" M. D","last_name":"Rossetti","full_name":"Rossetti,  M. D"}],"title":"A Technical Approach of a Simulation-Based Optimization Platform for Setup-Preparation via Virtual Tooling by Testing the Optimization of Zero Point Positions in CNC-Applications","year":"2015","status":"public","author":[{"first_name":"Jens","last_name":"Weber","full_name":"Weber, Jens"}],"conference":{"end_date":"2015-12-09","start_date":"2015-12-06"},"publication_status":"published","date_updated":"2022-01-06T06:57:00Z","date_created":"2021-10-04T17:28:15Z","type":"conference","department":[{"_id":"671"}],"publication":"Proceedings of the 2015 Winter Simulation Conference","citation":{"bibtex":"@inproceedings{Weber_2015, title={A Technical Approach of a Simulation-Based Optimization Platform for Setup-Preparation via Virtual Tooling by Testing the Optimization of Zero Point Positions in CNC-Applications}, booktitle={Proceedings of the 2015 Winter Simulation Conference}, author={Weber, Jens}, editor={Yilmaz,  L and Chan, K. V and Moon, I and  Roeder, T. M. K,  T. M. K and Macal, C and Rossetti,  M. D}, year={2015} }","ama":"Weber J. A Technical Approach of a Simulation-Based Optimization Platform for Setup-Preparation via Virtual Tooling by Testing the Optimization of Zero Point Positions in CNC-Applications. In: Yilmaz  L, Chan KV, Moon I,  Roeder, T. M. K  T. M. K, Macal C, Rossetti  M. D, eds. <i>Proceedings of the 2015 Winter Simulation Conference</i>. ; 2015.","mla":"Weber, Jens. “A Technical Approach of a Simulation-Based Optimization Platform for Setup-Preparation via Virtual Tooling by Testing the Optimization of Zero Point Positions in CNC-Applications.” <i>Proceedings of the 2015 Winter Simulation Conference</i>, edited by  L Yilmaz et al., 2015.","short":"J. Weber, in:  L Yilmaz, K.V. Chan, I. Moon,  T. M. K  Roeder, T. M. K, C. Macal,  M. D Rossetti (Eds.), Proceedings of the 2015 Winter Simulation Conference, 2015.","chicago":"Weber, Jens. “A Technical Approach of a Simulation-Based Optimization Platform for Setup-Preparation via Virtual Tooling by Testing the Optimization of Zero Point Positions in CNC-Applications.” In <i>Proceedings of the 2015 Winter Simulation Conference</i>, edited by  L Yilmaz, K. V Chan, I Moon,  T. M. K  Roeder, T. M. K, C Macal, and  M. D Rossetti, 2015.","ieee":"J. Weber, “A Technical Approach of a Simulation-Based Optimization Platform for Setup-Preparation via Virtual Tooling by Testing the Optimization of Zero Point Positions in CNC-Applications,” in <i>Proceedings of the 2015 Winter Simulation Conference</i>, 2015.","apa":"Weber, J. (2015). A Technical Approach of a Simulation-Based Optimization Platform for Setup-Preparation via Virtual Tooling by Testing the Optimization of Zero Point Positions in CNC-Applications. In  L Yilmaz, K. V. Chan, I. Moon,  T. M. K  Roeder, T. M. K, C. Macal, &#38;  M. D Rossetti (Eds.), <i>Proceedings of the 2015 Winter Simulation Conference</i>."}},{"publication_status":"published","date_updated":"2022-01-06T06:57:00Z","title":"A Comparison of the Usage of Different Approaches for the Management of Plant Engineering Projects","year":"2015","status":"public","author":[{"first_name":"Akin","last_name":"Akbulut","full_name":"Akbulut, Akin"},{"first_name":"Christoph","last_name":"Laroque","full_name":"Laroque, Christoph"},{"first_name":"Sigrid","last_name":"Wenzel","full_name":"Wenzel, Sigrid"},{"first_name":" Ulrich","last_name":"Jessen","full_name":"Jessen,  Ulrich"}],"conference":{"start_date":"2015-12-06","end_date":"2015-12-09"},"user_id":"71124","_id":"25324","publisher":"IEEE Press","language":[{"iso":"eng"}],"abstract":[{"text":"Customized planning, engineering and construction of one-of-a-kind products (like wind energy, biogas or power plants) are complex and contain a lot of risks and temporal uncertainties, e.g. of logistics and project schedules. Therefore the management of this kind of projects has to be supported by adequate methods for the estimation of project risks and uncertainties. Based on the results of the joint research project simject of the Universities of Paderborn and Kassel, which aims at the development of a demonstrator for simulation-based and logistic-integrated project planning and scheduling, this paper discusses the usage of different approaches for supporting project management of plant engineering projects. After a short introduction and description of the approaches to be compared a wind energy plant as evaluation model as well as the application of the different methods are presented. Additionally, the usage of the approaches is compared and the advantages and disadvantages are pointed out.\r\n","lang":"eng"}],"publication":"Proceedings of the 2015 Winter Simulation Conference","citation":{"ieee":"A. Akbulut, C. Laroque, S. Wenzel, and  Ulrich Jessen, “A Comparison of the Usage of Different Approaches for the Management of Plant Engineering Projects,” 2015.","apa":"Akbulut, A., Laroque, C., Wenzel, S., &#38; Jessen,  Ulrich. (2015). A Comparison of the Usage of Different Approaches for the Management of Plant Engineering Projects. <i>Proceedings of the 2015 Winter Simulation Conference</i>.","chicago":"Akbulut, Akin, Christoph Laroque, Sigrid Wenzel, and  Ulrich Jessen. “A Comparison of the Usage of Different Approaches for the Management of Plant Engineering Projects.” In <i>Proceedings of the 2015 Winter Simulation Conference</i>. IEEE Press, 2015.","short":"A. Akbulut, C. Laroque, S. Wenzel,  Ulrich Jessen, in: Proceedings of the 2015 Winter Simulation Conference, IEEE Press, 2015.","mla":"Akbulut, Akin, et al. “A Comparison of the Usage of Different Approaches for the Management of Plant Engineering Projects.” <i>Proceedings of the 2015 Winter Simulation Conference</i>, IEEE Press, 2015.","bibtex":"@inproceedings{Akbulut_Laroque_Wenzel_Jessen_2015, title={A Comparison of the Usage of Different Approaches for the Management of Plant Engineering Projects}, booktitle={Proceedings of the 2015 Winter Simulation Conference}, publisher={IEEE Press}, author={Akbulut, Akin and Laroque, Christoph and Wenzel, Sigrid and Jessen,  Ulrich}, year={2015} }","ama":"Akbulut A, Laroque C, Wenzel S, Jessen  Ulrich. A Comparison of the Usage of Different Approaches for the Management of Plant Engineering Projects. In: <i>Proceedings of the 2015 Winter Simulation Conference</i>. IEEE Press; 2015."},"type":"conference","department":[{"_id":"671"}],"date_created":"2021-10-04T18:32:44Z"},{"date_created":"2021-10-04T18:40:43Z","department":[{"_id":"671"}],"type":"conference","citation":{"bibtex":"@inproceedings{Kopecki_2015, title={A Deadlock-Free Route Reservation Method for Automatized Decentralized Controlled Transportation in High Complex Distribution Centers}, author={Kopecki, Lukas}, year={2015} }","ama":"Kopecki L. A Deadlock-Free Route Reservation Method for Automatized Decentralized Controlled Transportation in High Complex Distribution Centers. In: ; 2015.","mla":"Kopecki, Lukas. <i>A Deadlock-Free Route Reservation Method for Automatized Decentralized Controlled Transportation in High Complex Distribution Centers</i>. 2015.","chicago":"Kopecki, Lukas. “A Deadlock-Free Route Reservation Method for Automatized Decentralized Controlled Transportation in High Complex Distribution Centers,” 2015.","short":"L. Kopecki, in: 2015.","ieee":"L. Kopecki, “A Deadlock-Free Route Reservation Method for Automatized Decentralized Controlled Transportation in High Complex Distribution Centers,” presented at the 11th International conference on Engineering and Natural Science (ICENS), 2015.","apa":"Kopecki, L. (2015). <i>A Deadlock-Free Route Reservation Method for Automatized Decentralized Controlled Transportation in High Complex Distribution Centers</i>. 11th International conference on Engineering and Natural Science (ICENS)."},"language":[{"iso":"eng"}],"_id":"25325","user_id":"71124","author":[{"full_name":"Kopecki, Lukas","first_name":"Lukas","last_name":"Kopecki"}],"conference":{"name":"11th International conference on Engineering and Natural Science (ICENS)","start_date":"2015-11-14","end_date":"2015-12-15"},"year":"2015","title":"A Deadlock-Free Route Reservation Method for Automatized Decentralized Controlled Transportation in High Complex Distribution Centers","status":"public","publication_status":"published","date_updated":"2022-01-06T06:57:00Z"},{"date_created":"2017-10-17T12:41:41Z","file":[{"date_updated":"2018-03-21T09:43:15Z","relation":"main_file","access_level":"closed","file_size":707962,"file_name":"254-RIP_ECIS2015-Sharing_means_caring_2594_final.pdf","success":1,"content_type":"application/pdf","file_id":"1486","creator":"florida","date_created":"2018-03-21T09:43:15Z"}],"department":[{"_id":"276"}],"type":"conference","citation":{"apa":"Gutt, D., &#38; Herrmann, P. (2015). Sharing Means Caring? Hosts’ Price Reactions to Rating Visibility. In <i>Proceedings of the 23rd European Conference on Information Systems (ECIS), Münster</i>. Münster, Germany.","mla":"Gutt, Dominik, and Philipp Herrmann. “Sharing Means Caring? Hosts’ Price Reactions to Rating Visibility.” <i>Proceedings of the 23rd European Conference on Information Systems (ECIS), Münster</i>, 2015.","ieee":"D. Gutt and P. Herrmann, “Sharing Means Caring? Hosts’ Price Reactions to Rating Visibility,” in <i>Proceedings of the 23rd European Conference on Information Systems (ECIS), Münster</i>, Münster, Germany, 2015.","chicago":"Gutt, Dominik, and Philipp Herrmann. “Sharing Means Caring? Hosts’ Price Reactions to Rating Visibility.” In <i>Proceedings of the 23rd European Conference on Information Systems (ECIS), Münster</i>, 2015.","ama":"Gutt D, Herrmann P. Sharing Means Caring? Hosts’ Price Reactions to Rating Visibility. In: <i>Proceedings of the 23rd European Conference on Information Systems (ECIS), Münster</i>. ; 2015.","short":"D. Gutt, P. Herrmann, in: Proceedings of the 23rd European Conference on Information Systems (ECIS), Münster, 2015.","bibtex":"@inproceedings{Gutt_Herrmann_2015, title={Sharing Means Caring? Hosts’ Price Reactions to Rating Visibility}, booktitle={Proceedings of the 23rd European Conference on Information Systems (ECIS), Münster}, author={Gutt, Dominik and Herrmann, Philipp}, year={2015} }"},"publication":"Proceedings of the 23rd European Conference on Information Systems (ECIS), Münster","file_date_updated":"2018-03-21T09:43:15Z","project":[{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Subprojekt A4","_id":"8"},{"_id":"2","name":"SFB 901 - Project Area A"}],"abstract":[{"lang":"eng","text":"We empirically investigate how hosts on Airbnb, a popular peer-to-peer website for fee-based sharing of under-utilized space, adjust their prices once their offering gets a visible star rating for the first time. We use data for over 14,000 offerings from Airbnb which we collected for New York City. Our findings indicate that hosts whose offerings achieve star rating visibility significantly increase their prices by an average of 2.69 € more than hosts with comparable offerings who do not experience this rating visibility during the time of observation. Out of all offerings who achieve rating visibility, we identify the upper quartile of hosts to be the main driver of this price increase, whereas the first 75% percent show only a marginal price reaction. These results can serve as a first step towards understanding the motivation of people to provide assets to the sharing economy."}],"_id":"254","language":[{"iso":"eng"}],"ddc":["040"],"user_id":"16205","conference":{"name":"23rd European Conference on Information Systems (ECIS)","location":"Münster, Germany"},"author":[{"id":"14368","full_name":"Gutt, Dominik","last_name":"Gutt","first_name":"Dominik"},{"last_name":"Herrmann","first_name":"Philipp","full_name":"Herrmann, Philipp"}],"title":"Sharing Means Caring? Hosts' Price Reactions to Rating Visibility","status":"public","year":"2015","has_accepted_license":"1","date_updated":"2022-01-06T06:57:03Z"}]