[{"abstract":[{"text":"Accurate real estate appraisal is essential in decision making processes of financial institutions, governments, and trending real estate platforms like Zillow. One of the most important factors of a property’s value is its location. However, creating accurate quantifications of location remains a challenge. While traditional approaches rely on Geographical Information Systems (GIS), recently unstructured data in form of images was incorporated in the appraisal process, but text data remains an untapped reservoir. Our study shows that using text data in form of geolocated Wikipedia articles can increase predictive performance over traditional GIS-based methods by 8.2% in spatial out-of-sample validation. A framework to automatically extract geographically weighted vector representations for text is established and used alongside traditional structural housing features to make predictions and to uncover local patterns on sale price for real estate transactions between 2015 and 2020 in Allegheny County, Pennsylvania.","lang":"eng"}],"publication":"55th Annual Hawaii International Conference on System Sciences (HICSS-55)","citation":{"short":"T. Heuwinkel, J.-P. Kucklick, O. Müller, in: 55th Annual Hawaii International Conference on System Sciences (HICSS-55), 2022.","ama":"Heuwinkel T, Kucklick J-P, Müller O. Using Geolocated Text to Quantify Location in Real Estate Appraisal. In: <i>55th Annual Hawaii International Conference on System Sciences (HICSS-55)</i>. ; 2022.","chicago":"Heuwinkel, Tim, Jan-Peter Kucklick, and Oliver Müller. “Using Geolocated Text to Quantify Location in Real Estate Appraisal.” In <i>55th Annual Hawaii International Conference on System Sciences (HICSS-55)</i>, 2022.","bibtex":"@inproceedings{Heuwinkel_Kucklick_Müller_2022, title={Using Geolocated Text to Quantify Location in Real Estate Appraisal}, booktitle={55th Annual Hawaii International Conference on System Sciences (HICSS-55)}, author={Heuwinkel, Tim and Kucklick, Jan-Peter and Müller, Oliver}, year={2022} }","apa":"Heuwinkel, T., Kucklick, J.-P., &#38; Müller, O. (2022). Using Geolocated Text to Quantify Location in Real Estate Appraisal. <i>55th Annual Hawaii International Conference on System Sciences (HICSS-55)</i>. Hawaii International Conference on System Science (HICSS), Virtual.","mla":"Heuwinkel, Tim, et al. “Using Geolocated Text to Quantify Location in Real Estate Appraisal.” <i>55th Annual Hawaii International Conference on System Sciences (HICSS-55)</i>, 2022.","ieee":"T. Heuwinkel, J.-P. Kucklick, and O. Müller, “Using Geolocated Text to Quantify Location in Real Estate Appraisal,” presented at the Hawaii International Conference on System Science (HICSS), Virtual, 2022."},"type":"conference","keyword":["Real Estate Appraisal","Text Regression","Natural Language Processing (NLP)","Location Intelligence","Wikipedia"],"oa":"1","department":[{"_id":"195"}],"date_created":"2021-11-17T07:12:03Z","date_updated":"2022-01-06T06:57:40Z","year":"2022","status":"public","title":"Using Geolocated Text to Quantify Location in Real Estate Appraisal","conference":{"end_date":"2022-01-07","location":"Virtual","name":"Hawaii International Conference on System Science (HICSS)","start_date":"2022-01-03"},"author":[{"first_name":"Tim","last_name":"Heuwinkel","full_name":"Heuwinkel, Tim"},{"first_name":"Jan-Peter","last_name":"Kucklick","full_name":"Kucklick, Jan-Peter","id":"77066"},{"first_name":"Oliver","last_name":"Müller","full_name":"Müller, Oliver","id":"72849"}],"user_id":"77066","main_file_link":[{"open_access":"1","url":"https://scholarspace.manoa.hawaii.edu/bitstream/10125/80039/0561.pdf"}],"language":[{"iso":"eng"}],"_id":"27507"},{"date_created":"2022-03-03T10:20:06Z","type":"dissertation","department":[{"_id":"183"}],"supervisor":[{"full_name":"Frick, Bernd","first_name":"Bernd","last_name":"Frick","id":"16019"}],"citation":{"ieee":"P. Fanasch, <i>Governance and Reputation in the Market for Experience Goods</i>. 2022.","apa":"Fanasch, P. (2022). <i>Governance and Reputation in the Market for Experience Goods</i>. <a href=\"https://doi.org/10.17619/UNIPB/1-1292 \">https://doi.org/10.17619/UNIPB/1-1292 </a>","chicago":"Fanasch, Patrizia. <i>Governance and Reputation in the Market for Experience Goods</i>, 2022. <a href=\"https://doi.org/10.17619/UNIPB/1-1292 \">https://doi.org/10.17619/UNIPB/1-1292 </a>.","short":"P. Fanasch, Governance and Reputation in the Market for Experience Goods, 2022.","mla":"Fanasch, Patrizia. <i>Governance and Reputation in the Market for Experience Goods</i>. 2022, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-1292 \">10.17619/UNIPB/1-1292 </a>.","bibtex":"@book{Fanasch_2022, title={Governance and Reputation in the Market for Experience Goods}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-1292 \">10.17619/UNIPB/1-1292 </a>}, author={Fanasch, Patrizia}, year={2022} }","ama":"Fanasch P. <i>Governance and Reputation in the Market for Experience Goods</i>.; 2022. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-1292 \">10.17619/UNIPB/1-1292 </a>"},"project":[{"_id":"1","name":"SFB 901: SFB 901"},{"_id":"2","name":"SFB 901 - A: SFB 901 - Project Area A"},{"_id":"8","name":"SFB 901 - A4: SFB 901 - Subproject A4"}],"_id":"30201","language":[{"iso":"eng"}],"doi":"10.17619/UNIPB/1-1292 ","user_id":"15504","status":"public","title":"Governance and Reputation in the Market for Experience Goods","year":"2022","author":[{"full_name":"Fanasch, Patrizia","last_name":"Fanasch","first_name":"Patrizia"}],"date_updated":"2022-03-11T06:08:40Z"},{"date_updated":"2022-03-21T06:07:39Z","publication_status":"published","intvolume":"        98","year":"2022","title":"Anonymity and Self-Expression in Online Rating Systems - An Experimental Analysis","author":[{"id":"42447","first_name":"Britta","last_name":"Hoyer","full_name":"Hoyer, Britta"},{"full_name":"van Straaten, Dirk","first_name":"Dirk","last_name":"van Straaten","id":"10311"}],"publication_identifier":{"issn":["2214-8043"]},"doi":"10.1016/j.socec.2022.101869","main_file_link":[{"url":"https://www.sciencedirect.com/science/article/abs/pii/S2214804322000441"}],"language":[{"iso":"eng"}],"publication":"Journal of Behavioral and Experimental Economics","type":"journal_article","keyword":["General Social Sciences","Economics and Econometrics","Applied Psychology"],"department":[{"_id":"280"},{"_id":"475"},{"_id":"179"}],"date_created":"2022-03-16T06:24:37Z","status":"public","user_id":"42447","volume":98,"page":"101869","publisher":"Elsevier BV","_id":"30341","project":[{"_id":"1","name":"SFB 901: SFB 901"},{"_id":"2","name":"SFB 901 - A: SFB 901 - Project Area A"},{"_id":"7","name":"SFB 901 - A3: SFB 901 - Subproject A3"},{"_id":"8","name":"SFB 901 - A4: SFB 901 - Subproject A4"}],"citation":{"ama":"Hoyer B, van Straaten D. Anonymity and Self-Expression in Online Rating Systems - An Experimental Analysis. <i>Journal of Behavioral and Experimental Economics</i>. 2022;98:101869. doi:<a href=\"https://doi.org/10.1016/j.socec.2022.101869\">10.1016/j.socec.2022.101869</a>","bibtex":"@article{Hoyer_van Straaten_2022, title={Anonymity and Self-Expression in Online Rating Systems - An Experimental Analysis}, volume={98}, DOI={<a href=\"https://doi.org/10.1016/j.socec.2022.101869\">10.1016/j.socec.2022.101869</a>}, journal={Journal of Behavioral and Experimental Economics}, publisher={Elsevier BV}, author={Hoyer, Britta and van Straaten, Dirk}, year={2022}, pages={101869} }","mla":"Hoyer, Britta, and Dirk van Straaten. “Anonymity and Self-Expression in Online Rating Systems - An Experimental Analysis.” <i>Journal of Behavioral and Experimental Economics</i>, vol. 98, Elsevier BV, 2022, p. 101869, doi:<a href=\"https://doi.org/10.1016/j.socec.2022.101869\">10.1016/j.socec.2022.101869</a>.","short":"B. Hoyer, D. van Straaten, Journal of Behavioral and Experimental Economics 98 (2022) 101869.","chicago":"Hoyer, Britta, and Dirk van Straaten. “Anonymity and Self-Expression in Online Rating Systems - An Experimental Analysis.” <i>Journal of Behavioral and Experimental Economics</i> 98 (2022): 101869. <a href=\"https://doi.org/10.1016/j.socec.2022.101869\">https://doi.org/10.1016/j.socec.2022.101869</a>.","apa":"Hoyer, B., &#38; van Straaten, D. (2022). Anonymity and Self-Expression in Online Rating Systems - An Experimental Analysis. <i>Journal of Behavioral and Experimental Economics</i>, <i>98</i>, 101869. <a href=\"https://doi.org/10.1016/j.socec.2022.101869\">https://doi.org/10.1016/j.socec.2022.101869</a>","ieee":"B. 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NORDAKADEMIE gAG Hochschule der Wirtschaft; 2022.","mla":"Schulz, Michael, et al. <i>DASC-PM v1.1 - Ein Vorgehensmodell für Data-Science-Projekte</i>. NORDAKADEMIE gAG Hochschule der Wirtschaft, 2022.","chicago":"Schulz, Michael, Uwe Neuhaus, Jens Kaufmann, Stephan Kühnel, Emal M. Alekozai, Heiko Rohde, Sayed Hoseini, et al. <i>DASC-PM v1.1 - Ein Vorgehensmodell für Data-Science-Projekte</i>. NORDAKADEMIE gAG Hochschule der Wirtschaft, 2022.","short":"M. Schulz, U. Neuhaus, J. Kaufmann, S. Kühnel, E.M. Alekozai, H. Rohde, S. Hoseini, R. Theuerkauf, D. Badura, U. Kerzel, C. Lanquillon, S. Daurer, M. Günther, L. Huber, L.-W. Thiée, P. zur Heiden, J. Passlick, J. Dieckmann, F. Schwade, T. Seyffarth, W. Badewitz, R. Rissler, S. Sackmann, P. Gölzer, F. Welter, J. Röth, J. Seidelmann, U. Haneke, DASC-PM v1.1 - Ein Vorgehensmodell für Data-Science-Projekte, NORDAKADEMIE gAG Hochschule der Wirtschaft, 2022.","ieee":"M. Schulz <i>et al.</i>, <i>DASC-PM v1.1 - Ein Vorgehensmodell für Data-Science-Projekte</i>. NORDAKADEMIE gAG Hochschule der Wirtschaft, 2022.","apa":"Schulz, M., Neuhaus, U., Kaufmann, J., Kühnel, S., Alekozai, E. M., Rohde, H., Hoseini, S., Theuerkauf, R., Badura, D., Kerzel, U., Lanquillon, C., Daurer, S., Günther, M., Huber, L., Thiée, L.-W., zur Heiden, P., Passlick, J., Dieckmann, J., Schwade, F., … Haneke, U. (2022). <i>DASC-PM v1.1 - Ein Vorgehensmodell für Data-Science-Projekte</i>. NORDAKADEMIE gAG Hochschule der Wirtschaft."}},{"citation":{"ama":"Hoppe JA, Melkas H, Pekkarinen S, et al. Perception of Society’s Trust in Care Robots by Public Opinion Leaders. <i>International Journal of Human–Computer Interaction</i>. Published online 2022:1-17. doi:<a href=\"https://doi.org/10.1080/10447318.2022.2081283\">10.1080/10447318.2022.2081283</a>","bibtex":"@article{Hoppe_Melkas_Pekkarinen_Tuisku_Hennala_Johansson-Pajala_Gustafsson_Thommes_2022, title={Perception of Society’s Trust in Care Robots by Public Opinion Leaders}, DOI={<a href=\"https://doi.org/10.1080/10447318.2022.2081283\">10.1080/10447318.2022.2081283</a>}, journal={International Journal of Human–Computer Interaction}, publisher={Informa UK Limited}, author={Hoppe, Julia Amelie and Melkas, Helinä and Pekkarinen, Satu and Tuisku, Outi and Hennala, Lea and Johansson-Pajala, Rose-Marie and Gustafsson, Christine and Thommes, Kirsten}, year={2022}, pages={1–17} }","mla":"Hoppe, Julia Amelie, et al. “Perception of Society’s Trust in Care Robots by Public Opinion Leaders.” <i>International Journal of Human–Computer Interaction</i>, Informa UK Limited, 2022, pp. 1–17, doi:<a href=\"https://doi.org/10.1080/10447318.2022.2081283\">10.1080/10447318.2022.2081283</a>.","short":"J.A. Hoppe, H. Melkas, S. Pekkarinen, O. Tuisku, L. Hennala, R.-M. Johansson-Pajala, C. Gustafsson, K. Thommes, International Journal of Human–Computer Interaction (2022) 1–17.","chicago":"Hoppe, Julia Amelie, Helinä Melkas, Satu Pekkarinen, Outi Tuisku, Lea Hennala, Rose-Marie Johansson-Pajala, Christine Gustafsson, and Kirsten Thommes. “Perception of Society’s Trust in Care Robots by Public Opinion Leaders.” <i>International Journal of Human–Computer Interaction</i>, 2022, 1–17. <a href=\"https://doi.org/10.1080/10447318.2022.2081283\">https://doi.org/10.1080/10447318.2022.2081283</a>.","apa":"Hoppe, J. A., Melkas, H., Pekkarinen, S., Tuisku, O., Hennala, L., Johansson-Pajala, R.-M., Gustafsson, C., &#38; Thommes, K. (2022). Perception of Society’s Trust in Care Robots by Public Opinion Leaders. <i>International Journal of Human–Computer Interaction</i>, 1–17. <a href=\"https://doi.org/10.1080/10447318.2022.2081283\">https://doi.org/10.1080/10447318.2022.2081283</a>","ieee":"J. A. Hoppe <i>et al.</i>, “Perception of Society’s Trust in Care Robots by Public Opinion Leaders,” <i>International Journal of Human–Computer Interaction</i>, pp. 1–17, 2022, doi: <a href=\"https://doi.org/10.1080/10447318.2022.2081283\">10.1080/10447318.2022.2081283</a>."},"publication":"International Journal of Human–Computer Interaction","department":[{"_id":"178"},{"_id":"184"}],"keyword":["Computer Science Applications","Human-Computer Interaction","Human Factors and Ergonomics"],"type":"journal_article","date_created":"2022-06-28T13:13:41Z","date_updated":"2022-06-28T13:13:56Z","publication_status":"published","author":[{"last_name":"Hoppe","first_name":"Julia Amelie","full_name":"Hoppe, Julia Amelie"},{"first_name":"Helinä","last_name":"Melkas","full_name":"Melkas, Helinä"},{"full_name":"Pekkarinen, Satu","first_name":"Satu","last_name":"Pekkarinen"},{"full_name":"Tuisku, Outi","first_name":"Outi","last_name":"Tuisku"},{"last_name":"Hennala","first_name":"Lea","full_name":"Hennala, Lea"},{"last_name":"Johansson-Pajala","first_name":"Rose-Marie","full_name":"Johansson-Pajala, Rose-Marie"},{"first_name":"Christine","last_name":"Gustafsson","full_name":"Gustafsson, Christine"},{"full_name":"Thommes, Kirsten","first_name":"Kirsten","last_name":"Thommes"}],"publication_identifier":{"issn":["1044-7318","1532-7590"]},"status":"public","title":"Perception of Society’s Trust in Care Robots by Public Opinion Leaders","year":"2022","doi":"10.1080/10447318.2022.2081283","user_id":"72497","_id":"32266","publisher":"Informa UK Limited","language":[{"iso":"eng"}],"page":"1-17"},{"date_updated":"2022-06-28T13:14:54Z","publication_status":"published","publication_identifier":{"issn":["1044-7318","1532-7590"]},"author":[{"full_name":"Hoppe, Julia Amelie","first_name":"Julia Amelie","last_name":"Hoppe"},{"first_name":"Helinä","last_name":"Melkas","full_name":"Melkas, Helinä"},{"full_name":"Pekkarinen, Satu","last_name":"Pekkarinen","first_name":"Satu"},{"last_name":"Tuisku","first_name":"Outi","full_name":"Tuisku, Outi"},{"first_name":"Lea","last_name":"Hennala","full_name":"Hennala, Lea"},{"first_name":"Rose-Marie","last_name":"Johansson-Pajala","full_name":"Johansson-Pajala, Rose-Marie"},{"last_name":"Gustafsson","first_name":"Christine","full_name":"Gustafsson, Christine"},{"full_name":"Thommes, Kirsten","last_name":"Thommes","first_name":"Kirsten"}],"year":"2022","title":"Perception of Society’s Trust in Care Robots by Public Opinion Leaders","status":"public","doi":"10.1080/10447318.2022.2081283","user_id":"72497","language":[{"iso":"eng"}],"_id":"32267","publisher":"Informa UK Limited","page":"1-17","citation":{"short":"J.A. Hoppe, H. Melkas, S. Pekkarinen, O. Tuisku, L. Hennala, R.-M. Johansson-Pajala, C. Gustafsson, K. Thommes, International Journal of Human–Computer Interaction (2022) 1–17.","chicago":"Hoppe, Julia Amelie, Helinä Melkas, Satu Pekkarinen, Outi Tuisku, Lea Hennala, Rose-Marie Johansson-Pajala, Christine Gustafsson, and Kirsten Thommes. “Perception of Society’s Trust in Care Robots by Public Opinion Leaders.” <i>International Journal of Human–Computer Interaction</i>, 2022, 1–17. <a href=\"https://doi.org/10.1080/10447318.2022.2081283\">https://doi.org/10.1080/10447318.2022.2081283</a>.","apa":"Hoppe, J. A., Melkas, H., Pekkarinen, S., Tuisku, O., Hennala, L., Johansson-Pajala, R.-M., Gustafsson, C., &#38; Thommes, K. (2022). Perception of Society’s Trust in Care Robots by Public Opinion Leaders. <i>International Journal of Human–Computer Interaction</i>, 1–17. <a href=\"https://doi.org/10.1080/10447318.2022.2081283\">https://doi.org/10.1080/10447318.2022.2081283</a>","ieee":"J. A. Hoppe <i>et al.</i>, “Perception of Society’s Trust in Care Robots by Public Opinion Leaders,” <i>International Journal of Human–Computer Interaction</i>, pp. 1–17, 2022, doi: <a href=\"https://doi.org/10.1080/10447318.2022.2081283\">10.1080/10447318.2022.2081283</a>.","ama":"Hoppe JA, Melkas H, Pekkarinen S, et al. Perception of Society’s Trust in Care Robots by Public Opinion Leaders. <i>International Journal of Human–Computer Interaction</i>. 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