TY - CONF AU - Jenert, Tobias AU - Büker, Ronja ID - 52720 TI - Jenert, T. & Büker, R. (2023). Designing Self-Regulation interventions for different target groups in Entrepreneurship Education ER - TY - CONF AU - Sloane, Hannah Sabrina AU - Schmöckel, Sabrina ID - 52866 TI - Turning Disciplinary Differences from a Brake into a Motor in Higher Education (Collaboration) ER - TY - CONF AU - Sloane, Hannah Sabrina AU - Heidebrecht, Jana ID - 52864 TI - Entwurfsmuster: Fachsensible wissenschaftliche Begleitung ER - TY - JOUR AU - Pelster, Matthias AU - Schaltegger, Stefan ID - 25041 IS - 1 JF - Business Ethics, the Environment & Responsibility TI - The dark triad and corporate sustainability: An empirical analysis of personality traits of middle managers VL - 31 ER - TY - CONF AU - Müller, Michelle AU - Neumann, Jürgen AU - Kundisch, Dennis ID - 24579 T2 - Proceedings of the 55th Hawaii International Conference on System Sciences (HICSS) TI - Dear Guests, please pay for my license – Analyzing the heterogenous cost-pass-through of commercial and non-commercial rental suppliers in response to regulatory policies ER - TY - CONF AU - Seutter, Janina AU - Müller, Michelle AU - Müller, Stefanie Jutta Marianne AU - Kundisch, Dennis ID - 24581 T2 - Proceedings of the 55th Hawaii International Conference on System Sciences (HICSS) TI - Moment or Movement – An Empirical Analysis of the Heterogeneous Impact of Media Attention on Charitable Crowdfunding Campaigns ER - TY - CONF AU - zur Heiden, Philipp AU - Priefer, Jennifer AU - Beverungen, Daniel ED - Bui, Tung X. ID - 29146 SN - 978-0-9981331-5-7 T2 - Proceedings of the 55th Hawaii International Conference on System Sciences TI - Utilizing Geographic Information Systems for Condition-Based Maintenance on the Energy Distribution Grid ER - TY - CONF AU - Herwix, Alexander AU - zur Heiden, Philipp ED - Bui, Tung X. ID - 29147 SN - 978-0-9981331-5-7 T2 - Proceedings of the 55th Hawaii International Conference on System Sciences TI - Context in Design Science Research: Taxonomy and Framework ER - TY - CONF AU - zur Heiden, Philipp AU - Beverungen, Daniel ED - Bui, Tung X. ID - 29148 SN - 978-0-9981331-5-7 T2 - Proceedings of the 55th Hawaii International Conference on System Sciences TI - A Renaissance of Context in Design Science Research ER - TY - CONF AU - Schoormann, T. AU - Möller, F. AU - Szopinski, Daniel ID - 27280 T2 - Tagungsband der 17. Internationalen Tagung Wirtschaftsinformatik 2022 TI - Exploring purposes of using taxonomies ER - TY - CONF AB - Explainability for machine learning gets more and more important in high-stakes decisions like real estate appraisal. While traditional hedonic house pricing models are fed with hard information based on housing attributes, recently also soft information has been incorporated to increase the predictive performance. This soft information can be extracted from image data by complex models like Convolutional Neural Networks (CNNs). However, these are intransparent which excludes their use for high-stakes financial decisions. To overcome this limitation, we examine if a two-stage modeling approach can provide explainability. We combine visual interpretability by Regression Activation Maps (RAM) for the CNN and a linear regression for the overall prediction. Our experiments are based on 62.000 family homes in Philadelphia and the results indicate that the CNN learns aspects related to vegetation and quality aspects of the house from exterior images, improving the predictive accuracy of real estate appraisal by up to 5.4%. AU - Kucklick, Jan-Peter ID - 27506 KW - Explainable Artificial Intelligence (XAI) KW - Regression Activation Maps KW - Real Estate Appraisal KW - Convolutional Block Attention Module KW - Computer Vision T2 - 55th Annual Hawaii International Conference on System Sciences (HICSS-55) TI - Visual Interpretability of Image-based Real Estate Appraisal ER - TY - CONF AB - 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. AU - Heuwinkel, Tim AU - Kucklick, Jan-Peter AU - Müller, Oliver ID - 27507 KW - Real Estate Appraisal KW - Text Regression KW - Natural Language Processing (NLP) KW - Location Intelligence KW - Wikipedia T2 - 55th Annual Hawaii International Conference on System Sciences (HICSS-55) TI - Using Geolocated Text to Quantify Location in Real Estate Appraisal ER - TY - THES AU - Fanasch, Patrizia ID - 30201 TI - Governance and Reputation in the Market for Experience Goods ER - TY - JOUR AU - Hoyer, Britta AU - van Straaten, Dirk ID - 30341 JF - Journal of Behavioral and Experimental Economics KW - General Social Sciences KW - Economics and Econometrics KW - Applied Psychology SN - 2214-8043 TI - Anonymity and Self-Expression in Online Rating Systems - An Experimental Analysis VL - 98 ER - TY - GEN AU - Schulz, Michael AU - Neuhaus, Uwe AU - Kaufmann, Jens AU - Kühnel, Stephan AU - Alekozai, Emal M. AU - Rohde, Heiko AU - Hoseini, Sayed AU - Theuerkauf, René AU - Badura, Daniel AU - Kerzel, Ulrich AU - Lanquillon, Carsten AU - Daurer, Stephan AU - Günther, Maik AU - Huber, Lukas AU - Thiée, Lukas-Walter AU - zur Heiden, Philipp AU - Passlick, Jens AU - Dieckmann, Jonas AU - Schwade, Florian AU - Seyffarth, Tobias AU - Badewitz, Wolfgang AU - Rissler, Raphael AU - Sackmann, Stefan AU - Gölzer, Philipp AU - Welter, Felix AU - Röth, Jochen AU - Seidelmann, Julian AU - Haneke, Uwe ID - 30737 TI - DASC-PM v1.1 - Ein Vorgehensmodell für Data-Science-Projekte ER - TY - JOUR AU - Hoppe, Julia Amelie AU - Melkas, Helinä AU - Pekkarinen, Satu AU - Tuisku, Outi AU - Hennala, Lea AU - Johansson-Pajala, Rose-Marie AU - Gustafsson, Christine AU - Thommes, Kirsten ID - 32266 JF - International Journal of Human–Computer Interaction KW - Computer Science Applications KW - Human-Computer Interaction KW - Human Factors and Ergonomics SN - 1044-7318 TI - Perception of Society’s Trust in Care Robots by Public Opinion Leaders ER - TY - JOUR AU - Hoppe, Julia Amelie AU - Melkas, Helinä AU - Pekkarinen, Satu AU - Tuisku, Outi AU - Hennala, Lea AU - Johansson-Pajala, Rose-Marie AU - Gustafsson, Christine AU - Thommes, Kirsten ID - 32267 JF - International Journal of Human–Computer Interaction KW - Computer Science Applications KW - Human-Computer Interaction KW - Human Factors and Ergonomics SN - 1044-7318 TI - Perception of Society’s Trust in Care Robots by Public Opinion Leaders ER - TY - CHAP AU - Akkerman, Agnes AU - Manevska, Katerina AU - Thommes, Kirsten AU - Sluiter, Roderick ID - 32272 SN - 9781003125730 T2 - Employment Relations as Networks TI - Losing What You Never Had ER - TY - JOUR AU - Poniatowski, Martin AU - Lüttenberg, Hedda AU - Beverungen, Daniel AU - Kundisch, Dennis ID - 17869 JF - Information Systems and e-Business Management, Special Issue on Platform Business Models and Platform Strategies TI - Three Layers of Abstraction—A Conceptual Framework for Theorizing digital Multi-Sided Platforms VL - 2 ER - TY - CHAP AU - zur Heiden, Philipp AU - Priefer, Jennifer AU - Beverungen, Daniel ED - Bruhn, Manfred ED - Hadwich, Karsten ID - 32363 SN - 2662-3382 T2 - Forum Dienstleistungsmanagement TI - Smart Service für die prädiktive Instandhaltung zentraler Komponenten des Mittelspannungs-Netzes ER -