Innovation Through Information Systems Volume II A Collection of Latest Research on Technology Issues 1st edition by Frederik Ahlemann, Reinhard Schütte, Stefan Stieglitz 978-3030867966
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Authors:Frederik Ahlemann; Reinhard Schütte; Stefan Stieglitz , Series:IT & Computer [124] , Tags:Computers; Business & Productivity Software; Business Intelligence; Business & Economics; Information Management; General; Computer Science; Electronic Commerce; Business Mathematics; Management; Desktop Applications , Author sort:Ahlemann, Frederik & Schütte, Reinhard & Stieglitz, Stefan , Ids:Google; 9783030867966 , Languages:Languages:eng , Published:Published:Oct 2021 , Publisher:Springer International Publishing , Comments:Comments:This book presents the current state of research in information systems and digital transformation. Due to the global trend of digitalization and the impact of the Covid 19 pandemic, the need for innovative, high-quality research on information systems is higher than ever. In this context, the book covers a wide range of topics, such as digital innovation, business analytics, artificial intelligence, and IT strategy, which affect companies, individuals, and societies. This volume gathers the revised and peer-reviewed papers on the topic “Technology” presented at the International Conference on Information Systems, held at the University of Duisburg-Essen in 2021.
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ISBN 13: 978-3030867966
Author: Frederik Ahlemann, Reinhard Schütte, Stefan Stieglitz
Innovation Through Information Systems Volume II A Collection of Latest Research on Technology Issues 1st Table of contents:
Data Science and Business Analytics
Front Matter
Pages 1-4
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Information Extraction from Invoices: A Graph Neural Network Approach for Datasets with High Layout Variety
Felix Krieger, Paul Drews, Burkhardt Funk, Till Wobbe
Pages 5-20
Knowledge Sharing in Digital Platform Ecosystems – A Textual Analysis of SAP’s Developer Community
Martin Kauschinger, Maximilian Schreieck, Markus Boehm, Helmut Krcmar
Pages 21-39
Leveraging Natural Language Processing to Analyze Scientific Content: Proposal of an NLP Pipeline for the Field of Computer Vision
Henrik Kortum, Max Leimkühler, Oliver Thomas
Pages 40-55
Hybrid Recommender Systems for Next Purchase Prediction Based on Optimal Combination Weights
Nicolas Haubner, Thomas Setzer
Pages 56-71
Towards a Trust-Aware Item Recommendation System on a Graph Autoencoder with Attention Mechanism
Elnaz Meydani, Christoph Düsing, Matthias Trier
Pages 72-77
A Holistic Framework for AI Systems in Industrial Applications
Can Kaymakci, Simon Wenninger, Alexander Sauer
Pages 78-93
Managing Bias in Machine Learning Projects
Tobias Fahse, Viktoria Huber, Benjamin van Giffen
Pages 94-109
Design, Management and Impact of AI-Based Systems
Front Matter
Pages 111-114
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User-Specific Determinants of Conversational Agent Usage: A Review and Potential for Future Research
Lara Riefle, Carina Benz
Pages 115-129
Voice Assistants in Voice Commerce: The Impact of Social Cues on Trust and Satisfaction
Fabian Reinkemeier, Philipp Spreer, Waldemar Toporowski
Pages 130-135
Design of Artificial Neural Networks for Traffic Forecasting in the Context of Smart Mobility Solutions
Christian Anschütz, Jan Ibisch, Katharina Ebner, Stefan Smolnik
Pages 136-149
Sorry, I Can’t Understand You! – Influencing Factors and Challenges of Chatbots at Digital Workplaces
Raphael Meyer von Wolff, Sebastian Hobert, Matthias Schumann
Pages 150-165
Empirically Exploring the Cause-Effect Relationships of AI Characteristics, Project Management Challenges, and Organizational Change
Christian Engel, Philipp Ebel, Benjamin van Giffen
Pages 166-181
Through the Cognitive Functions Lens – A Socio-technical Analysis of Predictive Maintenance
Alexander Stohr, Jamie O’Rourke
Pages 182-197
Augmenting Humans in the Loop: Towards an Augmented Reality Object Labeling Application for Crowdsourcing Communities
Julian Schuir, René Brinkhege, Eduard Anton, Thuy Duong Oesterreich, Pascal Meier, Frank Teuteberg
Pages 198-215
Leveraging Text Classification by Co-training with Bidirectional Language Models – A Novel Hybrid Approach and Its Application for a German Bank
Roland Graef
Pages 216-231
The Evaluation of the Black Box Problem for AI-Based Recommendations: An Interview-Based Study
Jessica Ochmann, Sandra Zilker, Sven Laumer
Pages 232-246
Explaining the Suspicion: Design of an XAI-Based User-Focused Anti-Phishing Measure
Kilian Kluge, Regina Eckhardt
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