Konstantin Hopf

31 papers C 2Journal 15Unranked 13

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Electricity Demand Forecasting in Future Grid States: A Digital Twin-Based Simulation Study. CoRR Daniel R. Bayer, Felix Haag, Marco Pruckner, Konstantin Hopf
2025	J	`jnl`	The group mind of hybrid teams with humans and intelligent agents in knowledge-intense work. J. Inf. Technol. Konstantin Hopf, Nora Nahr, Thorsten Staake, Franz Lehner
2024	—	`conf`	Bridging Fields of Practice: How Boundary Objects Enable Collaboration in Data Science Initiatives. Wirtschaftsinformatik Nils Rahlmeier, Konstantin Hopf
2024	—	`conf`	Crafting Ever-Changing Data Products: Towards a Process Model of Data Work. ECIS Konstantin Hopf, Mayur Joshi, Marta Stelmaszak, Arisa Shollo
2024	J	`jnl`	Overcoming Anchoring Bias: The Potential of AI and XAI-based Decision Support. CoRR Felix Haag, Carlo Stingl, Katrin Zerfass, Konstantin Hopf, Thorsten Staake
2023	—	`conf`	Addressing Learners' Heterogeneity in Higher Education: An Explainable AI-based Feedback Artifact for Digital Learning Environments. Wirtschaftsinformatik Felix Haag, Sebastian A. Günther, Konstantin Hopf, Philipp Handschuh, Maria Klose, Thorsten Staake
2023	—	`conf`	Meta-Regression Analysis of Errors in Short-Term Electricity Load Forecasting. e-Energy (Companion) Konstantin Hopf, Hannah Hartstang, Thorsten Staake
2023	J	`jnl`	Meta-Regression Analysis of Errors in Short-Term Electricity Load Forecasting. CoRR Konstantin Hopf, Hannah Hartstang, Thorsten Staake
2023	C	`conf`	Overcoming Anchoring Bias: The Potential of AI and XAI-based Decision Support. ICIS Felix Haag, Carlo Stingl, Katrin Zerfass, Konstantin Hopf, Thorsten Staake
2023	—	`conf`	Short-Term Electricity Load Forecasting Using the Temporal Fusion Transformer: Effect of Grid Hierarchies and Data Sources. e-Energy Elena Giacomazzi, Felix Haag, Konstantin Hopf
2023	J	`jnl`	Short-Term Electricity Load Forecasting Using the Temporal Fusion Transformer: Effect of Grid Hierarchies and Data Sources. CoRR Elena Giacomazzi, Felix Haag, Konstantin Hopf
2023	J	`jnl`	Value creation from analytics with limited data: a case study on the retailing of durable consumer goods. J. Decis. Syst. Konstantin Hopf, Andreas Weigert, Thorsten Staake
2022	—	`conf`	Augmented Cross-Selling Through Explainable AI - A Case From Energy Retailing. ECIS Felix Haag, Konstantin Hopf, Pedro Menelau Vasconcelos, Thorsten Staake
2022	J	`jnl`	Augmented cross-selling through explainable AI - a case from energy retailing. CoRR Felix Haag, Konstantin Hopf, Pedro Menelau Vasconcelos, Thorsten Staake
2022	J	`jnl`	Explainable AI for tailored electricity consumption feedback - an experimental evaluation of visualizations. CoRR Jacqueline Wastensteiner, Tobias Michael Weiss, Felix Haag, Konstantin Hopf
2022	J	`jnl`	Shifting ML value creation mechanisms: A process model of ML value creation. J. Strateg. Inf. Syst. Arisa Shollo, Konstantin Hopf, Tiemo Thiess, Oliver Müller
2021	—	`conf`	Explainable AI for tailored electricity consumption feedback-An experimental evaluation of visualizations. ECIS Jacqueline Wastensteiner, Tobias Michael Weiss, Felix Haag, Konstantin Hopf
2021	J	`jnl`	Filter Methods for Feature Selection in Supervised Machine Learning Applications - Review and Benchmark. CoRR Konstantin Hopf, Sascha Reifenrath
2021	—	`conf`	Knowledge Management in the Era of Artificial Intelligence - Developing an Integrative Framework. ECIS Nora Fteimi, Konstantin Hopf
2020	J	`jnl`	Detection of heat pumps from smart meter and open data. Energy Inform. Andreas Weigert, Konstantin Hopf, Nicolai Weinig, Thorsten Staake
2019	—	`—`	Predictive Analytics for Energy Efficiency and Energy Retailing. Konstantin Hopf
2018	J	`jnl`	Enhancing energy efficiency in the residential sector with smart meter data analytics. Electron. Mark. Konstantin Hopf, Mariya A. Sodenkamp, Thorsten Staake
2018	J	`jnl`	Explaining and predicting annual electricity demand of enterprises - a case study from Switzerland. Energy Inform. Carlo Stingl, Konstantin Hopf, Thorsten Staake
2018	J	`jnl`	Mining volunteered geographic information for predictive energy data analytics. Energy Inform. Konstantin Hopf
2017	—	`conf`	A decision support system for photovoltaic potential estimation. IML Konstantin Hopf, Michael Kormann, Mariya A. Sodenkamp, Thorsten Staake
2017	C	`conf`	Predictive Customer Data Analytics - The Value of Public Statistical Data and the Geographic Model Transferability. ICIS Konstantin Hopf, Sascha Jonas Riechel, Mariya A. Sodenkamp, Thorsten Staake
2017	—	`conf`	Smart Meter Data Analytics for Enhanced Energy Efficiency in the Residential Sector. Wirtschaftsinformatik Mariya A. Sodenkamp, Ilya Kozlovskiy, Konstantin Hopf, Thorsten Staake
2016	—	`conf`	Energy Data Analytics for Improved residential Service Quality and Energy Efficiency. ECIS Konstantin Hopf, Mariya A. Sodenkamp, Ilya Kozlovskiy
2016	—	`conf`	Energy Informatics for Environmental, Economic and Societal Sustainability: a Case of the Large-Scale Detection of Households with Old heating Systems. ECIS Ilya Kozlovskiy, Mariya A. Sodenkamp, Konstantin Hopf, Thorsten Staake
2016	J	`jnl`	Feature extraction and filtering for household classification based on smart electricity meter data. Comput. Sci. Res. Dev. Konstantin Hopf, Mariya A. Sodenkamp, Ilya Kozlovskiy, Thorsten Staake
2015	—	`conf`	Identifying the Geographical Scope of Prohibition Signs. COSIT Konstantin Hopf, Florian Dageförde, Diedrich Wolter