Konstantin Hopf

ORCID

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 25

Top Venues

CoRR

ECIS

Energy Inform.

Wirtschaftsinformatik

University of Bamberg, Germany (PHD)

Education History

University of Bamberg, Germany

PHD

Publications

Felix Haag, Carlo Stingl, Katrin Zerfass, Konstantin Hopf, Thorsten Staake
Overcoming Anchoring Bias: The Potential of AI and XAI-based Decision Support. CoRR (2024)
Elena Giacomazzi, Felix Haag, Konstantin Hopf
Short-Term Electricity Load Forecasting Using the Temporal Fusion Transformer: Effect of Grid Hierarchies and Data Sources. CoRR (2023)
Konstantin Hopf, Hannah Hartstang, Thorsten Staake
Meta-Regression Analysis of Errors in Short-Term Electricity Load Forecasting. CoRR (2023)
Konstantin Hopf, Andreas Weigert, Thorsten Staake
Value creation from analytics with limited data: a case study on the retailing of durable consumer goods. J. Decis. Syst. 32 (2) (2023)
Felix Haag, Carlo Stingl, Katrin Zerfass, Konstantin Hopf, Thorsten Staake
Overcoming Anchoring Bias: The Potential of AI and XAI-based Decision Support. ICIS (2023)
Felix Haag, Sebastian A. Günther, Konstantin Hopf, Philipp Handschuh, Maria Klose, Thorsten Staake
Addressing Learners' Heterogeneity in Higher Education: An Explainable AI-based Feedback Artifact for Digital Learning Environments. Wirtschaftsinformatik (2023)
Konstantin Hopf, Hannah Hartstang, Thorsten Staake
Meta-Regression Analysis of Errors in Short-Term Electricity Load Forecasting. e-Energy (Companion) (2023)
Elena Giacomazzi, Felix Haag, Konstantin Hopf
Short-Term Electricity Load Forecasting Using the Temporal Fusion Transformer: Effect of Grid Hierarchies and Data Sources. e-Energy (2023)
Arisa Shollo, Konstantin Hopf, Tiemo Thiess, Oliver Müller
Shifting ML value creation mechanisms: A process model of ML value creation. J. Strateg. Inf. Syst. 31 (3) (2022)
Felix Haag, Konstantin Hopf, Pedro Menelau Vasconcelos, Thorsten Staake
Augmented Cross-Selling Through Explainable AI - A Case From Energy Retailing. ECIS (2022)
Jacqueline Wastensteiner, Tobias Michael Weiss, Felix Haag, Konstantin Hopf
Explainable AI for tailored electricity consumption feedback - an experimental evaluation of visualizations. CoRR (2022)
Felix Haag, Konstantin Hopf, Pedro Menelau Vasconcelos, Thorsten Staake
Augmented cross-selling through explainable AI - a case from energy retailing. CoRR (2022)
Nora Fteimi, Konstantin Hopf
Knowledge Management in the Era of Artificial Intelligence - Developing an Integrative Framework. ECIS (2021)
Konstantin Hopf, Sascha Reifenrath
Filter Methods for Feature Selection in Supervised Machine Learning Applications - Review and Benchmark. CoRR (2021)
Jacqueline Wastensteiner, Tobias Michael Weiss, Felix Haag, Konstantin Hopf
Explainable AI for tailored electricity consumption feedback-An experimental evaluation of visualizations. ECIS (2021)
Andreas Weigert, Konstantin Hopf, Nicolai Weinig, Thorsten Staake
Detection of heat pumps from smart meter and open data. Energy Inform. 3 (S1) (2020)
Konstantin Hopf, Mariya A. Sodenkamp, Thorsten Staake
Enhancing energy efficiency in the residential sector with smart meter data analytics. Electron. Mark. 28 (4) (2018)
Konstantin Hopf
Mining volunteered geographic information for predictive energy data analytics. Energy Inform. 1 (1) (2018)
Carlo Stingl, Konstantin Hopf, Thorsten Staake
Explaining and predicting annual electricity demand of enterprises - a case study from Switzerland. Energy Inform. 1 (S1) (2018)
Konstantin Hopf, Michael Kormann, Mariya A. Sodenkamp, Thorsten Staake
A decision support system for photovoltaic potential estimation. IML (2017)
Mariya A. Sodenkamp, Ilya Kozlovskiy, Konstantin Hopf, Thorsten Staake
Smart Meter Data Analytics for Enhanced Energy Efficiency in the Residential Sector. Wirtschaftsinformatik (2017)
Konstantin Hopf, Sascha Jonas Riechel, Mariya A. Sodenkamp, Thorsten Staake
Predictive Customer Data Analytics - The Value of Public Statistical Data and the Geographic Model Transferability. ICIS (2017)
Konstantin Hopf, Mariya A. Sodenkamp, Ilya Kozlovskiy, Thorsten Staake
Feature extraction and filtering for household classification based on smart electricity meter data. Comput. Sci. Res. Dev. 31 (3) (2016)
Konstantin Hopf, Mariya A. Sodenkamp, Ilya Kozlovskiy
Energy Data Analytics for Improved residential Service Quality and Energy Efficiency. ECIS (2016)
Ilya Kozlovskiy, Mariya A. Sodenkamp, Konstantin Hopf, Thorsten Staake
Energy Informatics for Environmental, Economic and Societal Sustainability: a Case of the Large-Scale Detection of Households with Old heating Systems. ECIS (2016)
Konstantin Hopf, Florian Dageförde, Diedrich Wolter
Identifying the Geographical Scope of Prohibition Signs. COSIT (2015)

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Publication Activity (10 Years)

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Konstantin Hopf