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Konstantin Hopf
Konstantin Hopf
Acting Professor in Information Systems and Business Analytics, TU Chemnitz
Verified email at wiwi.tu-chemnitz.de - Homepage
Title
Cited by
Cited by
Year
Shifting ML value creation mechanisms: A process model of ML value creation
A Shollo, K Hopf, T Thiess, O Müller
The Journal of Strategic Information Systems 31 (3), 101734, 2022
1312022
Feature extraction and filtering for household classification based on smart electricity meter data
K Hopf, M Sodenkamp, I Kozlovkiy, T Staake
Computer Science-Research and Development 31 (3), 141-148, 2016
742016
Short-Term Electricity Load Forecasting Using the Temporal Fusion Transformer: Effect of Grid Hierarchies and Data Sources
E Giacomazzi, F Haag, K Hopf
e-Energy '23: Proceedings of the 14th ACM International Conference on Future …, 2023
532023
Enhancing energy efficiency in the residential sector with smart meter data analytics
K Hopf, M Sodenkamp, T Staake
Electronic Markets 28 (4), 453-473, 2018
502018
Organizational Implementation of AI: Craft and Mechanical Work
K Hopf, O Müller, A Shollo, T Thiess
California Management Review 66 (1), 23-47, 2023
402023
Filter Methods for Feature Selection in Supervised Machine Learning Applications--Review and Benchmark
K Hopf, S Reifenrath
arXiv preprint arXiv:2111.12140, 2021
402021
Explainable AI for Tailored Electricity Consumption Feedback–An Experimental Evaluation of Visualizations
J Wastensteiner, TM Weiss, F Haag, K Hopf
29. European Conference on Information Systems (ECIS'21), 2021
312021
Augmented Cross-Selling Through Explainable AI—A Case from Energy Retailing
F Haag, K Hopf, PM Vasconcelos, T Staake
30th European Conference on Information Systems (ECIS'22), 2022
222022
Knowledge Management in the Era of Artificial Intelligence-Developing an Integrative Framework
N Fteimi, K Hopf
29. European Conference on Information Systems (ECIS'21), 2021
212021
Predictive Customer Data Analytics–The Value of Public Statistical Data and the Geographic Model Transferability
K Hopf, SJ Riechel, M Sodenkamp, T Staake
38. International Conference on Information Systems (ICIS'17), 2017
202017
Detection of heat pumps from smart meter and open data
A Weigert, K Hopf, N Weinig, T Staake
Energy Informatics 3 (Suppl 1), 21, 2020
192020
The group mind of hybrid teams with humans and intelligent agents in knowledge-intense work
K Hopf, N Nahr, T Staake, F Lehner
Journal of Information Technology 40 (1), 9-34, 2025
182025
Overcoming Anchoring Bias: The Potential of AI and XAI-based Decision Support
F Haag, C Stingl, K Zerfass, K Hopf, T Staake
International Conference on Information Systems (ICIS'23), 2023
182023
Value creation from analytics with limited data: A case study on the retailing of durable consumer goods
K Hopf, A Weigert, T Staake
Journal of Decision Systems 32 (2), 289-325, 2023
172023
Heat pump inspections result in large energy savings when a pre-selection of households is performed: A promising use case of smart meter data
A Weigert, K Hopf, SA Günther, T Staake
Energy Policy 169, 113156, 2022
172022
Energy Informatics for Environmental, Economic and Societal Sustainability: A Case of the Large-Scale Detection of Households With Old Heating Systems
I Kozlovskiy, M Sodenkamp, K Hopf, T Staake
24. European Conference on Information Systems (ECIS'16), 2016
162016
Smart Meter Data Analytics for Enhanced Energy Efficiency in the Residential Sector
M Sodenkamp, I Kozlovskiy, K Hopf, T Staake
13. International Conference on Wirtschaftsinformatik (WI2017), 2017
152017
A Decision Support System for Photovoltaic Potential Estimation
K Hopf, M Kormann, M Sodenkamp, T Staake
International Conference on Internet of Things and Machine Learning (IML 2017), 2017
132017
Predictive Analytics for Energy Efficiency and Energy Retailing
K Hopf
Contributions of the Faculty of Information Systems and Applied Computer …, 2019
122019
Mining volunteered geographic information for predictive energy data analytics
K Hopf
Energy Informatics 1 (1), 4, 2018
112018
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Articles 1–20