Konstantin Hopf

According to our database, Konstantin Hopf authored at least 21 papers between 2015 and 2023.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2023

Value creation from analytics with limited data: a case study on the retailing of durable consumer goods.

Konstantin Hopf, Andreas Weigert, Thorsten Staake

J. Decis. Syst., March, 2023

Addressing Learners' Heterogeneity in Higher Education: An Explainable AI-based Feedback Artifact for Digital Learning Environments.

Felix Haag, Sebastian A. Günther, Konstantin Hopf, Philipp Handschuh, Maria Klose, Thorsten Staake

Proceedings of the Digital Responsibility: Social, 2023

Meta-Regression Analysis of Errors in Short-Term Electricity Load Forecasting.

Konstantin Hopf, Hannah Hartstang, Thorsten Staake

Proceedings of the Companion Proceedings of the 14th ACM International Conference on Future Energy Systems, 2023

Short-Term Electricity Load Forecasting Using the Temporal Fusion Transformer: Effect of Grid Hierarchies and Data Sources.

Elena Giacomazzi, Felix Haag, Konstantin Hopf

Proceedings of the 14th ACM International Conference on Future Energy Systems, 2023

2022

Shifting ML value creation mechanisms: A process model of ML value creation.

Arisa Shollo, Konstantin Hopf, Tiemo Thiess, Oliver Müller

J. Strateg. Inf. Syst., 2022

Augmented Cross-Selling Through Explainable AI - A Case From Energy Retailing.

Felix Haag, Konstantin Hopf, Pedro Menelau Vasconcelos, Thorsten Staake

Proceedings of the 30th European Conference on Information Systems, 2022

2021

Filter Methods for Feature Selection in Supervised Machine Learning Applications - Review and Benchmark.

Konstantin Hopf, Sascha Reifenrath

CoRR, 2021

Explainable AI for tailored electricity consumption feedback-An experimental evaluation of visualizations.

Jacqueline Wastensteiner, Tobias Michael Weiss, Felix Haag, Konstantin Hopf

Proceedings of the 29th European Conference on Information Systems, 2021

Knowledge Management in the Era of Artificial Intelligence - Developing an Integrative Framework.

Nora Fteimi, Konstantin Hopf

Proceedings of the 29th European Conference on Information Systems, 2021

2020

Detection of heat pumps from smart meter and open data.

Andreas Weigert, Konstantin Hopf, Nicolai Weinig, Thorsten Staake

Energy Inform., 2020

2019

Predictive Analytics for Energy Efficiency and Energy Retailing.

Konstantin Hopf

PhD thesis, 2019

2018

Explaining and predicting annual electricity demand of enterprises - a case study from Switzerland.

Carlo Stingl, Konstantin Hopf, Thorsten Staake

Energy Inform., 2018

Mining volunteered geographic information for predictive energy data analytics.

Konstantin Hopf

Energy Inform., 2018

Enhancing energy efficiency in the residential sector with smart meter data analytics.

Konstantin Hopf, Mariya A. Sodenkamp, Thorsten Staake

Electron. Mark., 2018

2017

Smart Meter Data Analytics for Enhanced Energy Efficiency in the Residential Sector.

Mariya A. Sodenkamp, Ilya Kozlovskiy, Konstantin Hopf, Thorsten Staake

Proceedings of the Towards Thought Leadership in Digital Transformation: 13. Internationale Tagung Wirtschaftsinformatik, 2017

A decision support system for photovoltaic potential estimation.

Konstantin Hopf, Michael Kormann, Mariya A. Sodenkamp, Thorsten Staake

Proceedings of the 1st International Conference on Internet of Things and Machine Learning, 2017

Predictive Customer Data Analytics - The Value of Public Statistical Data and the Geographic Model Transferability.

Konstantin Hopf, Sascha Jonas Riechel, Mariya A. Sodenkamp, Thorsten Staake

Proceedings of the International Conference on Information Systems, 2017

2016

Feature extraction and filtering for household classification based on smart electricity meter data.

Konstantin Hopf, Mariya A. Sodenkamp, Ilya Kozlovskiy, Thorsten Staake

Comput. Sci. Res. Dev., 2016

Energy Informatics for Environmental, Economic and Societal Sustainability: a Case of the Large-Scale Detection of Households with Old heating Systems.

Ilya Kozlovskiy, Mariya A. Sodenkamp, Konstantin Hopf, Thorsten Staake

Proceedings of the 24th European Conference on Information Systems, 2016

Energy Data Analytics for Improved residential Service Quality and Energy Efficiency.

Konstantin Hopf, Mariya A. Sodenkamp, Ilya Kozlovskiy

Proceedings of the 24th European Conference on Information Systems, 2016

2015

Identifying the Geographical Scope of Prohibition Signs.

Konstantin Hopf, Florian Dageförde, Diedrich Wolter

Proceedings of the Spatial Information Theory - 12th International Conference, 2015