Kerstin Bach

According to our database, Kerstin Bach authored at least 93 papers between 2007 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Long-term self-supervised learning for accelerometer-based sleep-wake recognition.

Aleksej Logacjov, Kerstin Bach, Paul Jarle Mork

Eng. Appl. Artif. Intell., 2025

2024

SelfPAB: large-scale pre-training on accelerometer data for human activity recognition.

Aleksej Logacjov, Sverre Herland, Astrid Ustad, Kerstin Bach

Appl. Intell., March, 2024

Uncertainty-aware autonomous sensing with deep reinforcement learning.

Abdulmajid Murad, Frank Alexander Kraemer, Kerstin Bach, Gavin Taylor

Future Gener. Comput. Syst., 2024

Self-supervised learning with randomized cross-sensor masked reconstruction for human activity recognition.

Aleksej Logacjov, Kerstin Bach

Eng. Appl. Artif. Intell., 2024

Dynamic Contrastive Learning for Time Series Representation.

Abdul-Kazeem Shamba, Kerstin Bach, Gavin Taylor

CoRR, 2024

Evaluation of Instance-Based Explanations: An In-Depth Analysis of Counterfactual Evaluation Metrics, Challenges, and the CEval Toolkit.

Betül Bayrak, Kerstin Bach

IEEE Access, 2024

6-DoF Closed-Loop Grasping with Reinforcement Learning.

Sverre Herland, Kerstin Bach, Ekrem Misimi

Proceedings of the IEEE International Conference on Robotics and Automation, 2024

Automatic Adjusting Global Similarity Measures in Learning CBR Systems.

Stuart Gallina Ottersen, Kerstin Bach

Proceedings of the Case-Based Reasoning Research and Development, 2024

2023

Acceptance and use of a clinical decision support system in musculoskeletal pain disorders - the SupportPrim project.

Fredrik Granviken, Ingebrigt Meisingset, Ottar Vasseljen, Kerstin Bach, Anita Formo Bones, Nina Elisabeth Klevanger

BMC Medical Informatics Decis. Mak., December, 2023

Towards containerized, reuse-oriented AI deployment platforms for cognitive IoT applications.

Tiago Veiga, Hafiz Areeb Asad, Frank Alexander Kraemer, Kerstin Bach

Future Gener. Comput. Syst., May, 2023

Validation of an Activity Type Recognition Model Classifying Daily Physical Behavior in Older Adults: The HAR70+ Model.

Astrid Ustad, Aleksej Logacjov, Stine Øverengen Trollebø, Pernille Thingstad, Beatrix Vereijken, Kerstin Bach, Nina Skjæret-Maroni

Sensors, March, 2023

HARTH.

Aleksej Logacjov, Atle Kongsvold, Kerstin Bach, Hilde Bremseth Bårdstu, Paul Jarle Mork

Dataset, February, 2023

External validation of prediction models for patient-reported outcome measurements collected using the selfBACK mobile app.

Deepika Verma, Kerstin Bach, Paul Jarle Mork

Int. J. Medical Informatics, 2023

Online Machine Learning for 1-Day-Ahead Prediction of Indoor Photovoltaic Energy.

Frank Alexander Kraemer, Hafiz Areeb Asad, Kerstin Bach, Bernd-Christian Renner

IEEE Access, 2023

PertCF: A Perturbation-Based Counterfactual Generation Approach.

Betül Bayrak, Kerstin Bach

Proceedings of the Artificial Intelligence XL, 2023

Poster Abstract: Towards Autonomous Utility-Aware Energy Management for Energy Harvesting Devices.

Hafiz Areeb Asad, Frank Alexander Kraemer, Kerstin Bach, Christian Renner

Proceedings of the 21st ACM Conference on Embedded Networked Sensor Systems, 2023

Container-Based IoT Architectures: Use Case for Visual Person Counting.

Tiago Veiga, Hafiz Areeb Asad, Frank Alexander Kraemer, Kerstin Bach

Proceedings of the 5th Symposium of the Norwegian AI Society, 2023

A Twin XCBR System Using Supportive and Contrastive Explanations.

Betül Bayrak, Kerstin Bach

Proceedings of the Workshops at the 31st International Conference on Case-Based Reasoning (ICCBR-WS 2023) co-located with the 31st International Conference on Case-Based Reasoning (ICCBR 2023), 2023

Creating Explainable Dynamic Checklists via Machine Learning to Ensure Decent Working Environment for All: A Field Study with Labour Inspections.

Eirik Lund Flogard, Ole Jakob Mengshoel, Ole Magnus Theisen, Kerstin Bach

Proceedings of the ECAI 2023 - 26th European Conference on Artificial Intelligence, September 30 - October 4, 2023, Kraków, Poland, 2023

Vessel-to-Vessel Motion Compensation with Reinforcement Learning.

Sverre Herland, Kerstin Bach

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022

Exploratory application of machine learning methods on patient reported data in the development of supervised models for predicting outcomes.

Deepika Verma, Duncan Jansen, Kerstin Bach, Mannes Poel, Paul Jarle Mork, Wendy Oude Nijeweme d'Hollosy

BMC Medical Informatics Decis. Mak., 2022

Learning attention models for resource-constrained, self-adaptive visual sensing applications.

Hafiz Areeb Asad, Frank Alexander Kraemer, Kerstin Bach, Christian Renner, Tiago Santos Veiga

Proceedings of the Conference on Research in Adaptive and Convergent Systems, 2022

Creating Dynamic Checklists via Bayesian Case-Based Reasoning: Towards Decent Working Conditions for All.

Eirik Lund Flogard, Ole Jakob Mengshoel, Kerstin Bach

Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022

Explaining CBR Systems Through Retrieval and Similarity Measure Visualizations: A Case Study.

Paola Marín-Veites, Kerstin Bach

Proceedings of the Case-Based Reasoning Research and Development, 2022

Explaining your Neighbourhood: A CBR Approach for Explaining Black-Box Models.

Betül Bayrak, Paola Marín-Veites, Kerstin Bach

Proceedings of the Workshop Proceedings of the 30th International Conferece on Case-Based Reasoning co-located with the 30th International Conference on Case-Based Reasoning (ICCBR 2022), 2022

2021

Labour Inspection Checklist Content.

Eirik Flogard, Ole Jakob Mengshoel, Kerstin Bach

Dataset, August, 2021

Assessment of Machine Learning Models for Classification of Movement Patterns During a Weight-Shifting Exergame.

Elise Klæbo Vonstad, Beatrix Vereijken, Kerstin Bach, Xiaomeng Su, Jan Harald Nilsen

IEEE Trans. Hum. Mach. Syst., 2021

From a Low-Cost Air Quality Sensor Network to Decision Support Services: Steps towards Data Calibration and Service Development.

Tiago Veiga, Arne Munch-Ellingsen, Christoforos Papastergiopoulos, Dimitrios Tzovaras, Ilias Kalamaras, Kerstin Bach, Konstantinos Votis, Sigmund Akselsen

Sensors, 2021

Probabilistic Deep Learning to Quantify Uncertainty in Air Quality Forecasting.

Abdulmajid Murad, Frank Alexander Kraemer, Kerstin Bach, Gavin Taylor

Sensors, 2021

HARTH: A Human Activity Recognition Dataset for Machine Learning.

Aleksej Logacjov, Kerstin Bach, Atle Kongsvold, Hilde Bremseth Bårdstu, Paul Jarle Mork

Sensors, 2021

Application of Machine Learning Methods on Patient Reported Outcome Measurements for Predicting Outcomes: A Literature Review.

Deepika Verma, Kerstin Bach, Paul Jarle Mork

Informatics, 2021

Using extended siamese networks to provide decision support in aquaculture operations.

Bjørn Magnus Mathisen, Kerstin Bach, Agnar Aamodt

Appl. Intell., 2021

Using Automated Feature Selection for Building Case-Based Reasoning Systems: An Example from Patient-Reported Outcome Measurements.

Deepika Verma, Kerstin Bach, Paul Jarle Mork

Proceedings of the Artificial Intelligence XXXVIII, 2021

Bayesian Feature Construction for Case-Based Reasoning: Generating Good Checklists.

Eirik Flogard, Ole Jakob Mengshoel, Kerstin Bach

Proceedings of the Case-Based Reasoning Research and Development, 2021

Blind Calibration of Air Quality Wireless Sensor Networks Using Deep Neural Networks.

Tiago Veiga, Erling Ljunggren, Kerstin Bach, Sigmund Akselsen

Proceedings of the 2021 IEEE International Conference on Omni-Layer Intelligent Systems, 2021

2020

Comparison of a Deep Learning-Based Pose Estimation System to Marker-Based and Kinect Systems in Exergaming for Balance Training.

Elise Klaebo Vonstad, Xiaomeng Su, Beatrix Vereijken, Kerstin Bach, Jan Harald Nilsen

Sensors, 2020

Learning similarity measures from data.

Bjørn Magnus Mathisen, Agnar Aamodt, Kerstin Bach, Helge Langseth

Prog. Artif. Intell., 2020

The 27th International Conference on Case-Based Reasoning.

Klaus-Dieter Althoff, Kerstin Bach, Ralph Bergmann, Cindy Marling

AI Mag., 2020

Information-driven adaptive sensing based on deep reinforcement learning.

Abdulmajid Murad, Frank Alexander Kraemer, Kerstin Bach, Gavin Taylor

Proceedings of the IoT '20: 10th International Conference on the Internet of Things, 2020

On the Use of Air Quality Microsensors for Supporting Decision Makers.

Kerstin Bach, Sigmund Akselsen, Tiago Veiga, Ilias Kalamaras

Proceedings of the IoT '20 Companion: 10th International Conference on the Internet of Things Companion, 2020

Clustering of Physical Behaviour Profiles using Knowledge-intensive Similarity Measures.

Deepika Verma, Kerstin Bach, Paul Jarle Mork

Proceedings of the 12th International Conference on Agents and Artificial Intelligence, 2020

Learning to Recognise Exercises in the Self-Management of Low Back Pain.

Anjana Wijekoon, Nirmalie Wiratunga, Kay Cooper, Kerstin Bach

Proceedings of the Thirty-Third International Florida Artificial Intelligence Research Society Conference, 2020

On the Explanation of Similarity for Developing and Deploying CBR Systems.

Kerstin Bach, Paul Jarle Mork

Proceedings of the Thirty-Third International Florida Artificial Intelligence Research Society Conference, 2020

FishNet: A Unified Embedding for Salmon Recognition.

Bjørn Magnus Mathisen, Kerstin Bach, Espen Meidell, Håkon Måløy, Edvard Schreiner Sjøblom

Proceedings of the ECAI 2020 - 24th European Conference on Artificial Intelligence, 29 August-8 September 2020, Santiago de Compostela, Spain, August 29 - September 8, 2020, 2020

Fallbasiertes Schließen.

Ralph Bergmann, Mirjam Minor, Kerstin Bach, Klaus-Dieter Althoff, Héctor Muñoz-Avila

Proceedings of the Handbuch der Künstlichen Intelligenz, 6. Auflage, 2020

2019

Design of a clinician dashboard to facilitate co-decision making in the management of non-specific low back pain.

Kerstin Bach, Cindy Marling, Paul Jarle Mork, Agnar Aamodt, Frances S. Mair, Barbara I. Nicholl

J. Intell. Inf. Syst., 2019

Autonomous Management of Energy-Harvesting IoT Nodes Using Deep Reinforcement Learning.

Abdulmajid Murad, Frank Alexander Kraemer, Kerstin Bach, Gavin Taylor

Proceedings of the 13th IEEE International Conference on Self-Adaptive and Self-Organizing Systems, 2019

Similarity Measure Development for Case-Based Reasoning-A Data-Driven Approach.

Deepika Verma, Kerstin Bach, Paul Jarle Mork

Proceedings of the Nordic Artificial Intelligence Research and Development, 2019

Visual analytics for exploring air quality data in an AI-enhanced IoT environment.

Ilias Kalamaras, Ioannis Xygonakis, Konstantinos Glykos, Sigmund Akselsen, Arne Munch-Ellingsen, Hai Thanh Nguyen, Andreas Jacobsen Lepperod, Kerstin Bach, Konstantinos Votis, Dimitrios Tzovaras

Proceedings of the 11th International Conference on Management of Digital EcoSystems, 2019

IoT Sensor Gym: Training Autonomous IoT Devices with Deep Reinforcement Learning.

Abdulmajid Murad, Kerstin Bach, Frank Alexander Kraemer, Gavin Taylor

Proceedings of the 9th International Conference on the Internet of Things, 2019

A Data-Driven Approach for Determining Weights in Global Similarity Functions.

Amar Jaiswal, Kerstin Bach

Proceedings of the Case-Based Reasoning Research and Development, 2019

Demonstrating the myCBR Rest API.

Kerstin Bach, Bjørn Magnus Mathisen, Amar Jaiswal

Proceedings of the Workshops Proceedings for the Twenty-seventh International Conference on Case-Based Reasoning co-located with the Twenty-seventh International Conference on Case-Based Reasoning (ICCBR 2019), 2019

Workshop preface.

Kerstin Bach

Proceedings of the Workshops Proceedings for the Twenty-seventh International Conference on Case-Based Reasoning co-located with the Twenty-seventh International Conference on Case-Based Reasoning (ICCBR 2019), 2019

Case Representation and Similarity Modeling for Non-Specific Musculoskeletal Disorders - a Case-Based Reasoning Approach.

Amar Jaiswal, Kerstin Bach, Ingebrigt Meisingset, Ottar Vasseljen

Proceedings of the Thirty-Second International Florida Artificial Intelligence Research Society Conference, 2019

2018

Knowledge Engineering for Distributed Case-Based Reasoning Systems.

Kerstin Bach

Proceedings of the Synergies Between Knowledge Engineering and Software Engineering, 2018

The 25th International Conference on Case-Based Reasoning.

David W. Aha, Kerstin Bach, Odd Erik Gundersen, Jean Lieber

AI Mag., 2018

Cassification of Movement Quality in A Weight-shifting Exercise.

Elise Klaebo Vonstad, Xiaomeng Su, Beatrix Vereijken, Jan Harald Nilsen, Kerstin Bach

Proceedings of the 3rd International Workshop on Knowledge Discovery in Healthcare Data co-located with the 27th International Joint Conference on Artificial Intelligence and the 23rd European Conference on Artificial Intelligence (IJCAI-ECAI 2018), 2018

Modelling Similarity for Comparing Physical Activity Profiles - A Data-Driven Approach.

Deepika Verma, Kerstin Bach, Paul Jarle Mork

Proceedings of the Case-Based Reasoning Research and Development, 2018

Bayesian-Supported Retrieval in BNCreek: A Knowledge-Intensive Case-Based Reasoning System.

Hoda Nikpour, Agnar Aamodt, Kerstin Bach

Proceedings of the Case-Based Reasoning Research and Development, 2018

From Data to Context Aware Decision Making Challenges and Opportunities.

Kerstin Bach

Proceedings of the Workshop on Affective Computing and Context Awareness in Ambient Intelligence (AfCAI 2018), 2018

2017

IntelliMeal - Enhancing Creativity by Reusing Domain Knowledge in the Adaptation Process.

Kari Skjold, Marthe Øynes, Kerstin Bach, Agnar Aamodt

Proceedings of ICCBR 2017 Workshops (CAW, 2017

Evolutionary Inspired Adaptation of Exercise Plans for Increasing Solution Variety.

Tale Prestmo, Kerstin Bach, Agnar Aamodt, Paul Jarle Mork

Proceedings of the Case-Based Reasoning Research and Development, 2017

2016

Can Data-driven Self-Management Reduce Low Back Pain?

Kerstin Bach, Paul Jarle Mork, Agnar Aamodt

ERCIM News, 2016

Case Representation and Similarity Assessment in the selfBACK Decision Support System.

Kerstin Bach, Tomasz Szczepanski, Agnar Aamodt, Odd Erik Gundersen, Paul Jarle Mork

Proceedings of the Conference "Lernen, 2016

Challenges for the Similarity-Based Comparison of Human Physical Activities Using Time Series Data.

Tomasz Szczepanski, Kerstin Bach, Agnar Aamodt

Proceedings of the Workshops Proceedings for the Twenty-fourth International Conference on Case-Based Reasoning (ICCBR 2016), Atlanta, Georgia, USA, October 31, 2016

Evaluation of Explanations Extracted from Textual Reports.

Gleb Sizov, Pinar Öztürk, Kerstin Bach

Proceedings of the Twenty-Ninth International Florida Artificial Intelligence Research Society Conference, 2016

2014

Automatic Case Capturing for Problematic Drilling Situations.

Kerstin Bach, Odd Erik Gundersen, Christian Knappskog, Pinar Öztürk

Proceedings of the Case-Based Reasoning Research and Development, 2014

Knowledge Modeling with the Open Source Tool myCBR.

Kerstin Bach, Christian Severin Sauer, Klaus-Dieter Althoff, Thomas Roth-Berghofer

Proceedings of 10th Workshop on Knowledge Engineering and Software Engineering (KESE10) co-located with 21st European Conference on Artificial Intelligence (ECAI 2014), 2014

2013

Knowledge Acquisition for Case-Based Reasoning Systems.

Kerstin Bach

PhD thesis, 2013

2012

The user's view on biodiversity data sharing - Investigating facts of acceptance and requirements to realize a sustainable use of research data -.

Neela Enke, Anne E. Thessen, Kerstin Bach, Jörg Bendix, Bernhard Seeger, Birgit Gemeinholzer

Ecol. Informatics, 2012

A comparative evaluation of technical solutions for long-term data repositories in integrative biodiversity research.

Kerstin Bach, Daniel Schäfer, Neela Enke, Bernhard Seeger, Birgit Gemeinholzer, Jörg Bendix

Ecol. Informatics, 2012

Developing Case-Based Reasoning Applications Using myCBR 3.

Kerstin Bach, Klaus-Dieter Althoff

Proceedings of the Case-Based Reasoning Research and Development, 2012

2011

Knowledge engineering within the application-independent architecture SEASALT.

Meike Reichle, Kerstin Bach, Klaus-Dieter Althoff

Int. J. Knowl. Eng. Data Min., 2011

Case-Based Menu Creation as an Example of Individualized Experience Management.

Kerstin Bach, Pascal Reuss, Klaus-Dieter Althoff

Proceedings of the 6th Conference on Professional Knowledge Management: From Knowledge to Action, 2011

GWEM 2011 - German Workshop on Experience Management.

Kerstin Bach, Thomas Roth-Berghofer

Proceedings of the 6th Conference on Professional Knowledge Management: From Knowledge to Action, 2011

SEASALTexp- An Explanation-aware Architecture for Extracting and Case-Based Processing of Experiences from Internet Communities.

Thomas Roth-Berghofer, Christian Severin Sauer, Klaus-Dieter Althoff, Kerstin Bach, Régis Newo

Proceedings of the Report of the symposium "Lernen, 2011

A Case-Based Reasoning Approach for Providing Machine Diagnosis from Service Reports.

Kerstin Bach, Klaus-Dieter Althoff, Régis Newo, Armin Stahl

Proceedings of the Case-Based Reasoning Research and Development, 2011

2010

Integration of Linked Open Data in Case-Based Reasoning Systems.

Christian Severin Sauer, Kerstin Bach, Klaus-Dieter Althoff

Proceedings of the LWA 2010, 2010

Knowledge Acquisition for Simulating Complex Psychological Processes.

Régis Newo, Kerstin Bach, Klaus-Dieter Althoff

Proceedings of the 6th Workshop on Knowledge Engineering and Software Engineering, 2010

2009

CookIIS - Competing in the First Computer Cooking Contest.

Alexandre Hanft, Norman Ihle, Kerstin Bach, Régis Newo

Künstliche Intell., 2009

Case-Based Reasoning.

Ralph Bergmann, Klaus-Dieter Althoff, Mirjam Minor, Meike Reichle, Kerstin Bach

Künstliche Intell., 2009

MATES 2008.

Kerstin Bach, Meike Reichle

Künstliche Intell., 2009

Interview with Pádraig Cunningham and Barry Smyth.

Klaus-Dieter Althoff, Kerstin Bach

Künstliche Intell., 2009

Management of Distributed Knowledge Sources for Complex Application Domains.

Meike Reichle, Kerstin Bach, Alexander Reichle-Schmehl, Klaus-Dieter Althoff

Proceedings of the Fifth Conference Professional Knowledge Management: Experiences and Visions, 2009

The SEASALT Architecture and Its Realization within the docQuery Project.

Meike Reichle, Kerstin Bach, Klaus-Dieter Althoff

Proceedings of the KI 2009: Advances in Artificial Intelligence, 2009

A Value Supplementation Method for Case Bases with Incomplete Information.

Kerstin Bach, Meike Reichle, Klaus-Dieter Althoff

Proceedings of the Case-Based Reasoning Research and Development, 2009

2008

Improving Result Adaptation through 2-step Retrieval.

Meike Reichle, Kerstin Bach

Proceedings of the 4th Workshop on Knowledge Engineering and Software Engineering (KESE-2008) at the 31st German Conference on Artificial Intelligence, 2008

Realizing Modularized Knowledge Models for Heterogeneous Application Domains.

Klaus-Dieter Althoff, Kerstin Bach, Meike Reichle

Proceedings of the Advances in Data Mining. Medical Applications, 2008

Preface: Uncertainty, Similarity, and Knowledge Discovery in CBR.

Eyke Hüllermeier, Michael M. Richter, Rosina Weber, Kerstin Bach, Miltos Petridis

Proceedings of the ECCBR 2008, 2008

Realising a CBR-based approach for Computer Cooking Contest with e: IAS.

Alexandre Hanft, Norman Ihle, Kerstin Bach, Régis Newo, Jens Mänz

Proceedings of the ECCBR 2008, 2008

2007

A Domain Independent System Architecture for Sharing Experience.

Kerstin Bach, Meike Reichle, Klaus-Dieter Althoff

Proceedings of the LWA 2007: Lernen - Wissen, 2007

TCR - Textual Coverage Rate.

Kerstin Bach, Alexandre Hanft

Proceedings of the LWA 2007: Lernen - Wissen, 2007

Collaborative Multi-Expert-Systems - Realizing Knowledge-Lines with Case Factories and Distributed Learning Systems.

Klaus-Dieter Althoff, Kerstin Bach, Jan-Oliver Deutsch, Alexandre Hanft, Jens Mänz, Thomas Müller, Régis Newo, Meike Reichle, Martin Schaaf, Karl-Heinz Weis

Proceedings of the 3rd Workshop on Knowledge Engineering and Software Engineering (KESE 2007) at the 30th German Conference on Artificial Intelligence (KI-2007), 2007