Kerstin Bach
About
Kerstin is a professor at the Department of Computer Science. Her core competence field is Machine Learning and Artificial Intelligence. She is currently the research director of the NorwAI research center, deputy head of the Data and Artificial Intelligence group, and part of the Norwegian Open AI Lab.
Kerstin was awarded her PhD in Computer Science from the University of Hildesheim, Germany. Her main research interest are data-driven decision support systems as well as knowledge-intensive Case-Based Reasoning. She is the chair of the German Society for Computer Science's Special Interest Group on Knowledge Management and a board member of the Norwegian AI society.
Research Interest:
The main focus of her work is methods for applied artificial intelligence. While the application domains differ, we are investigating how to make knowledge and experience available through intelligent systems. Moreover, how to build systems that support complex, knowledge-intensive decisions using heterogeneous data sources. She has been the project manager of the selfBACK EU project that developed an e-Health application for low back pain patients.
She enjoys discussing AI methodologies and applications with fellow researchers, but more importantly teaching it to students and bringing it into multidisciplinary projects and thereby shaping the new digital world.
In particular, we are applying methods from the following research fields:
- Case-Based Reasoning
- Decision Support Systems
- Information Extraction and Knowledge Engineering
Research Group: Data and Artificial Intelligence
Projects:
- SupportPrim - Using AI for treatment planning of musculoskeletal pain (2020-2024)
- SmaRTWork - a digital system for personalised return to work recommendations for sick-listed with musculoskeletal disorders (2021 - 2027)
- Exaigon - Explainable AI systems for gradual industry adoption (2020 - 2024)
- AI4EU - An AI-on-demand platform for Europe (partner, H2020, 2019 – 2021)
- selfBACK - A decision support system for self-management of low back pain (project manager, H2020, 2016-2021)
- Back-UP - Personalised Prognostic Models to Improve Well-being and Return to Work After Neck and Low Back Pain (task leader, H2020, 2018 – 2021)
Publications
2024
-
Logacjov, Aleksej;
Bach, Kerstin.
(2024)
Self-supervised learning with randomized cross-sensor masked reconstruction for human activity recognition.
Engineering Applications of Artificial Intelligence
Academic article
2023
-
Bach, Kerstin.
(2023)
ICCBR Doctoral Consortium 2023 Preface.
Academic chapter/article/Conference paper
-
Bayrak, Betül;
Bach, Kerstin.
(2023)
A Twin XCBR System Using Supportive and Contrastive Explanations .
Academic chapter/article/Conference paper
-
Måløy, Håkon;
Downing, Keith;
Bach, Kerstin;
Misimi, Ekrem.
(2023)
Learning neural representations for the processing of temporal data in deep neural networks.
NTNU Grafisk Senter
Doctoral dissertation
-
Herland, Sverre;
Bach, Kerstin.
(2023)
Vessel-to-Vessel Motion Compensation with Reinforcement Learning.
AAAI Press
Academic chapter/article/Conference paper
-
Flogard, Eirik Lund;
Mengshoel, Ole Jakob;
Theisen, Ole Magnus;
Bach, Kerstin.
(2023)
Creating Explainable Dynamic Checklists via Machine
Learning to Ensure Decent Working Environment for
All: A Field Study with Labour Inspections.
IOS Press
Academic chapter/article/Conference paper
-
Marcuzzi, Anna;
Nordstoga, Anne Lovise;
Bach, Kerstin;
Aasdahl, Lene;
Nilsen, Tom Ivar Lund;
Bardal, Ellen Marie.
(2023)
Effect of an Artificial Intelligence-Based Self-Management App on Musculoskeletal Health in Patients With Neck and/or Low Back Pain Referred to Specialist Care: A Randomized Clinical Trial.
JAMA Network Open
Academic article
-
Veiga, Tiago;
Asad, Hafiz Areeb;
Kraemer, Frank Alexander;
Bach, Kerstin.
(2023)
Container-BasedIoTArchitectures: Use Case for Visual Person Counting.
Academic chapter/article/Conference paper
-
Asad, Hafiz Areeb;
Kraemer, Frank Alexander;
Bach, Kerstin;
Renner, Christian.
(2023)
Poster Abstract: Towards Autonomous Utility-Aware Energy Management for Energy Harvesting Devices.
Association for Computing Machinery (ACM)
Academic chapter/article/Conference paper
-
Bayrak, Betül;
Bach, Kerstin.
(2023)
PertCF: A Perturbation-Based Counterfactual Generation Approach.
Springer
Academic chapter/article/Conference paper
-
Ustad, Astrid;
Logacjov, Aleksej;
Trollebø, Stine Øverengen;
Thingstad, Anne Pernille Mæhle;
Vereijken, Beatrix;
Bach, Kerstin.
(2023)
Validation of an Activity Type Recognition Model Classifying Daily Physical Behavior in Older Adults: The HAR70+ Model.
Sensors
Academic article
-
Krämer, Frank Alexander;
Asad, Hafiz Areeb;
Bach, Kerstin;
Renner, Christian.
(2023)
Online Machine Learning for 1-Day-Ahead Prediction of Indoor Photovoltaic Energy.
IEEE Access
Academic article
-
Lervik, Lars Christian Naterstad;
Vasseljen, Ottar;
Austad, Bjarne;
Bach, Kerstin;
Bones, Anita Formo;
Granviken, Fredrik.
(2023)
SupportPrim-a computerized clinical decision support system for stratified care for patients with musculoskeletal pain complaints in general practice: study protocol for a randomized controlled trial.
Trials
Academic article
-
Verma, Deepika;
Bach, Kerstin;
Mork, Paul Jarle.
(2023)
External validation of prediction models for patient-reported outcome measurements collected using the selfBACK mobile app.
International Journal of Medical Informatics
Academic article
2022
-
Asad, Hafiz Areeb;
Kraemer, Frank Alexander;
Bach, Kerstin;
Renner, Christian;
Veiga, Tiago Santos.
(2022)
Learning attention models for resource-constrained, self-adaptive visual sensing applications.
Association for Computing Machinery (ACM)
Academic chapter/article/Conference paper
-
Flogard, Eirik Lund;
Mengshoel, Ole Jakob;
Bach, Kerstin.
(2022)
Creating Dynamic Checklists via Bayesian Case-Based Reasoning: Towards Decent Working Conditions for All.
IJCAI International Joint Conference on Artificial Intelligence
Academic article
-
Veiga, Tiago Santos;
Asad, Hafiz Areeb;
Kræmer, Frank Alexander;
Bach, Kerstin.
(2022)
Towards containerized, reuse-oriented AI deployment platforms for cognitive IoT applications.
Future Generation Computer Systems
Academic article
-
Vonstad, Elise Klæbo;
Bach, Kerstin;
Vereijken, Beatrix;
Su, Xiaomeng;
Nilsen, Jan Harald.
(2022)
Performance of machine learning models in estimation of ground reaction forces during balance exergaming.
Journal of NeuroEngineering and Rehabilitation
Academic article
-
Verma, Deepika;
Jansen, Duncan;
Bach, Kerstin;
Poel, Mannes;
Mork, Paul Jarle;
Oude Nijeweme d’Hollosy, Wendy.
(2022)
Exploratory application of machine learning methods on patient reported data in the development of supervised models for predicting outcomes.
BMC Medical Informatics and Decision Making
Academic article
-
Bach, Kerstin;
Kapetanakis, Stelios.
(2022)
ICCBR Doctoral Consortium 2022.
CEUR Workshop Proceedings
Editorial
-
Marin Veites, Paola;
Bach, Kerstin.
(2022)
Explaining CBR Systems Through Retrieval and Similarity Measure Visualizations: A Case Study.
Springer
Academic chapter/article/Conference paper
2021
-
Flogard, Eirik Lund;
Mengshoel, Ole Jakob;
Bach, Kerstin.
(2021)
Bayesian Feature Construction for Case-Based Reasoning: Generating Good Checklists.
Springer
Academic chapter/article/Conference paper
-
Verma, Deepika;
Bach, Kerstin;
Mork, Paul Jarle.
(2021)
Using Automated Feature Selection for Building Case-Based Reasoning Systems: An Example from Patient-Reported Outcome Measurements.
Springer
Academic chapter/article/Conference paper
-
Marcuzzi, Anna;
Bach, Kerstin;
Nordstoga, Anne Lovise;
Bertheussen, Gro Falkener;
Ashikhmin, Ilya;
Boldermo, Nora.
(2021)
Individually tailored self-management
app-based intervention (selfBACK)
versus a self-management web-based
intervention (e-Help) or usual care in
people with low back and neck pain
referred to secondary care: protocol for a
multiarm randomised clinical trial.
BMJ Open
Academic article
-
Verma, Deepika;
Bach, Kerstin;
Mork, Paul Jarle.
(2021)
Application of Machine Learning Methods on Patient Reported Outcome Measurements for Predicting Outcomes: A Literature Review.
Informatics
Academic article
-
Bach, Kerstin;
Kongsvold, Atle Austnes;
Bårdstu, Hilde Bremseth;
Bardal, Ellen Marie;
Kjærnli, Håkon Slåtten;
Herland, Sverre.
(2021)
A Machine Learning Classifier for Detection of Physical Activity Types and Postures During Free-Living.
Journal for the Measurement of Physical Behaviour (JMPB)
Academic article
-
Fleng Sandal, Louise;
Bach, Kerstin;
Øverås, Cecilie K.;
Jagd Svendsen, Malene;
Dalager, Tina;
Stejnicher Drongstrup Jensen, Jesper.
(2021)
Effectiveness of App-Delivered, Tailored Self-management Support for Adults With Lower Back Pain–Related Disability A selfBACK Randomized Clinical Trial.
JAMA Internal Medicine
Academic article
-
Veiga, Tiago Santos;
Ljunggren, Erling;
Bach, Kerstin;
Akselsen, Sigmund.
(2021)
Blind Calibration of Air Quality Wireless Sensor Networks Using Deep Neural Networks.
IEEE (Institute of Electrical and Electronics Engineers)
Academic chapter/article/Conference paper
-
Veiga, Tiago Santos;
Munch-Ellingsen, Arne;
Papastergiopoulos, Christoforos;
Tzovaras, Dimitrios;
Kalamaras, Ilias;
Bach, Kerstin.
(2021)
From a Low-Cost Air Quality Sensor Network to Decision Support Services: Steps towards Data Calibration and Service Development.
Sensors
Academic article
-
Mathisen, Bjørn Magnus;
Bach, Kerstin;
Aamodt, Agnar.
(2021)
Using extended siamese networks to provide decision support in aquaculture operations.
Applied intelligence (Boston)
Academic article
-
Logacjov, Aleksej;
Bach, Kerstin;
Kongsvold, Atle;
Bårdstu, Hilde Bremseth;
Mork, Paul Jarle.
(2021)
Harth: A human activity recognition dataset for machine learning.
Sensors
Academic article
-
Vonstad, Elise Klæbo;
Vereijken, Beatrix;
Bach, Kerstin;
Su, Xiaomeng;
Nilsen, Jan Harald.
(2021)
Assessment of Machine Learning Models for Classification of Movement Patterns During a Weight-Shifting Exergame.
IEEE Transactions on Human-Machine Systems
Academic article
-
Bergmann, Ralph;
Minor, Mirjam;
Bach, Kerstin;
Althoff, Klaus-Dieter;
Munoz-Avila, Hector.
(2021)
Fallbasiertes Schließen.
Walter de Gruyter (De Gruyter)
Chapter
-
Mathisen, Bjørn Magnus;
Aamodt, Agnar;
Bach, Kerstin;
Langseth, Helge.
(2021)
Using similarity learning to enable decision support in aquaculture.
Doctoral theses at NTNU (331)
Doctoral dissertation
-
Murad, Abdulmajid ;
Kraemer, Frank Alexander;
Bach, Kerstin;
Taylor, Gavin.
(2021)
Probabilistic Deep Learning to Quantify Uncertainty in Air Quality Forecasting.
Sensors
Academic article
2020
-
Murad, Abdulmajid ;
Kraemer, Frank Alexander;
Bach, Kerstin;
Taylor, Gavin.
(2020)
Information-Driven Adaptive Sensing Based on Deep Reinforcement Learning.
Association for Computing Machinery (ACM)
Academic chapter/article/Conference paper
-
Bach, Kerstin;
Akselsen, Sigmund;
Veiga, Tiago Santos;
Kalamaras, Ilias.
(2020)
On the Use of Air Quality Microsensors for Supporting Decision Makers.
Association for Computing Machinery (ACM)
Academic chapter/article/Conference paper
-
Mathisen, Bjørn Magnus;
Bach, Kerstin;
Meidell, Espen;
Måløy, Håkon;
Sjøblom, Edvard Schreiner.
(2020)
FishNet: A Unified Embedding for Salmon Recognition.
IOS Press
Academic chapter/article/Conference paper
-
Nordstoga, Anne Lovise;
Bach, Kerstin;
Sani, Sadiq;
Wiratunga, Nirmalie;
Mork, Paul Jarle;
Villumsen, Morten.
(2020)
Usability and Acceptability of an App (SELFBACK) to Support Self-Management of Low Back Pain: Mixed Methods Study.
JMIR Rehabilitation and Assistive Technologies
Academic article
-
Verma, Deepika;
Bach, Kerstin;
Mork, Paul Jarle.
(2020)
Clustering of Physical Behaviour Profiles using Knowledge-intensive Similarity Measures.
SciTePress
Academic chapter/article/Conference paper
-
Vonstad, Elise Klæbo;
Su, Xiaomeng;
Vereijken, Beatrix;
Bach, Kerstin;
Nilsen, Jan Harald.
(2020)
Comparison of a Deep Learning-Based Pose Estimation System to Marker-Based and Kinect Systems in Exergaming for Balance Training.
Sensors
Academic article
-
Wijekoon, Anjana;
Wiratunga, Nirmalie;
Cooper, Kay;
Bach, Kerstin.
(2020)
Learning to Recognise Exercises in the Self-Management of Low Back Pain.
AAAI Press
Academic chapter/article/Conference paper
-
Althoff, Klaus-Dieter;
Bach, Kerstin;
Bergmann, Ralph;
Marling, Cindy.
(2020)
The 27th International Conference on Case-Based Reasoning.
The AI Magazine
Short communication
-
Bach, Kerstin;
Mork, Paul Jarle.
(2020)
On the Explanation of Similarity for Developing and Deploying CBR Systems.
AAAI Press
Academic chapter/article/Conference paper
-
Nørregaard Rasmussen, Charlotte Diana;
Jagd Svendsen, Malene;
Wood, Karen;
Nicholl, Barbara I;
Mair, Frances S;
Fleng Sandal, Louise.
(2020)
App-Delivered Self-Management Intervention Trial selfBACK for People With Low Back Pain: Protocol for Implementation and Process Evaluation.
JMIR Research Protocols
Academic article
-
Sandal, Louise Fleng;
Øverås, Cecilie K.;
Nordstoga, Anne Lovise;
Wood, Karen;
Bach, Kerstin;
Hartvigsen, Jan.
(2020)
A digital decision support system
(selfBACK) for improved self-management
of low back pain: a pilot study with 6-week
follow-up.
BMC Pilot and Feasibility Studies
Academic article
2019
-
Murad, Abdulmajid Abdullah Yahya;
Kraemer, Frank Alexander;
Bach, Kerstin;
Taylor, Gavin.
(2019)
Autonomous Management of Energy-Harvesting IoT Nodes Using Deep Reinforcement Learning.
IEEE (Institute of Electrical and Electronics Engineers)
Academic chapter/article/Conference paper
-
Kalamaras, Ilias;
Xygonakis, Ioannis;
Glykos, Konstantinos;
Akselsen, Sigmund;
Munch-Ellingsen, Arne;
Nguyen, Hai Thanh.
(2019)
Visual analytics for exploring air quality data in an AI-enhanced IoT environment.
ACM Digital Library
Academic chapter/article/Conference paper
-
Jaiswal, Amar Deep;
Bach, Kerstin.
(2019)
A Data-Driven Approach for Determining Weights in Global Similarity Functions.
Lecture Notes in Computer Science (LNCS)
Academic article
-
Jaiswal, Amar Deep;
Bach, Kerstin;
Meisingset, Ingebrigt;
Vasseljen, Ottar.
(2019)
Case Representation and Similarity Modeling for Non-Specific Musculoskeletal Disorders - A Case-Based Reasoning Approach.
AAAI Press
AAAI Press
Academic anthology/Conference proceedings
-
Sandal, Louise Fleng;
Stochkendahl, Mette J;
Svendsen, Malene Jagd;
Wood, Karen;
Øverås, Cecilie Krage;
Nordstoga, Anne Lovise.
(2019)
An App-Delivered Self-Management Program for People With Low Back Pain: Protocol for the selfBACK Randomized Controlled Trial.
Journal of Medical Internet Research
Academic article
-
Bach, Kerstin;
Marling, Cindy.
(2019)
Case-Based Reasoning Research and Development.
Springer
Lecture Notes in Computer Science (LNCS) (11680)
Academic anthology/Conference proceedings
-
Verma, Deepika;
Bach, Kerstin;
Mork, Paul Jarle.
(2019)
Similarity measure development for case-based reasoning-a data-driven approach.
Communications in Computer and Information Science (CCIS)
Academic article
-
Bach, Kerstin;
Mathisen, Bjørn Magnus;
Jaiswal, Amar Deep.
(2019)
Demonstrating the myCBR Rest API.
CEUR Workshop Proceedings
Academic article
-
Mathisen, Bjørn Magnus;
Aamodt, Agnar;
Langseth, Helge;
Bach, Kerstin.
(2019)
Learning similarity measures from data.
Progress in Artificial Intelligence
Academic article
-
Murad, Abdulmajid Abdullah Yahya;
Kraemer, Frank Alexander;
Bach, Kerstin;
Taylor, Gavin.
(2019)
IoT Sensor Gym: Training Autonomous IoT Devices with Deep Reinforcement Learning.
Association for Computing Machinery (ACM)
Academic chapter/article/Conference paper
-
Bach, Kerstin;
Ruocco, Massimiliano.
(2019)
Nordic Artificial Intelligence Research and Development: Porc. of Third Symposium of the Norwegian AI Society, NAIS 2019.
Springer
Communications in Computer and Information Science (CCIS) (1056)
Academic anthology/Conference proceedings
2018
-
Bach, Kerstin.
(2018)
Knowledge Engineering for Distributed Case-Based Reasoning Systems.
Springer
Chapter
-
Aha, David;
Bach, Kerstin;
Gundersen, Odd Erik;
Lieber, Jean.
(2018)
The 25th International Conference on Case-Based Reasoning.
The AI Magazine
Academic article
-
Mork, Paul Jarle;
Bach, Kerstin.
(2018)
A Decision Support System to Enhance Self-Management of Low
Back Pain: Protocol for the selfBACK Project.
Journal of Medical Internet Research
Academic article
-
Bach, Kerstin;
Marling, Cindy;
Mork, Paul Jarle;
Aamodt, Agnar;
Mair, Frances;
Nicholl, Barbara I.
(2018)
Design of a clinician dashboard to facilitate co-decision making in the management of non-specific low back pain.
Journal of Intelligent Information Systems
Academic article
-
Verma, Deepika;
Bach, Kerstin;
Mork, Paul Jarle.
(2018)
Modelling Similarity for Comparing Physical Activity Profiles - A Data-Driven Approach.
Lecture Notes in Computer Science (LNCS)
Academic article
-
Nikpour, Hoda;
Aamodt, Agnar;
Bach, Kerstin.
(2018)
Bayesian-Supported Retrieval in BNCreek: A Knowledge-Intensive Case-Based Reasoning System.
Lecture Notes in Computer Science (LNCS)
Academic article
-
Vonstad, Elise Klæbo;
Vereijken, Beatrix;
Nilsen, Jan Harald;
Bach, Kerstin.
(2018)
P 119 - Machine learning as a tool to ensure movement quality in balance training exergames.
Gait & Posture
Short communication
-
Bach, Kerstin.
(2018)
From data to context-aware decision making: Challenges and opportunities.
CEUR Workshop Proceedings
Academic article
-
Vonstad, Elise Klæbo;
Su, Xiaomeng;
Vereijken, Beatrix;
Nilsen, Jan Harald;
Bach, Kerstin.
(2018)
Classification of movement quality in a weight-shifting exercise.
CEUR Workshop Proceedings
Academic article
2017
-
Skjold, Kari Fosshaug;
Øynes, Marthe Sofie;
Bach, Kerstin;
Aamodt, Agnar.
(2017)
IntelliMeal - Enhancing Creativity by Reusing Domain Knowledge in the Adaptation Process.
Academic chapter/article/Conference paper
-
Bach, Kerstin;
Prestmo, Tale;
Aamodt, Agnar;
Mork, Paul Jarle.
(2017)
Diversity of Exercise Plans using Evolutionary Inspired Adaptation.
CEUR Workshop Proceedings
Abstract
-
Prestmo, Tale;
Bach, Kerstin;
Aamodt, Agnar;
Mork, Paul Jarle.
(2017)
Evolutionary inspired adaptation of exercise plans for increasing solution variety.
Lecture Notes in Computer Science (LNCS)
Academic article
2016
-
Bach, Kerstin;
Szczepanski, Tomasz Szymon;
Aamodt, Agnar;
Gundersen, Odd Erik;
Mork, Paul Jarle.
(2016)
Case Representation and Similarity Assessment in the SELFBACK Decision Support System.
Lecture Notes in Computer Science (LNCS)
Academic article
2012
-
Bach, Kerstin.
(2012)
Knowledge Acquisition for Case-Based Reasoning Systems.
Dr. Hut Verlag
Doctoral dissertation
Journal publications
-
Logacjov, Aleksej;
Bach, Kerstin.
(2024)
Self-supervised learning with randomized cross-sensor masked reconstruction for human activity recognition.
Engineering Applications of Artificial Intelligence
Academic article
-
Marcuzzi, Anna;
Nordstoga, Anne Lovise;
Bach, Kerstin;
Aasdahl, Lene;
Nilsen, Tom Ivar Lund;
Bardal, Ellen Marie.
(2023)
Effect of an Artificial Intelligence-Based Self-Management App on Musculoskeletal Health in Patients With Neck and/or Low Back Pain Referred to Specialist Care: A Randomized Clinical Trial.
JAMA Network Open
Academic article
-
Ustad, Astrid;
Logacjov, Aleksej;
Trollebø, Stine Øverengen;
Thingstad, Anne Pernille Mæhle;
Vereijken, Beatrix;
Bach, Kerstin.
(2023)
Validation of an Activity Type Recognition Model Classifying Daily Physical Behavior in Older Adults: The HAR70+ Model.
Sensors
Academic article
-
Krämer, Frank Alexander;
Asad, Hafiz Areeb;
Bach, Kerstin;
Renner, Christian.
(2023)
Online Machine Learning for 1-Day-Ahead Prediction of Indoor Photovoltaic Energy.
IEEE Access
Academic article
-
Lervik, Lars Christian Naterstad;
Vasseljen, Ottar;
Austad, Bjarne;
Bach, Kerstin;
Bones, Anita Formo;
Granviken, Fredrik.
(2023)
SupportPrim-a computerized clinical decision support system for stratified care for patients with musculoskeletal pain complaints in general practice: study protocol for a randomized controlled trial.
Trials
Academic article
-
Verma, Deepika;
Bach, Kerstin;
Mork, Paul Jarle.
(2023)
External validation of prediction models for patient-reported outcome measurements collected using the selfBACK mobile app.
International Journal of Medical Informatics
Academic article
-
Flogard, Eirik Lund;
Mengshoel, Ole Jakob;
Bach, Kerstin.
(2022)
Creating Dynamic Checklists via Bayesian Case-Based Reasoning: Towards Decent Working Conditions for All.
IJCAI International Joint Conference on Artificial Intelligence
Academic article
-
Veiga, Tiago Santos;
Asad, Hafiz Areeb;
Kræmer, Frank Alexander;
Bach, Kerstin.
(2022)
Towards containerized, reuse-oriented AI deployment platforms for cognitive IoT applications.
Future Generation Computer Systems
Academic article
-
Vonstad, Elise Klæbo;
Bach, Kerstin;
Vereijken, Beatrix;
Su, Xiaomeng;
Nilsen, Jan Harald.
(2022)
Performance of machine learning models in estimation of ground reaction forces during balance exergaming.
Journal of NeuroEngineering and Rehabilitation
Academic article
-
Verma, Deepika;
Jansen, Duncan;
Bach, Kerstin;
Poel, Mannes;
Mork, Paul Jarle;
Oude Nijeweme d’Hollosy, Wendy.
(2022)
Exploratory application of machine learning methods on patient reported data in the development of supervised models for predicting outcomes.
BMC Medical Informatics and Decision Making
Academic article
-
Bach, Kerstin;
Kapetanakis, Stelios.
(2022)
ICCBR Doctoral Consortium 2022.
CEUR Workshop Proceedings
Editorial
-
Marcuzzi, Anna;
Bach, Kerstin;
Nordstoga, Anne Lovise;
Bertheussen, Gro Falkener;
Ashikhmin, Ilya;
Boldermo, Nora.
(2021)
Individually tailored self-management
app-based intervention (selfBACK)
versus a self-management web-based
intervention (e-Help) or usual care in
people with low back and neck pain
referred to secondary care: protocol for a
multiarm randomised clinical trial.
BMJ Open
Academic article
-
Verma, Deepika;
Bach, Kerstin;
Mork, Paul Jarle.
(2021)
Application of Machine Learning Methods on Patient Reported Outcome Measurements for Predicting Outcomes: A Literature Review.
Informatics
Academic article
-
Bach, Kerstin;
Kongsvold, Atle Austnes;
Bårdstu, Hilde Bremseth;
Bardal, Ellen Marie;
Kjærnli, Håkon Slåtten;
Herland, Sverre.
(2021)
A Machine Learning Classifier for Detection of Physical Activity Types and Postures During Free-Living.
Journal for the Measurement of Physical Behaviour (JMPB)
Academic article
-
Fleng Sandal, Louise;
Bach, Kerstin;
Øverås, Cecilie K.;
Jagd Svendsen, Malene;
Dalager, Tina;
Stejnicher Drongstrup Jensen, Jesper.
(2021)
Effectiveness of App-Delivered, Tailored Self-management Support for Adults With Lower Back Pain–Related Disability A selfBACK Randomized Clinical Trial.
JAMA Internal Medicine
Academic article
-
Veiga, Tiago Santos;
Munch-Ellingsen, Arne;
Papastergiopoulos, Christoforos;
Tzovaras, Dimitrios;
Kalamaras, Ilias;
Bach, Kerstin.
(2021)
From a Low-Cost Air Quality Sensor Network to Decision Support Services: Steps towards Data Calibration and Service Development.
Sensors
Academic article
-
Mathisen, Bjørn Magnus;
Bach, Kerstin;
Aamodt, Agnar.
(2021)
Using extended siamese networks to provide decision support in aquaculture operations.
Applied intelligence (Boston)
Academic article
-
Logacjov, Aleksej;
Bach, Kerstin;
Kongsvold, Atle;
Bårdstu, Hilde Bremseth;
Mork, Paul Jarle.
(2021)
Harth: A human activity recognition dataset for machine learning.
Sensors
Academic article
-
Vonstad, Elise Klæbo;
Vereijken, Beatrix;
Bach, Kerstin;
Su, Xiaomeng;
Nilsen, Jan Harald.
(2021)
Assessment of Machine Learning Models for Classification of Movement Patterns During a Weight-Shifting Exergame.
IEEE Transactions on Human-Machine Systems
Academic article
-
Murad, Abdulmajid ;
Kraemer, Frank Alexander;
Bach, Kerstin;
Taylor, Gavin.
(2021)
Probabilistic Deep Learning to Quantify Uncertainty in Air Quality Forecasting.
Sensors
Academic article
-
Nordstoga, Anne Lovise;
Bach, Kerstin;
Sani, Sadiq;
Wiratunga, Nirmalie;
Mork, Paul Jarle;
Villumsen, Morten.
(2020)
Usability and Acceptability of an App (SELFBACK) to Support Self-Management of Low Back Pain: Mixed Methods Study.
JMIR Rehabilitation and Assistive Technologies
Academic article
-
Vonstad, Elise Klæbo;
Su, Xiaomeng;
Vereijken, Beatrix;
Bach, Kerstin;
Nilsen, Jan Harald.
(2020)
Comparison of a Deep Learning-Based Pose Estimation System to Marker-Based and Kinect Systems in Exergaming for Balance Training.
Sensors
Academic article
-
Althoff, Klaus-Dieter;
Bach, Kerstin;
Bergmann, Ralph;
Marling, Cindy.
(2020)
The 27th International Conference on Case-Based Reasoning.
The AI Magazine
Short communication
-
Nørregaard Rasmussen, Charlotte Diana;
Jagd Svendsen, Malene;
Wood, Karen;
Nicholl, Barbara I;
Mair, Frances S;
Fleng Sandal, Louise.
(2020)
App-Delivered Self-Management Intervention Trial selfBACK for People With Low Back Pain: Protocol for Implementation and Process Evaluation.
JMIR Research Protocols
Academic article
-
Sandal, Louise Fleng;
Øverås, Cecilie K.;
Nordstoga, Anne Lovise;
Wood, Karen;
Bach, Kerstin;
Hartvigsen, Jan.
(2020)
A digital decision support system
(selfBACK) for improved self-management
of low back pain: a pilot study with 6-week
follow-up.
BMC Pilot and Feasibility Studies
Academic article
-
Jaiswal, Amar Deep;
Bach, Kerstin.
(2019)
A Data-Driven Approach for Determining Weights in Global Similarity Functions.
Lecture Notes in Computer Science (LNCS)
Academic article
-
Sandal, Louise Fleng;
Stochkendahl, Mette J;
Svendsen, Malene Jagd;
Wood, Karen;
Øverås, Cecilie Krage;
Nordstoga, Anne Lovise.
(2019)
An App-Delivered Self-Management Program for People With Low Back Pain: Protocol for the selfBACK Randomized Controlled Trial.
Journal of Medical Internet Research
Academic article
-
Verma, Deepika;
Bach, Kerstin;
Mork, Paul Jarle.
(2019)
Similarity measure development for case-based reasoning-a data-driven approach.
Communications in Computer and Information Science (CCIS)
Academic article
-
Bach, Kerstin;
Mathisen, Bjørn Magnus;
Jaiswal, Amar Deep.
(2019)
Demonstrating the myCBR Rest API.
CEUR Workshop Proceedings
Academic article
-
Mathisen, Bjørn Magnus;
Aamodt, Agnar;
Langseth, Helge;
Bach, Kerstin.
(2019)
Learning similarity measures from data.
Progress in Artificial Intelligence
Academic article
-
Aha, David;
Bach, Kerstin;
Gundersen, Odd Erik;
Lieber, Jean.
(2018)
The 25th International Conference on Case-Based Reasoning.
The AI Magazine
Academic article
-
Mork, Paul Jarle;
Bach, Kerstin.
(2018)
A Decision Support System to Enhance Self-Management of Low
Back Pain: Protocol for the selfBACK Project.
Journal of Medical Internet Research
Academic article
-
Bach, Kerstin;
Marling, Cindy;
Mork, Paul Jarle;
Aamodt, Agnar;
Mair, Frances;
Nicholl, Barbara I.
(2018)
Design of a clinician dashboard to facilitate co-decision making in the management of non-specific low back pain.
Journal of Intelligent Information Systems
Academic article
-
Verma, Deepika;
Bach, Kerstin;
Mork, Paul Jarle.
(2018)
Modelling Similarity for Comparing Physical Activity Profiles - A Data-Driven Approach.
Lecture Notes in Computer Science (LNCS)
Academic article
-
Nikpour, Hoda;
Aamodt, Agnar;
Bach, Kerstin.
(2018)
Bayesian-Supported Retrieval in BNCreek: A Knowledge-Intensive Case-Based Reasoning System.
Lecture Notes in Computer Science (LNCS)
Academic article
-
Vonstad, Elise Klæbo;
Vereijken, Beatrix;
Nilsen, Jan Harald;
Bach, Kerstin.
(2018)
P 119 - Machine learning as a tool to ensure movement quality in balance training exergames.
Gait & Posture
Short communication
-
Bach, Kerstin.
(2018)
From data to context-aware decision making: Challenges and opportunities.
CEUR Workshop Proceedings
Academic article
-
Vonstad, Elise Klæbo;
Su, Xiaomeng;
Vereijken, Beatrix;
Nilsen, Jan Harald;
Bach, Kerstin.
(2018)
Classification of movement quality in a weight-shifting exercise.
CEUR Workshop Proceedings
Academic article
-
Bach, Kerstin;
Prestmo, Tale;
Aamodt, Agnar;
Mork, Paul Jarle.
(2017)
Diversity of Exercise Plans using Evolutionary Inspired Adaptation.
CEUR Workshop Proceedings
Abstract
-
Prestmo, Tale;
Bach, Kerstin;
Aamodt, Agnar;
Mork, Paul Jarle.
(2017)
Evolutionary inspired adaptation of exercise plans for increasing solution variety.
Lecture Notes in Computer Science (LNCS)
Academic article
-
Bach, Kerstin;
Szczepanski, Tomasz Szymon;
Aamodt, Agnar;
Gundersen, Odd Erik;
Mork, Paul Jarle.
(2016)
Case Representation and Similarity Assessment in the SELFBACK Decision Support System.
Lecture Notes in Computer Science (LNCS)
Academic article
Books
-
Jaiswal, Amar Deep;
Bach, Kerstin;
Meisingset, Ingebrigt;
Vasseljen, Ottar.
(2019)
Case Representation and Similarity Modeling for Non-Specific Musculoskeletal Disorders - A Case-Based Reasoning Approach.
AAAI Press
AAAI Press
Academic anthology/Conference proceedings
-
Bach, Kerstin;
Marling, Cindy.
(2019)
Case-Based Reasoning Research and Development.
Springer
Lecture Notes in Computer Science (LNCS) (11680)
Academic anthology/Conference proceedings
-
Bach, Kerstin;
Ruocco, Massimiliano.
(2019)
Nordic Artificial Intelligence Research and Development: Porc. of Third Symposium of the Norwegian AI Society, NAIS 2019.
Springer
Communications in Computer and Information Science (CCIS) (1056)
Academic anthology/Conference proceedings
Part of book/report
-
Bach, Kerstin.
(2023)
ICCBR Doctoral Consortium 2023 Preface.
Academic chapter/article/Conference paper
-
Bayrak, Betül;
Bach, Kerstin.
(2023)
A Twin XCBR System Using Supportive and Contrastive Explanations .
Academic chapter/article/Conference paper
-
Herland, Sverre;
Bach, Kerstin.
(2023)
Vessel-to-Vessel Motion Compensation with Reinforcement Learning.
AAAI Press
Academic chapter/article/Conference paper
-
Flogard, Eirik Lund;
Mengshoel, Ole Jakob;
Theisen, Ole Magnus;
Bach, Kerstin.
(2023)
Creating Explainable Dynamic Checklists via Machine
Learning to Ensure Decent Working Environment for
All: A Field Study with Labour Inspections.
IOS Press
Academic chapter/article/Conference paper
-
Veiga, Tiago;
Asad, Hafiz Areeb;
Kraemer, Frank Alexander;
Bach, Kerstin.
(2023)
Container-BasedIoTArchitectures: Use Case for Visual Person Counting.
Academic chapter/article/Conference paper
-
Asad, Hafiz Areeb;
Kraemer, Frank Alexander;
Bach, Kerstin;
Renner, Christian.
(2023)
Poster Abstract: Towards Autonomous Utility-Aware Energy Management for Energy Harvesting Devices.
Association for Computing Machinery (ACM)
Academic chapter/article/Conference paper
-
Bayrak, Betül;
Bach, Kerstin.
(2023)
PertCF: A Perturbation-Based Counterfactual Generation Approach.
Springer
Academic chapter/article/Conference paper
-
Asad, Hafiz Areeb;
Kraemer, Frank Alexander;
Bach, Kerstin;
Renner, Christian;
Veiga, Tiago Santos.
(2022)
Learning attention models for resource-constrained, self-adaptive visual sensing applications.
Association for Computing Machinery (ACM)
Academic chapter/article/Conference paper
-
Marin Veites, Paola;
Bach, Kerstin.
(2022)
Explaining CBR Systems Through Retrieval and Similarity Measure Visualizations: A Case Study.
Springer
Academic chapter/article/Conference paper
-
Flogard, Eirik Lund;
Mengshoel, Ole Jakob;
Bach, Kerstin.
(2021)
Bayesian Feature Construction for Case-Based Reasoning: Generating Good Checklists.
Springer
Academic chapter/article/Conference paper
-
Verma, Deepika;
Bach, Kerstin;
Mork, Paul Jarle.
(2021)
Using Automated Feature Selection for Building Case-Based Reasoning Systems: An Example from Patient-Reported Outcome Measurements.
Springer
Academic chapter/article/Conference paper
-
Veiga, Tiago Santos;
Ljunggren, Erling;
Bach, Kerstin;
Akselsen, Sigmund.
(2021)
Blind Calibration of Air Quality Wireless Sensor Networks Using Deep Neural Networks.
IEEE (Institute of Electrical and Electronics Engineers)
Academic chapter/article/Conference paper
-
Bergmann, Ralph;
Minor, Mirjam;
Bach, Kerstin;
Althoff, Klaus-Dieter;
Munoz-Avila, Hector.
(2021)
Fallbasiertes Schließen.
Walter de Gruyter (De Gruyter)
Chapter
-
Murad, Abdulmajid ;
Kraemer, Frank Alexander;
Bach, Kerstin;
Taylor, Gavin.
(2020)
Information-Driven Adaptive Sensing Based on Deep Reinforcement Learning.
Association for Computing Machinery (ACM)
Academic chapter/article/Conference paper
-
Bach, Kerstin;
Akselsen, Sigmund;
Veiga, Tiago Santos;
Kalamaras, Ilias.
(2020)
On the Use of Air Quality Microsensors for Supporting Decision Makers.
Association for Computing Machinery (ACM)
Academic chapter/article/Conference paper
-
Mathisen, Bjørn Magnus;
Bach, Kerstin;
Meidell, Espen;
Måløy, Håkon;
Sjøblom, Edvard Schreiner.
(2020)
FishNet: A Unified Embedding for Salmon Recognition.
IOS Press
Academic chapter/article/Conference paper
-
Verma, Deepika;
Bach, Kerstin;
Mork, Paul Jarle.
(2020)
Clustering of Physical Behaviour Profiles using Knowledge-intensive Similarity Measures.
SciTePress
Academic chapter/article/Conference paper
-
Wijekoon, Anjana;
Wiratunga, Nirmalie;
Cooper, Kay;
Bach, Kerstin.
(2020)
Learning to Recognise Exercises in the Self-Management of Low Back Pain.
AAAI Press
Academic chapter/article/Conference paper
-
Bach, Kerstin;
Mork, Paul Jarle.
(2020)
On the Explanation of Similarity for Developing and Deploying CBR Systems.
AAAI Press
Academic chapter/article/Conference paper
-
Murad, Abdulmajid Abdullah Yahya;
Kraemer, Frank Alexander;
Bach, Kerstin;
Taylor, Gavin.
(2019)
Autonomous Management of Energy-Harvesting IoT Nodes Using Deep Reinforcement Learning.
IEEE (Institute of Electrical and Electronics Engineers)
Academic chapter/article/Conference paper
-
Kalamaras, Ilias;
Xygonakis, Ioannis;
Glykos, Konstantinos;
Akselsen, Sigmund;
Munch-Ellingsen, Arne;
Nguyen, Hai Thanh.
(2019)
Visual analytics for exploring air quality data in an AI-enhanced IoT environment.
ACM Digital Library
Academic chapter/article/Conference paper
-
Murad, Abdulmajid Abdullah Yahya;
Kraemer, Frank Alexander;
Bach, Kerstin;
Taylor, Gavin.
(2019)
IoT Sensor Gym: Training Autonomous IoT Devices with Deep Reinforcement Learning.
Association for Computing Machinery (ACM)
Academic chapter/article/Conference paper
-
Bach, Kerstin.
(2018)
Knowledge Engineering for Distributed Case-Based Reasoning Systems.
Springer
Chapter
-
Skjold, Kari Fosshaug;
Øynes, Marthe Sofie;
Bach, Kerstin;
Aamodt, Agnar.
(2017)
IntelliMeal - Enhancing Creativity by Reusing Domain Knowledge in the Adaptation Process.
Academic chapter/article/Conference paper
Report
-
Måløy, Håkon;
Downing, Keith;
Bach, Kerstin;
Misimi, Ekrem.
(2023)
Learning neural representations for the processing of temporal data in deep neural networks.
NTNU Grafisk Senter
Doctoral dissertation
-
Mathisen, Bjørn Magnus;
Aamodt, Agnar;
Bach, Kerstin;
Langseth, Helge.
(2021)
Using similarity learning to enable decision support in aquaculture.
Doctoral theses at NTNU (331)
Doctoral dissertation
-
Bach, Kerstin.
(2012)
Knowledge Acquisition for Case-Based Reasoning Systems.
Dr. Hut Verlag
Doctoral dissertation
Teaching
Courses
Media
2023
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LectureVeiga, Tiago; Asad, Hafiz Areeb; Kraemer, Frank Alexander; Bach, Kerstin. (2023) Container-Based IoT Architectures: Use Case for Visual Person Counting. Norwegian AI Society 5th Symposium of the Norwegian AI Society , Bergen 2023-06-14 - 2023-06-15
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Popular scientific lectureBach, Kerstin. (2023) Trondheim Tech Port Innovation Breakfast: The Role of AI in Future Healthcare Services. Trondheim Tech Port Trondheim Tech Port Innovation Breakfast , Trondheim 2023-06-02 - 2023-06-02
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Popular scientific lectureGulla, Jon Atle; Bach, Kerstin. (2023) Student information about NorwAI. BRAIN Lunch seminar 2023-03-24 - 2023-03-24
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LectureBach, Kerstin. (2023) Expertise in Action: Developing AI-Driven Solutions with Interdisciplinary Collaboration. US Naval Academy Guest Lectures at US Naval Academy , Anapolis 2023-02-07 - 2023-02-07
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Academic lectureBach, Kerstin; Tessem, Bjørnar. (2023) Nordic Seminar on eXplainable AI (XAI). Norwegian Open AI Lab 2-day Workshop on eXplainable AI (XAI) , Trondheim 2023-03-29 - 2023-03-30
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Academic lectureMeisingset, Ingebrigt; Granviken, Fredrik; Bach, Kerstin; Bones, Anita Formo; Klevanger, Nina Elisabeth; Simpson, Melanie Rae. (2023) Advancing from stratified to personalized AI-based management of MSK patients in Norwegian primary care . EFIC EFIC 2023-09-20 - 2023-09-22
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PosterGranviken, Fredrik; Meisingset, Ingebrigt; Bach, Kerstin; Bones, Anita Formo; Simpson, Melanie Rae; Hill, Jonathan C.. (2023) Optimising the management of musculoskeletal pain disorders in primary physiotherapy care: a cluster randomised controlled trial (The SupportPrim Project). EFIC 13th Congress of the European Pain Federation EFIC - Pain in Europe XIII (EFIC 2023) , Budapest, Hungary 2023-09-20 - 2023-09-22
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Academic lectureGranviken, Fredrik; Vasseljen, Ottar; Bach, Kerstin; Jaiswal, Amar Deep; Meisingset, Ingebrigt. (2023) Case-Based Reasoning: Application of an artifical intelligence system in the management of common musculoskeletal pain complaints . International Forum for Back and Neck Pain Research The 18th International Forum for Back and Neck Pain Research in Primary Care , Groningen, Netherlands 2023-08-30 - 2023-09-01
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PosterGranviken, Fredrik; Meisingset, Ingebrigt; Vasseljen, Ottar; Bach, Kerstin; Bones, Anita Formo; Klevanger, Nina Elisabeth. (2023) Acceptance and use of a clinical decision support system in musculoskeletal pain disorders- The SupportPrim Project . International Forum for Back and Neck Pain Research The 18th International Forum for Back and Neck Pain Research in Primary Care , Groningen, Netherlands 2023-08-30 - 2023-09-01
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PosterGranviken, Fredrik; Meisingset, Ingebrigt; Bach, Kerstin; Bones, Anita Formo; Simpson, Melanie Rae; Hill, Jonathan C.. (2023) Optimising the management of musculoskeletal pain disorders in primary physiotherapy care: a cluster randomised controlled trial (The SupportPrim Project). International Forum for Back and Neck Pain Research The 18th International Forum for Back and Neck Pain Research in Primary Care , Groningen, Netherlands 2023-08-30 - 2023-09-01
2022
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LectureGranviken, Fredrik; Meisingset, Ingebrigt; Bach, Kerstin; Jaiswal, Amar; Klevanger, Nina Elisabeth; Bones, Anita Formo. (2022) Personalized physiotherapy treatment for musculoskeletal disorders . NTNU Høstmøte Primærhelstjenesteforskning 2022 , Trondheim 2022-10-05 - 2022-10-05
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LectureGranviken, Fredrik; Meisingset, Ingebrigt; Vasseljen, Ottar; Bach, Kerstin; Bones, Anita Formo; Klevanger, Nina Elisabeth. (2022) Evaluering av brukervennlighet og aksept for et digitalt beslutningsstøttesystem ved muskel- og skjelettplager (SupportPrim). MUSS konferansen 2022 2022-11-10 -
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Academic lectureBach, Kerstin. (2022) AI in Healthcare: An Interdisciplinary Journey by Kerstin Bach. Institutt for informasjons- og medievitenskap, UiB AI Agora Seminar Series , Bergen 2022-11-23 - 2022-11-23
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PosterBayrak, Betül; Marin Veites, Paola; Bach, Kerstin. (2022) Explaining Black-Box Models: Using a Multi-agent CBR System. NorwAI / NTNU NorwAIInnovate 2022 , Trondheim 2022-11-01 - 2022-11-02
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Lecture
-
PosterUstad, Astrid; Trollebø, Stine Øverengen; Logacjov, Aleksej; Bach, Kerstin; Vereijken, Egberta; Maroni, Nina Skjæret. (2022) Classification of daily physical behavior in older adults using machine learning. International Society for the Measurement of Physical Behaviour International Conference on Ambulatory Monitoring of Physical Activity and Movement (ICAMPAM) , Keystone, Colorado, USA 2022-06-21 - 2022-06-24
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PosterUstad, Astrid; Trollebø, Stine Øverengen; Logacjov, Aleksej; Bach, Kerstin; Vereijken, Egberta; Maroni, Nina Skjæret. (2022) Classification of daily physical behavior using raw accelerometry in older adults: A validation study. International Society of Posture & Gait Research The ISPGR World Congress , Montreal, Canada 2022-07-03 - 2022-07-07
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Academic lectureBach, Kerstin. (2022) The new research center NorwAI in Trondheim - business-oriented research and innovation under the leadership of NTNU and Sintef. Helse Midt-Norge RHF Regional digital forskningskonferanse i Helse Midt-Norge RHF 2022 , Online 2022-02-09 - 2022-02-09
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PosterGranviken, Fredrik; Vasseljen, Ottar; Bach, Kerstin; Jaiswal, Amar; Bones, Anita Formo; Meisingset, Ingebrigt. (2022) Personalized physiotherapy treatment for musculoskeletal disorders (SupportPrim). Helse Midt-Norge Regional digital forskningskonferanse i Helse Midt-Norge 2022 2022-02-09 - 2022-02-09
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Popular scientific lectureBach, Kerstin. (2022) NorwAI: presentation of the research center. BRAIN student organization BRAIN Interactive Talks , Trondheim 2022-04-06 - 2022-04-06
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Programme participationBach, Kerstin. (2022) Innovasjonsfrokost: Framtidens helseteknologi by Trondheim Tech Port. Trondheim, Norway Trondheim, Norway [Internet] 2022-03-10
2021
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Academic lectureBach, Kerstin. (2021) Data-driven Knowledge Engineering for CBR Systems. Ajay Bansal, Seong-je Cho, Mirjam Minor, Alexander Wachtel Artificial Intelligence & Knowledge Engineering 2021 , Virtual 2021-12-01 - 2021-12-03
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Academic lectureBach, Kerstin. (2021) Developing Digital Healthcare Interventions using Case-Based Reasoning . Antonio Sánchez-Ruiz and Michael Floyd International Conference on Case-Based Reasoning 2021 , Online / Salamanca 2021-09-13 - 2021-09-16
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InterviewDørheim Ho-Yen, Victoria Cicely; Bach, Kerstin. (2021) Har vi en grunn til å frykte kunstig intelligens?. https://samfunnsviteren.no/dybdeartikkel/har-vi-en-grunn-til https://samfunnsviteren.no/dybdeartikkel/har-vi-en-grunn-til [Internet] 2021-09-30
2020
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LectureFleng Sandal, Louise; Nordstoga, Anne Lovise; Wood, Karen; Bach, Kerstin; Hartvigsen, Jan; Søgaard, Karen. (2020) En pilotstudie av et digitalt beslutningsstøttesystem (SELFBACK) rettet mot å bedre og støtte selvhåndtering av ryggsmerter . MUSS 9. Nasjonale forskningskonferanse innen muskelskjeletthelse 2020 , Digitalt via zoom 2020-11-19 - 2020-11-20
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LectureSandal, Louise Fleng; Nordstoga, Anne Lovise; Wood, Karen; Bach, Kerstin; Hartvigsen, Jan; Søgaard, Karen. (2020) En pilotstudie av et digitalt beslutningsstøttesystem (SELFBACK) rettet mot å bedre og støtte selvhåndtering av ryggsmerter. MUSS 9. Nasjonale forskningskonferanse innen muskelskjeletthelse 2020 , Digitalt via zoom 2020-11-19 - 2020-11-20
2019
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PosterMurad, Abdulmajid Abdullah Yahya; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2019) IoT Sensor Gym: Training Autonomous IoT Devices with Deep Reinforcement Learning (Poster). IoT 20019 2019-10-22 - 2019-10-25
2018
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Academic lectureBach, Kerstin; Bunescu, Razvan; Farri, Oladimeji; Guo, Aili; Hasan, Sadid; Ibrahim, Zina M.. (2018) The 3rd International Workshop on Knowledge Discovery in Healthcare Data. IJCAI-ECAI 2018 , Stockholm 2018-07-13 - 2018-07-13
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Academic lectureBach, Kerstin. (2018) Personalized Self-Management: A Case-Based Reasoning Application for Low Back Pain Patients. R Gemulla S P Ponzetto, C Bizer, M Keuper, H Stuckenschmidt LWDA 2018: Learning, Knowledge, Data, Analytics , Mannheim 2018-08-22 - 2018-08-24
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Academic lectureBach, Kerstin. (2018) Temporal reasoning in the selfBACK project. Odd Erik Gundersen, Miltos Petridis RATIC 2018: Workshop on Reasoning about Time in CBR , Stockholm 2018-07-10 - 2018-07-10
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PosterBardal, Ellen Marie; Brændvik, Siri Merete; Bach, Kerstin; Roeleveld, Karin. (2018) Identifisering og evaluering av aktivitet hos barn med cerebral parese . Norsk Fysioterapeutforbund (NFF) Fysioterapikongressen 2018 , Lillestrøm 2018-02-12 - 2018-02-14
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Academic lectureBach, Kerstin. (2018) Applying Machine Learning Techniques for Human Activity Recognition from Accelerometer Data. Det Nationale Forskningscenter for Arbejdsmiljø Nordic Seminar on Technical Measurements of Physical Activity and Sedentary Behaviour , Copenhagen 2018-02-08 - 2018-02-09
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Academic lectureEngin, Harun Kursat; Nadim, Farrokh; Carotenuto, Pasquale; Bach, Kerstin. (2018) Estimation of Pile Capacities Using Case-Based Reasoning (CBR) Method. 4th International Symposium on Computational Geomechanics , Assisi 2018-05-02 - 2018-05-04
2017
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Academic lecturePrestmo, Tale; Bach, Kerstin; Aamodt, Agnar; Mork, Paul Jarle. (2017) Evolutionary Inspired Adaptation of Exercise Plans for Increasing Solution Variety. International Conference on Case-Based Reasoning , Trondheim 2017-06-26 - 2017-06-28
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LectureBach, Kerstin; Prestmo, Tale; Aamodt, Agnar; Mork, Paul Jarle. (2017) Diversity of Exercise Plans using Evolutionary Inspired Adaptation. Rostock University Workshop week “Lernen, Wissen, Daten, Analysen” (“Learning, Knowledge, Data, Analytics”) , Rostock 2017-09-11 - 2017-09-13
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Academic lectureSkjold, Kari Fosshaug; Øynes, Marthe Sofie; Bach, Kerstin; Aamodt, Agnar. (2017) IntelliMeal - Enhancing Creativity by Reusing Domain Knowledge in the Adaptation Process. Antonio A. Sanchez-Ruiz and Anders Kofod-Petersen Computer Cooking Contest at ICCBR 2017 , Trondheim 2017-06-26 - 2017-06-26
2016
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Academic lectureSizov, Gleb; Öztürk, Pinar; Bach, Kerstin. (2016) Evaluation of Explanations Extracted from Textual Reports. The Twenty-Ninth International Flairs Conference , Hilton Key Largo Resort 2016-06-16 - 2016-06-18
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Academic lectureBardal, Ellen Marie; Brændvik, Siri Merete; Roeleveld, Karin; Bach, Kerstin. (2016) Bruk av akselerometer i evaluering av behandling av barn med cerebral parese. Skreddersydde løsninger for fremtiden. Norsk ortopedisk forening Ortopedisk høstmøte , Oslo 2016-10-26 - 2016-10-28
2014
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Academic lectureBach, Kerstin; Sauer, Christian Severin; Althoff, Klaus-Dieter; Roth-Berghofer, Thomas R.. (2014) Knowledge Modeling with the Open Source Tool myCBR. Nalepa, G. J., Baumeister, J. and Kaczor, K. 10th Workshop on Knowledge Engineering and Software Engineering , Prague 2014-08-19 - 2014-08-19
2013
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Academic lectureReuss, Pascal; Bach, Kerstin; Althoff, Klaus-Dieter. (2013) Dynamic retrieval of heterogeneous knowledge sources in a multi-agent system. Franz Lehner Conference on Professional Knowledge Management (WM-2013) , Passau 2013-03-14 - 2013-03-15
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Academic lectureBach, Kerstin; Althoff, Klaus-Dieter. (2013) Model-based Classification of Unstructured Data Sources. Isabelle Bichindaritz, Cindy Marling ICCBR Workshop on Case-Based Reasoning in the Health Sciences (CBR-HS-13) , Saragota Springs 2013-07-08 - 2013-07-08
2012
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Academic lectureBach, Kerstin; Althoff, Klaus-Dieter. (2012) Developing Case-Based Reasoning Applications Using myCBR 3. Ian Watson and Belen Diaz Agudo International Conference on Case-Based Reasoning (ICCBR-12) , Lyon 2012-09-03 - 2012-09-06
2011
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Academic lectureBach, Kerstin; Althoff, Klaus-Dieter; Newo, Regis; Stahl, Armin. (2011) A Case-Based Reasoning Approach for Providing Machine Diagnosis from Service Reports. Ashwin Ram and Nirmalie Wiratunga International Conference on Case-Based Reasoning (ICCBR-11) , London 2011-09-12 - 2011-09-15