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  1. Ansatte

Språkvelger

English

Kerstin Bach

Last ned pressefoto
Last ned pressefoto
Foto:

Kerstin Bach

Professor
Institutt for datateknologi og informatikk
Fakultet for informasjonsteknologi og elektroteknikk

kerstin.bach@ntnu.no
73597410 93032400 Gamle fysikk, 254, Gløshaugen
Twitter ResearchGate Google Scholar https://kerstinbach.de/
Om Publikasjoner Formidling

Om

Kompetanseord

  • Big Data
  • Case-Based Reasoning
  • EHelse & mHelse
  • Explainable AI
  • Informasjonsgjenfinning
  • Kunnskapsakkvisisjon
  • Kunnskapsforvaltning
  • Kunnskapsmodellering
  • Kunstig intelligens
  • Maskinlæring
  • e-helse

Publikasjoner

  • Kronologisk
  • Etter kategori
  • Alle publikasjoner i Nasjonalt vitenarkiv (NVA)

2026

  • Aasdahl, Lene; Bach, Kerstin; Nilsen, Tom Ivar Lund; Ottersen, Stuart Gallina; Klevanger, Nina Elisabeth; (+10 andre). (2026) Effectiveness of an artificial intelligence-based self-management intervention to support sick-listed individuals with musculoskeletal disorders in Norway: rationale and protocol for the SmaRTWork randomised controlled trial. BMJ Open
    Vitenskapelig artikkel
  • Rangul, Vegar; Kongsvold, Atle; Khanal, Saraswoti Lamsal; Flaaten, Mats; Skarpsno, Eivind Schjelderup; (+3 andre). (2026) Data Resource Profile: Device-measured physical activity and sleep in the HUNT4 study, Norway. International Journal of Epidemiology
    Vitenskapelig artikkel
  • Bjøru, Anna Rodum; Langseth, Helge; Strumke, Inga; Bach, Kerstin. (2026) Causal Post-hoc XAI: Categorisation and Systematic Literature Review. Machine Learning
    Vitenskapelig artikkel
  • Szczepanski, Tomasz Szymon; Nilsen, Kristian Bernhard; Dunker, Øystein; Reiner, Andrew Henry; ...Bach, Kerstin; (+6 andre). (2026) Improving Indirect Methods for Calculating Reference Limits for Nerve Conduction Studies From Historical Data. Muscle and Nerve
    Vitenskapelig artikkel
  • Mozolewski, Maciej; Bayrak-Çik, Betül; Bach, Kerstin; Nalepa, Grzegorz J. (2026) From Prototypes to Sparse ECG Explanations: SHAP-driven Counterfactuals for Multivariate Time-series Multi-class Classification. Information Systems Frontiers
    Vitenskapelig artikkel
  • Ottersen, Stuart Gallina; Bach, Kerstin. (2026) Incorporating the Cycle Inductive Bias in Masked Autoencoders. Proceedings of Machine Learning Research (PMLR)
    Vitenskapelig artikkel

2025

  • Shamba, Abdul Kazeem; Bach, Kerstin; Taylor, Gavin. (2025) Contrast All The Time: Learning Time Series Representation from Temporal Consistency.
    Vitenskapelig kapittel
  • Haddadj, Rayane; Nordstoga, Anne Lovise; Nilsen, Tom Ivar Lund; Skarpsno, Eivind Schjelderup; ...Bach, Kerstin; (+4 andre). (2025) Volume and Intensity of Walking and Risk of Chronic Low Back Pain. JAMA Network Open
    Vitenskapelig artikkel
  • Bayrak-Çik, Betül; Bach, Kerstin. (2025) PerCE: Hierarchical Perturbation-Based Counterfactual Explanations for Multivariate Time Series Classification. IEEE Access
    Vitenskapelig artikkel
  • Kongsvold, Atle; Flaaten, Mats; Skarpsno, Eivind Schjelderup; Logacjov, Aleksej; Bach, Kerstin; (+2 andre). (2025) Contribution of walking, running and cycling to moderate-to-vigorous and total physical activity in adolescents and adults across and within seasons: cross-sectional data from the Norwegian HUNT Study. BMJ Open sport & exercise medicine
    Vitenskapelig artikkel
  • Szczepanski, Tomasz Szymon; Omland, Petter Moe; Dunker, Øystein; Sand, Trond Halfdan; ...Bach, Kerstin; (+6 andre). (2025) Deriving reference limits from historical data – A comparison of four novel methods. Clinical Neurophysiology
    Vitenskapelig artikkel
  • Sylvester, Rebecca Sophia; Bach, Kerstin; Kallestad, Håvard. (2025) Explainable Sleep-Wake Recognition Using a Twin XCBR System with Prototypes to Improve Retrieval.
    Vitenskapelig kapittel
  • Logacjov, Aleksej; Bach, Kerstin; Mork, Paul Jarle. (2025) Long-term self-supervised learning for accelerometer-based sleep–wake recognition. Engineering Applications of Artificial Intelligence
    Vitenskapelig artikkel
  • Logacjov, Aleksej; Ludvigsen, Tonje Pedersen; Bach, Kerstin; Kongsvold, Atle; Flaaten, Mats; (+2 andre). (2025) The performance of a machine learning model in predicting accelerometer-derived walking speed. Heliyon
    Vitenskapelig artikkel
  • Asad, Hafiz Areeb; Kraemer, Frank Alexander; Bach, Kerstin; Renner, Bernd-Christian. (2025) UtiliGEM: Energy Management Guided by Learned Application Utility.
    Vitenskapelig kapittel
  • Kongsvold, Atle; Skarpsno, Eivind Schjelderup; Flaaten, Mats; Logacjov, Aleksej; Bach, Kerstin; (+2 andre). (2025) Associations of sport and exercise participation in adolescence with body composition and device-measured physical activity in adulthood: longitudinal data from the Norwegian HUNT study. International Journal of Behavioral Nutrition and Physical Activity
    Vitenskapelig artikkel

2024

  • Herland, Sverre; Bach, Kerstin; Misimi, Ekrem. (2024) 6-DoF Closed-Loop Grasping with Reinforcement Learning.
    Vitenskapelig kapittel
  • Hurmuz, Marian; Jansen-Kosterink, Stephanie; Mork, Paul Jarle; Bach, Kerstin; Hermens, HJ. (2024) Factors influencing the use of an artificial intelligence-based app (selfBACK) for tailored self-management support among adults with neck and/or low back pain. Disability and Rehabilitation
    Vitenskapelig artikkel
  • Ottersen, Stuart Gallina; Bach, Kerstin. (2024) Automatic Adjusting Global Similarity Measures in Learning CBR Systems.
    Vitenskapelig kapittel
  • Marcuzzi, Anna; Klevanger, Nina Elisabeth; Aasdahl, Lene; Gismervik, Sigmund Østgård; Bach, Kerstin; (+2 andre). (2024) An Artificial Intelligence–Based App for Self-Management of Low Back and Neck Pain in Specialist Care: Process Evaluation From a Randomized Clinical Trial. JMIR Human Factors
    Vitenskapelig artikkel
  • Logacjov, Aleksej; Herland, Sverre; Ustad, Astrid; Bach, Kerstin. (2024) SelfPAB: large-scale pre-training on accelerometer data for human activity recognition. Applied Intelligence - The International Journal of Research on Intelligent Systems for Real Life Complex Problems
    Vitenskapelig artikkel
  • Bayrak, Betül; Bach, Kerstin. (2024) Evaluation of Instance-Based Explanations: An In-Depth Analysis of Counterfactual Evaluation Metrics, Challenges, and the CEval Toolkit. IEEE Access
    Vitenskapelig artikkel
  • Granviken, Fredrik; Vasseljen, Ottar; Bach, Kerstin; Jaiswal, Amar Deep; Meisingset, Ingebrigt. (2024) Decision Support for Managing Common Musculoskeletal Pain Disorders: Development of a Case-Based Reasoning Application. JMIR Formative Research
    Vitenskapelig artikkel
  • Logacjov, Aleksej; Bach, Kerstin. (2024) Self-supervised learning with randomized cross-sensor masked reconstruction for human activity recognition. Engineering Applications of Artificial Intelligence
    Vitenskapelig artikkel
  • Murad, Abdulmajid; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2024) Uncertainty-aware autonomous sensing with deep reinforcement learning. Future Generation Computer Systems
    Vitenskapelig artikkel
  • Granviken, Fredrik; Meisingset, Ingebrigt; Bach, Kerstin; Bones, Anita Formo; Simpson, Melanie Rae; (+3 andre). (2024) Personalised decision support in the management of patients with musculoskeletal pain in primary physiotherapy care: a cluster randomised controlled trial (the SupportPrim project). Pain
    Vitenskapelig artikkel
  • Logacjov, Aleksej; Skarpsno, Eivind Schjelderup; Kongsvold, Atle Austnes; Bach, Kerstin; Mork, Paul Jarle. (2024) A Machine Learning Model for Predicting Sleep and Wakefulness Based on Accelerometry, Skin Temperature and Contextual Information. Nature and Science of Sleep
    Vitenskapelig artikkel

2023

  • Kongsvold, Atle Austnes; Flaaten, Mats; Logacjov, Aleksej; Skarpsno, Eivind Schjelderup; Bach, Kerstin; (+2 andre). (2023) Can the bias of self-reported sitting time be corrected? A statistical model validation study based on data from 23 993 adults in the Norwegian HUNT study. International Journal of Behavioral Nutrition and Physical Activity
    Vitenskapelig artikkel
  • Ustad, Astrid; Logacjov, Aleksej; Trollebø, Stine Øverengen; Thingstad, Anne Pernille Mæhle; Vereijken, Beatrix; (+2 andre). (2023) Validation of an Activity Type Recognition Model Classifying Daily Physical Behavior in Older Adults: The HAR70+ Model. Sensors
    Vitenskapelig artikkel
  • Bayrak, Betül; Bach, Kerstin. (2023) When to Explain? Model Agnostic Explanation Using a Case-based Approach and Counterfactuals.
    Vitenskapelig kapittel
  • 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
    Vitenskapelig artikkel
  • 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.
    Vitenskapelig kapittel
  • Kongsvold, Atle Austnes; Flaaten, Mats; Logacjov, Aleksej; Skarpsno, Eivind Schjelderup; Bach, Kerstin; (+2 andre). (2023) Correction: Can the bias of self-reported sitting time be corrected? A statistical model validation study based on data from 23 993 adults in the Norwegian HUNT study (International Journal of Behavioral Nutrition and Physical Activity, (2023), 20, 1, (139), 10.1186/s12966-023-01541-y). International Journal of Behavioral Nutrition and Physical Activity
    Korrigendum
  • Logacjov, Aleksej; Herland, Sverre; Ustad, Astrid; Bach, Kerstin. (2023) Large-Scale Pre-Training for Dual-Accelerometer Human Activity Recognition. NIKT: Norsk IKT-konferanse for forskning og utdanning
    Vitenskapelig artikkel
  • Granviken, Fredrik; Meisingset, Ingebrigt; Vasseljen, Ottar; Bach, Kerstin; Bones, Anita Formo; (+1 andre). (2023) Acceptance and use of a clinical decision support system in musculoskeletal pain disorders – the SupportPrim project. BMC Medical Informatics and Decision Making
    Vitenskapelig artikkel
  • Herland, Sverre; Bach, Kerstin. (2023) Vessel-to-Vessel Motion Compensation with Reinforcement Learning.
    Vitenskapelig kapittel
  • Bach, Kerstin. (2023) ICCBR Doctoral Consortium 2023 Preface.
    Innledning i antologi
  • Bayrak, Betül; Bach, Kerstin. (2023) A Twin XCBR System Using Supportive and Contrastive Explanations.
    Vitenskapelig kapittel
  • Bayrak, Betül; Bach, Kerstin. (2023) PertCF: A Perturbation-Based Counterfactual Generation Approach.
    Vitenskapelig kapittel
  • Lervik, Lars Christian Naterstad; Vasseljen, Ottar; Austad, Bjarne; Bach, Kerstin; Bones, Anita Formo; (+7 andre). (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
    Vitenskapelig artikkel
  • Santos Veiga, Tiago; Asad, Hafiz Areeb; Kraemer, Frank Alexander; Bach, Kerstin. (2023) Container-Based IoT Architectures: Use Case for Visual Person Counting.
    Vitenskapelig kapittel
  • 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
    Vitenskapelig artikkel
  • Marcuzzi, Anna; Nordstoga, Anne Lovise; Bach, Kerstin; Aasdahl, Lene; Nilsen, Tom Ivar Lund; (+6 andre). (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
    Vitenskapelig artikkel

2022

  • Asad, Hafiz Areeb; Kraemer, Frank Alexander; Bach, Kerstin; Renner, Christian; Santos Veiga, Tiago. (2022) Learning attention models for resource-constrained, self-adaptive visual sensing applications.
    Vitenskapelig kapittel
  • Bach, Kerstin; Kapetanakis, Stelios. (2022) ICCBR Doctoral Consortium 2022. CEUR Workshop Proceedings
    Leder
  • Marin Veites, Paola; Bach, Kerstin. (2022) Explaining CBR Systems Through Retrieval and Similarity Measure Visualizations: A Case Study.
    Vitenskapelig kapittel
  • 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
    Vitenskapelig artikkel
  • Verma, Deepika; Jansen, Duncan; Bach, Kerstin; Poel, Mannes; Mork, Paul Jarle; (+1 andre). (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
    Vitenskapelig artikkel
  • Santos Veiga, Tiago; Asad, Hafiz Areeb; Kræmer, Frank Alexander; Bach, Kerstin. (2022) Towards containerized, reuse-oriented AI deployment platforms for cognitive IoT applications. Future Generation Computer Systems
    Vitenskapelig artikkel
  • 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
    Vitenskapelig artikkel

2021

  • Mathisen, Bjørn Magnus; Bach, Kerstin; Aamodt, Agnar. (2021) Using extended siamese networks to provide decision support in aquaculture operations. Applied Intelligence - The International Journal of Research on Intelligent Systems for Real Life Complex Problems
    Vitenskapelig artikkel
  • Marcuzzi, Anna; Bach, Kerstin; Nordstoga, Anne Lovise; Bertheussen, Gro Falkener; Ashikhmin, Ilya; (+11 andre). (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
    Vitenskapelig artikkel
  • Flogard, Eirik Lund; Mengshoel, Ole Jakob; Bach, Kerstin. (2021) Bayesian Feature Construction for Case-Based Reasoning: Generating Good Checklists.
    Vitenskapelig kapittel
  • Santos Veiga, Tiago; Ljunggren, Erling; Bach, Kerstin; Akselsen, Sigmund. (2021) Blind Calibration of Air Quality Wireless Sensor Networks Using Deep Neural Networks.
    Vitenskapelig kapittel
  • 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.
    Vitenskapelig kapittel
  • Bach, Kerstin; Kongsvold, Atle Austnes; Bårdstu, Hilde Bremseth; Bardal, Ellen Marie; Kjærnli, Håkon Slåtten; (+3 andre). (2021) A Machine Learning Classifier for Detection of Physical Activity Types and Postures During Free-Living. Journal for the Measurement of Physical Behaviour (JMPB)
    Vitenskapelig artikkel
  • Murad, Abdulmajid; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2021) Probabilistic Deep Learning to Quantify Uncertainty in Air Quality Forecasting. Sensors
    Vitenskapelig artikkel
  • 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
    Vitenskapelig artikkel
  • Sandal, Louise Fleng; Bach, Kerstin; Øverås, Cecilie K.; Svendsen, Malene Jagd; Dalager, Tina; (+18 andre). (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
    Vitenskapelig artikkel
  • 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
    Vitenskapelig artikkel
  • Bergmann, Ralph; Minor, Mirjam; Bach, Kerstin; Althoff, Klaus-Dieter; Munoz-Avila, Hector. (2021) Fallbasiertes Schließen.
    Faglig kapittel
  • Santos Veiga, Tiago; Munch-Ellingsen, Arne; Papastergiopoulos, Christoforos; Tzovaras, Dimitrios; Kalamaras, Ilias; (+3 andre). (2021) From a Low-Cost Air Quality Sensor Network to Decision Support Services: Steps towards Data Calibration and Service Development. Sensors
    Vitenskapelig artikkel
  • Logacjov, Aleksej; Bach, Kerstin; Kongsvold, Atle; Bårdstu, Hilde Bremseth; Mork, Paul Jarle. (2021) Harth: A human activity recognition dataset for machine learning. Sensors
    Vitenskapelig artikkel

2020

  • Bach, Kerstin; Akselsen, Sigmund; Santos Veiga, Tiago; Kalamaras, Ilias. (2020) On the Use of Air Quality Microsensors for Supporting Decision Makers.
    Vitenskapelig kapittel
  • Mathisen, Bjørn Magnus; Bach, Kerstin; Meidell, Espen; Måløy, Håkon; Sjøblom, Edvard Schreiner. (2020) FishNet: A Unified Embedding for Salmon Recognition.
    Vitenskapelig kapittel
  • Verma, Deepika; Bach, Kerstin; Mork, Paul Jarle. (2020) Clustering of Physical Behaviour Profiles using Knowledge-intensive Similarity Measures.
    Vitenskapelig kapittel
  • Sandal, Louise Fleng; Øverås, Cecilie K.; Nordstoga, Anne Lovise; Wood, Karen; Bach, Kerstin; (+3 andre). (2020) A digital decision support system (selfBACK) for improved self-management of low back pain: a pilot study with 6-week follow-up. Pilot and Feasibility Studies
    Vitenskapelig artikkel
  • Murad, Abdulmajid; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2020) Information-Driven Adaptive Sensing Based on Deep Reinforcement Learning.
    Vitenskapelig kapittel
  • 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
    Vitenskapelig artikkel
  • Nordstoga, Anne Lovise; Bach, Kerstin; Sani, Sadiq; Wiratunga, Nirmalie; Mork, Paul Jarle; (+2 andre). (2020) Usability and Acceptability of an App (SELFBACK) to Support Self-Management of Low Back Pain: Mixed Methods Study. JMIR Rehabilitation and Assistive Technologies
    Vitenskapelig artikkel
  • Rasmussen, Charlotte Diana Nørregaard; Svendsen, Malene Jagd; Wood, Karen; Nicholl, Barbara I; ...Bach, Kerstin; (+5 andre). (2020) App-Delivered Self-Management Intervention Trial selfBACK for People With Low Back Pain: Protocol for Implementation and Process Evaluation. JMIR Research Protocols
    Vitenskapelig artikkel
  • Althoff, Klaus-Dieter; Bach, Kerstin; Bergmann, Ralph; Marling, Cindy. (2020) The 27th International Conference on Case-Based Reasoning. The AI Magazine
    Vitenskapelig artikkel
  • Wijekoon, Anjana; Wiratunga, Nirmalie; Cooper, Kay; Bach, Kerstin. (2020) Learning to Recognise Exercises in the Self-Management of Low Back Pain.
    Vitenskapelig kapittel
  • Bach, Kerstin; Mork, Paul Jarle. (2020) On the Explanation of Similarity for Developing and Deploying CBR Systems.
    Vitenskapelig kapittel

2019

  • 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
    Antologi
  • Bach, Kerstin; Mathisen, Bjørn Magnus; Jaiswal, Amar Deep. (2019) Demonstrating the myCBR Rest API. CEUR Workshop Proceedings
    Vitenskapelig artikkel
  • Kalamaras, Ilias; Xygonakis, Ioannis; Glykos, Konstantinos; Akselsen, Sigmund; ...Bach, Kerstin; (+5 andre). (2019) Visual analytics for exploring air quality data in an AI-enhanced IoT environment.
    Vitenskapelig kapittel
  • Mathisen, Bjørn Magnus; Aamodt, Agnar; Langseth, Helge; Bach, Kerstin. (2019) Learning similarity measures from data. Progress in Artificial Intelligence
    Vitenskapelig artikkel
  • Sandal, Louise Fleng; Stochkendahl, Mette J; Svendsen, Malene Jagd; Wood, Karen; ...Bach, Kerstin; (+13 andre). (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 (JMIR)
    Vitenskapelig artikkel
  • 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)
    Vitenskapelig artikkel
  • Murad, Abdulmajid Abdullah Yahya; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2019) Autonomous Management of Energy-Harvesting IoT Nodes Using Deep Reinforcement Learning.
    Vitenskapelig kapittel
  • Jaiswal, Amar Deep; Bach, Kerstin. (2019) A Data-Driven Approach for Determining Weights in Global Similarity Functions. Lecture Notes in Computer Science (LNCS)
    Vitenskapelig artikkel
  • Murad, Abdulmajid Abdullah Yahya; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2019) IoT Sensor Gym: Training Autonomous IoT Devices with Deep Reinforcement Learning.
    Vitenskapelig kapittel

2018

  • Aha, David; Bach, Kerstin; Gundersen, Odd Erik; Lieber, Jean. (2018) The 25th International Conference on Case-Based Reasoning. The AI Magazine
    Vitenskapelig artikkel
  • 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
    Vitenskapelig artikkel
  • 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)
    Vitenskapelig artikkel
  • 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
    Vitenskapelig artikkel
  • Bach, Kerstin. (2018) Knowledge Engineering for Distributed Case-Based Reasoning Systems.
    Faglig kapittel
  • Bach, Kerstin; Marling, Cindy; Mork, Paul Jarle; Aamodt, Agnar; Mair, Frances; (+1 andre). (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
    Vitenskapelig artikkel
  • 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)
    Vitenskapelig artikkel
  • Bach, Kerstin. (2018) From data to context-aware decision making: Challenges and opportunities. CEUR Workshop Proceedings
    Vitenskapelig artikkel
  • 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 (JMIR)
    Vitenskapelig artikkel

2017

  • 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)
    Vitenskapelig artikkel
  • Bach, Kerstin; Prestmo, Tale; Aamodt, Agnar; Mork, Paul Jarle. (2017) Diversity of Exercise Plans using Evolutionary Inspired Adaptation. CEUR Workshop Proceedings
    Konferanseabstract
  • Skjold, Kari Fosshaug; Øynes, Marthe Sofie; Bach, Kerstin; Aamodt, Agnar. (2017) IntelliMeal - Enhancing Creativity by Reusing Domain Knowledge in the Adaptation Process.
    Vitenskapelig kapittel

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)
    Vitenskapelig artikkel

2012

  • Bach, Kerstin. (2012) Knowledge Acquisition for Case-Based Reasoning Systems. Dr. Hut Verlag
    Doktoravhandling

Tidsskriftspublikasjoner

  • Aasdahl, Lene; Bach, Kerstin; Nilsen, Tom Ivar Lund; Ottersen, Stuart Gallina; Klevanger, Nina Elisabeth; (+10 andre). (2026) Effectiveness of an artificial intelligence-based self-management intervention to support sick-listed individuals with musculoskeletal disorders in Norway: rationale and protocol for the SmaRTWork randomised controlled trial. BMJ Open
    Vitenskapelig artikkel
  • Rangul, Vegar; Kongsvold, Atle; Khanal, Saraswoti Lamsal; Flaaten, Mats; Skarpsno, Eivind Schjelderup; (+3 andre). (2026) Data Resource Profile: Device-measured physical activity and sleep in the HUNT4 study, Norway. International Journal of Epidemiology
    Vitenskapelig artikkel
  • Bjøru, Anna Rodum; Langseth, Helge; Strumke, Inga; Bach, Kerstin. (2026) Causal Post-hoc XAI: Categorisation and Systematic Literature Review. Machine Learning
    Vitenskapelig artikkel
  • Szczepanski, Tomasz Szymon; Nilsen, Kristian Bernhard; Dunker, Øystein; Reiner, Andrew Henry; ...Bach, Kerstin; (+6 andre). (2026) Improving Indirect Methods for Calculating Reference Limits for Nerve Conduction Studies From Historical Data. Muscle and Nerve
    Vitenskapelig artikkel
  • Mozolewski, Maciej; Bayrak-Çik, Betül; Bach, Kerstin; Nalepa, Grzegorz J. (2026) From Prototypes to Sparse ECG Explanations: SHAP-driven Counterfactuals for Multivariate Time-series Multi-class Classification. Information Systems Frontiers
    Vitenskapelig artikkel
  • Ottersen, Stuart Gallina; Bach, Kerstin. (2026) Incorporating the Cycle Inductive Bias in Masked Autoencoders. Proceedings of Machine Learning Research (PMLR)
    Vitenskapelig artikkel
  • Haddadj, Rayane; Nordstoga, Anne Lovise; Nilsen, Tom Ivar Lund; Skarpsno, Eivind Schjelderup; ...Bach, Kerstin; (+4 andre). (2025) Volume and Intensity of Walking and Risk of Chronic Low Back Pain. JAMA Network Open
    Vitenskapelig artikkel
  • Bayrak-Çik, Betül; Bach, Kerstin. (2025) PerCE: Hierarchical Perturbation-Based Counterfactual Explanations for Multivariate Time Series Classification. IEEE Access
    Vitenskapelig artikkel
  • Kongsvold, Atle; Flaaten, Mats; Skarpsno, Eivind Schjelderup; Logacjov, Aleksej; Bach, Kerstin; (+2 andre). (2025) Contribution of walking, running and cycling to moderate-to-vigorous and total physical activity in adolescents and adults across and within seasons: cross-sectional data from the Norwegian HUNT Study. BMJ Open sport & exercise medicine
    Vitenskapelig artikkel
  • Szczepanski, Tomasz Szymon; Omland, Petter Moe; Dunker, Øystein; Sand, Trond Halfdan; ...Bach, Kerstin; (+6 andre). (2025) Deriving reference limits from historical data – A comparison of four novel methods. Clinical Neurophysiology
    Vitenskapelig artikkel
  • Hurmuz, Marian; Jansen-Kosterink, Stephanie; Mork, Paul Jarle; Bach, Kerstin; Hermens, HJ. (2024) Factors influencing the use of an artificial intelligence-based app (selfBACK) for tailored self-management support among adults with neck and/or low back pain. Disability and Rehabilitation
    Vitenskapelig artikkel
  • Kongsvold, Atle Austnes; Flaaten, Mats; Logacjov, Aleksej; Skarpsno, Eivind Schjelderup; Bach, Kerstin; (+2 andre). (2023) Can the bias of self-reported sitting time be corrected? A statistical model validation study based on data from 23 993 adults in the Norwegian HUNT study. International Journal of Behavioral Nutrition and Physical Activity
    Vitenskapelig artikkel
  • Ustad, Astrid; Logacjov, Aleksej; Trollebø, Stine Øverengen; Thingstad, Anne Pernille Mæhle; Vereijken, Beatrix; (+2 andre). (2023) Validation of an Activity Type Recognition Model Classifying Daily Physical Behavior in Older Adults: The HAR70+ Model. Sensors
    Vitenskapelig artikkel
  • 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
    Vitenskapelig artikkel
  • Mathisen, Bjørn Magnus; Bach, Kerstin; Aamodt, Agnar. (2021) Using extended siamese networks to provide decision support in aquaculture operations. Applied Intelligence - The International Journal of Research on Intelligent Systems for Real Life Complex Problems
    Vitenskapelig artikkel
  • Logacjov, Aleksej; Bach, Kerstin; Mork, Paul Jarle. (2025) Long-term self-supervised learning for accelerometer-based sleep–wake recognition. Engineering Applications of Artificial Intelligence
    Vitenskapelig artikkel
  • Marcuzzi, Anna; Bach, Kerstin; Nordstoga, Anne Lovise; Bertheussen, Gro Falkener; Ashikhmin, Ilya; (+11 andre). (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
    Vitenskapelig artikkel
  • Aha, David; Bach, Kerstin; Gundersen, Odd Erik; Lieber, Jean. (2018) The 25th International Conference on Case-Based Reasoning. The AI Magazine
    Vitenskapelig artikkel
  • Logacjov, Aleksej; Ludvigsen, Tonje Pedersen; Bach, Kerstin; Kongsvold, Atle; Flaaten, Mats; (+2 andre). (2025) The performance of a machine learning model in predicting accelerometer-derived walking speed. Heliyon
    Vitenskapelig artikkel
  • Marcuzzi, Anna; Klevanger, Nina Elisabeth; Aasdahl, Lene; Gismervik, Sigmund Østgård; Bach, Kerstin; (+2 andre). (2024) An Artificial Intelligence–Based App for Self-Management of Low Back and Neck Pain in Specialist Care: Process Evaluation From a Randomized Clinical Trial. JMIR Human Factors
    Vitenskapelig artikkel
  • Logacjov, Aleksej; Herland, Sverre; Ustad, Astrid; Bach, Kerstin. (2024) SelfPAB: large-scale pre-training on accelerometer data for human activity recognition. Applied Intelligence - The International Journal of Research on Intelligent Systems for Real Life Complex Problems
    Vitenskapelig artikkel
  • Bach, Kerstin; Mathisen, Bjørn Magnus; Jaiswal, Amar Deep. (2019) Demonstrating the myCBR Rest API. CEUR Workshop Proceedings
    Vitenskapelig artikkel
  • Bach, Kerstin; Kapetanakis, Stelios. (2022) ICCBR Doctoral Consortium 2022. CEUR Workshop Proceedings
    Leder
  • 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
    Vitenskapelig artikkel
  • Sandal, Louise Fleng; Øverås, Cecilie K.; Nordstoga, Anne Lovise; Wood, Karen; Bach, Kerstin; (+3 andre). (2020) A digital decision support system (selfBACK) for improved self-management of low back pain: a pilot study with 6-week follow-up. Pilot and Feasibility Studies
    Vitenskapelig artikkel
  • Kongsvold, Atle Austnes; Flaaten, Mats; Logacjov, Aleksej; Skarpsno, Eivind Schjelderup; Bach, Kerstin; (+2 andre). (2023) Correction: Can the bias of self-reported sitting time be corrected? A statistical model validation study based on data from 23 993 adults in the Norwegian HUNT study (International Journal of Behavioral Nutrition and Physical Activity, (2023), 20, 1, (139), 10.1186/s12966-023-01541-y). International Journal of Behavioral Nutrition and Physical Activity
    Korrigendum
  • 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)
    Vitenskapelig artikkel
  • Mathisen, Bjørn Magnus; Aamodt, Agnar; Langseth, Helge; Bach, Kerstin. (2019) Learning similarity measures from data. Progress in Artificial Intelligence
    Vitenskapelig artikkel
  • 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)
    Vitenskapelig artikkel
  • Logacjov, Aleksej; Herland, Sverre; Ustad, Astrid; Bach, Kerstin. (2023) Large-Scale Pre-Training for Dual-Accelerometer Human Activity Recognition. NIKT: Norsk IKT-konferanse for forskning og utdanning
    Vitenskapelig artikkel
  • 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
    Vitenskapelig artikkel
  • Granviken, Fredrik; Meisingset, Ingebrigt; Vasseljen, Ottar; Bach, Kerstin; Bones, Anita Formo; (+1 andre). (2023) Acceptance and use of a clinical decision support system in musculoskeletal pain disorders – the SupportPrim project. BMC Medical Informatics and Decision Making
    Vitenskapelig artikkel
  • Bach, Kerstin; Kongsvold, Atle Austnes; Bårdstu, Hilde Bremseth; Bardal, Ellen Marie; Kjærnli, Håkon Slåtten; (+3 andre). (2021) A Machine Learning Classifier for Detection of Physical Activity Types and Postures During Free-Living. Journal for the Measurement of Physical Behaviour (JMPB)
    Vitenskapelig artikkel
  • Sandal, Louise Fleng; Stochkendahl, Mette J; Svendsen, Malene Jagd; Wood, Karen; ...Bach, Kerstin; (+13 andre). (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 (JMIR)
    Vitenskapelig artikkel
  • Bach, Kerstin; Marling, Cindy; Mork, Paul Jarle; Aamodt, Agnar; Mair, Frances; (+1 andre). (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
    Vitenskapelig artikkel
  • Bayrak, Betül; Bach, Kerstin. (2024) Evaluation of Instance-Based Explanations: An In-Depth Analysis of Counterfactual Evaluation Metrics, Challenges, and the CEval Toolkit. IEEE Access
    Vitenskapelig artikkel
  • Granviken, Fredrik; Vasseljen, Ottar; Bach, Kerstin; Jaiswal, Amar Deep; Meisingset, Ingebrigt. (2024) Decision Support for Managing Common Musculoskeletal Pain Disorders: Development of a Case-Based Reasoning Application. JMIR Formative Research
    Vitenskapelig artikkel
  • 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)
    Vitenskapelig artikkel
  • Murad, Abdulmajid; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2021) Probabilistic Deep Learning to Quantify Uncertainty in Air Quality Forecasting. Sensors
    Vitenskapelig artikkel
  • Logacjov, Aleksej; Bach, Kerstin. (2024) Self-supervised learning with randomized cross-sensor masked reconstruction for human activity recognition. Engineering Applications of Artificial Intelligence
    Vitenskapelig artikkel
  • 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
    Vitenskapelig artikkel
  • Sandal, Louise Fleng; Bach, Kerstin; Øverås, Cecilie K.; Svendsen, Malene Jagd; Dalager, Tina; (+18 andre). (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
    Vitenskapelig artikkel
  • Jaiswal, Amar Deep; Bach, Kerstin. (2019) A Data-Driven Approach for Determining Weights in Global Similarity Functions. Lecture Notes in Computer Science (LNCS)
    Vitenskapelig artikkel
  • 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
    Vitenskapelig artikkel
  • Bach, Kerstin; Prestmo, Tale; Aamodt, Agnar; Mork, Paul Jarle. (2017) Diversity of Exercise Plans using Evolutionary Inspired Adaptation. CEUR Workshop Proceedings
    Konferanseabstract
  • 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
    Vitenskapelig artikkel
  • Lervik, Lars Christian Naterstad; Vasseljen, Ottar; Austad, Bjarne; Bach, Kerstin; Bones, Anita Formo; (+7 andre). (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
    Vitenskapelig artikkel
  • 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
    Vitenskapelig artikkel
  • Murad, Abdulmajid; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2024) Uncertainty-aware autonomous sensing with deep reinforcement learning. Future Generation Computer Systems
    Vitenskapelig artikkel
  • Granviken, Fredrik; Meisingset, Ingebrigt; Bach, Kerstin; Bones, Anita Formo; Simpson, Melanie Rae; (+3 andre). (2024) Personalised decision support in the management of patients with musculoskeletal pain in primary physiotherapy care: a cluster randomised controlled trial (the SupportPrim project). Pain
    Vitenskapelig artikkel
  • 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)
    Vitenskapelig artikkel
  • Verma, Deepika; Jansen, Duncan; Bach, Kerstin; Poel, Mannes; Mork, Paul Jarle; (+1 andre). (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
    Vitenskapelig artikkel
  • Nordstoga, Anne Lovise; Bach, Kerstin; Sani, Sadiq; Wiratunga, Nirmalie; Mork, Paul Jarle; (+2 andre). (2020) Usability and Acceptability of an App (SELFBACK) to Support Self-Management of Low Back Pain: Mixed Methods Study. JMIR Rehabilitation and Assistive Technologies
    Vitenskapelig artikkel
  • 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
    Vitenskapelig artikkel
  • Santos Veiga, Tiago; Asad, Hafiz Areeb; Kræmer, Frank Alexander; Bach, Kerstin. (2022) Towards containerized, reuse-oriented AI deployment platforms for cognitive IoT applications. Future Generation Computer Systems
    Vitenskapelig artikkel
  • Bach, Kerstin. (2018) From data to context-aware decision making: Challenges and opportunities. CEUR Workshop Proceedings
    Vitenskapelig artikkel
  • Logacjov, Aleksej; Skarpsno, Eivind Schjelderup; Kongsvold, Atle Austnes; Bach, Kerstin; Mork, Paul Jarle. (2024) A Machine Learning Model for Predicting Sleep and Wakefulness Based on Accelerometry, Skin Temperature and Contextual Information. Nature and Science of Sleep
    Vitenskapelig artikkel
  • Marcuzzi, Anna; Nordstoga, Anne Lovise; Bach, Kerstin; Aasdahl, Lene; Nilsen, Tom Ivar Lund; (+6 andre). (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
    Vitenskapelig artikkel
  • 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
    Vitenskapelig artikkel
  • Rasmussen, Charlotte Diana Nørregaard; Svendsen, Malene Jagd; Wood, Karen; Nicholl, Barbara I; ...Bach, Kerstin; (+5 andre). (2020) App-Delivered Self-Management Intervention Trial selfBACK for People With Low Back Pain: Protocol for Implementation and Process Evaluation. JMIR Research Protocols
    Vitenskapelig artikkel
  • Santos Veiga, Tiago; Munch-Ellingsen, Arne; Papastergiopoulos, Christoforos; Tzovaras, Dimitrios; Kalamaras, Ilias; (+3 andre). (2021) From a Low-Cost Air Quality Sensor Network to Decision Support Services: Steps towards Data Calibration and Service Development. Sensors
    Vitenskapelig artikkel
  • Althoff, Klaus-Dieter; Bach, Kerstin; Bergmann, Ralph; Marling, Cindy. (2020) The 27th International Conference on Case-Based Reasoning. The AI Magazine
    Vitenskapelig artikkel
  • 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 (JMIR)
    Vitenskapelig artikkel
  • Logacjov, Aleksej; Bach, Kerstin; Kongsvold, Atle; Bårdstu, Hilde Bremseth; Mork, Paul Jarle. (2021) Harth: A human activity recognition dataset for machine learning. Sensors
    Vitenskapelig artikkel
  • Kongsvold, Atle; Skarpsno, Eivind Schjelderup; Flaaten, Mats; Logacjov, Aleksej; Bach, Kerstin; (+2 andre). (2025) Associations of sport and exercise participation in adolescence with body composition and device-measured physical activity in adulthood: longitudinal data from the Norwegian HUNT study. International Journal of Behavioral Nutrition and Physical Activity
    Vitenskapelig artikkel
  • 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)
    Vitenskapelig artikkel

Bøker

  • 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
    Antologi

Del av bok/rapport

  • Shamba, Abdul Kazeem; Bach, Kerstin; Taylor, Gavin. (2025) Contrast All The Time: Learning Time Series Representation from Temporal Consistency.
    Vitenskapelig kapittel
  • Sylvester, Rebecca Sophia; Bach, Kerstin; Kallestad, Håvard. (2025) Explainable Sleep-Wake Recognition Using a Twin XCBR System with Prototypes to Improve Retrieval.
    Vitenskapelig kapittel
  • Herland, Sverre; Bach, Kerstin; Misimi, Ekrem. (2024) 6-DoF Closed-Loop Grasping with Reinforcement Learning.
    Vitenskapelig kapittel
  • Bayrak, Betül; Bach, Kerstin. (2023) When to Explain? Model Agnostic Explanation Using a Case-based Approach and Counterfactuals.
    Vitenskapelig kapittel
  • Ottersen, Stuart Gallina; Bach, Kerstin. (2024) Automatic Adjusting Global Similarity Measures in Learning CBR Systems.
    Vitenskapelig kapittel
  • Flogard, Eirik Lund; Mengshoel, Ole Jakob; Bach, Kerstin. (2021) Bayesian Feature Construction for Case-Based Reasoning: Generating Good Checklists.
    Vitenskapelig kapittel
  • Asad, Hafiz Areeb; Kraemer, Frank Alexander; Bach, Kerstin; Renner, Christian; Santos Veiga, Tiago. (2022) Learning attention models for resource-constrained, self-adaptive visual sensing applications.
    Vitenskapelig kapittel
  • Asad, Hafiz Areeb; Kraemer, Frank Alexander; Bach, Kerstin; Renner, Bernd-Christian. (2025) UtiliGEM: Energy Management Guided by Learned Application Utility.
    Vitenskapelig kapittel
  • Santos Veiga, Tiago; Ljunggren, Erling; Bach, Kerstin; Akselsen, Sigmund. (2021) Blind Calibration of Air Quality Wireless Sensor Networks Using Deep Neural Networks.
    Vitenskapelig kapittel
  • Bach, Kerstin; Akselsen, Sigmund; Santos Veiga, Tiago; Kalamaras, Ilias. (2020) On the Use of Air Quality Microsensors for Supporting Decision Makers.
    Vitenskapelig kapittel
  • Mathisen, Bjørn Magnus; Bach, Kerstin; Meidell, Espen; Måløy, Håkon; Sjøblom, Edvard Schreiner. (2020) FishNet: A Unified Embedding for Salmon Recognition.
    Vitenskapelig kapittel
  • Kalamaras, Ilias; Xygonakis, Ioannis; Glykos, Konstantinos; Akselsen, Sigmund; ...Bach, Kerstin; (+5 andre). (2019) Visual analytics for exploring air quality data in an AI-enhanced IoT environment.
    Vitenskapelig kapittel
  • 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.
    Vitenskapelig kapittel
  • Verma, Deepika; Bach, Kerstin; Mork, Paul Jarle. (2020) Clustering of Physical Behaviour Profiles using Knowledge-intensive Similarity Measures.
    Vitenskapelig kapittel
  • 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.
    Vitenskapelig kapittel
  • Bach, Kerstin. (2018) Knowledge Engineering for Distributed Case-Based Reasoning Systems.
    Faglig kapittel
  • Herland, Sverre; Bach, Kerstin. (2023) Vessel-to-Vessel Motion Compensation with Reinforcement Learning.
    Vitenskapelig kapittel
  • Murad, Abdulmajid; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2020) Information-Driven Adaptive Sensing Based on Deep Reinforcement Learning.
    Vitenskapelig kapittel
  • Bach, Kerstin. (2023) ICCBR Doctoral Consortium 2023 Preface.
    Innledning i antologi
  • Bayrak, Betül; Bach, Kerstin. (2023) A Twin XCBR System Using Supportive and Contrastive Explanations.
    Vitenskapelig kapittel
  • Marin Veites, Paola; Bach, Kerstin. (2022) Explaining CBR Systems Through Retrieval and Similarity Measure Visualizations: A Case Study.
    Vitenskapelig kapittel
  • Bayrak, Betül; Bach, Kerstin. (2023) PertCF: A Perturbation-Based Counterfactual Generation Approach.
    Vitenskapelig kapittel
  • Murad, Abdulmajid Abdullah Yahya; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2019) Autonomous Management of Energy-Harvesting IoT Nodes Using Deep Reinforcement Learning.
    Vitenskapelig kapittel
  • Murad, Abdulmajid Abdullah Yahya; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2019) IoT Sensor Gym: Training Autonomous IoT Devices with Deep Reinforcement Learning.
    Vitenskapelig kapittel
  • Skjold, Kari Fosshaug; Øynes, Marthe Sofie; Bach, Kerstin; Aamodt, Agnar. (2017) IntelliMeal - Enhancing Creativity by Reusing Domain Knowledge in the Adaptation Process.
    Vitenskapelig kapittel
  • Santos Veiga, Tiago; Asad, Hafiz Areeb; Kraemer, Frank Alexander; Bach, Kerstin. (2023) Container-Based IoT Architectures: Use Case for Visual Person Counting.
    Vitenskapelig kapittel
  • Bergmann, Ralph; Minor, Mirjam; Bach, Kerstin; Althoff, Klaus-Dieter; Munoz-Avila, Hector. (2021) Fallbasiertes Schließen.
    Faglig kapittel
  • Wijekoon, Anjana; Wiratunga, Nirmalie; Cooper, Kay; Bach, Kerstin. (2020) Learning to Recognise Exercises in the Self-Management of Low Back Pain.
    Vitenskapelig kapittel
  • Bach, Kerstin; Mork, Paul Jarle. (2020) On the Explanation of Similarity for Developing and Deploying CBR Systems.
    Vitenskapelig kapittel

Studentoppgave eller avhandling

  • Bach, Kerstin. (2012) Knowledge Acquisition for Case-Based Reasoning Systems. Dr. Hut Verlag
    Doktoravhandling

Formidling

2026

  • Konferanseforedrag
    Aasdahl, Lene; Bach, Kerstin; Eder, Christoph; Ottersen, Stuart Gallina; Nilsen, Tom Ivar Lund; (+9 andre). (2026) SmaRTWork. WORK DISABILITY PREVENTION AND INTEGRATION (WDPI)

2025

  • Konferanseforedrag
    Granviken, Fredrik; Meisingset, Ingebrigt; Bach, Kerstin; Bones, Anita Formo; Simpson, Melanie Rae. (2025) Personalised decision support in the management of patients with musculoskeletal pain in primary physiotherapy care: a cluster randomised controlled trial. Fysioterapikongressen 2025
  • Konferanseforedrag
    Aasdahl, Lene; Mork, Paul Jarle; Bach, Kerstin; Vats, Anuja; Ottersen, Stuart Gallina; (+11 andre). (2025) SmaRTWork. Nasjonale forskningskonferanse om muskelskjeletthelse (MUSS)
  • Konferanseposter
    Szczepanski, Tomasz Szymon; Omland, Petter Moe; Dunker, Øystein; Sand, Trond Halfdan; ...Bach, Kerstin; (+6 andre). (2025) Deriving reference limits from historical data - A comparison of four novel methods. 19th European Congress of Clinical Neurophysiology
  • Annen presentasjon
    Jenssen, Robert; Tegnander, Cathrine; Olsen, Dag Rune; Syrstad, Ragnhild Sjoner; ...Bach, Kerstin; (+3 andre). (2025) Forskningsdrevet innovasjon innen KI: Hvordan styrker vi det sammen?. Arendalsuka 2025
  • Foredrag
    Bach, Kerstin. (2025) AI and Health: Challenges and Opportunities for Interdisciplinary Collaboration. AIR Research Seminar - School of Computing, Engineering, and Technology at RGU, Aberdeen
  • Foredrag
    Bach, Kerstin; Flobak, Åsmund; Tessem, May-Britt; Visnes, Torkild. (2025) Panel: Challenges and Opportunities for Precision Medicine. Workshop: Precision Medicine for Sustainable Healthcare
  • Konferanseforedrag
    Bach, Kerstin. (2025) XAI for Trustworthy AI: Bridging Interpretability and Reliability. Invited Seminar at the School of Electrical Engineering and Computer Science
  • Konferanseposter
    Aasdahl, Lene; Nilsen, Tom Ivar Lund; Bach, Kerstin; Fossen, Heidi; Bones, Anita Formo; (+11 andre). (2025) Effectiveness of an AI-based app for supporting self-management in sick-listed individuals with musculoskeletal disorders - the SmaRTWork trial protocol. International Forum for Back and Neck Pain Research in Primary Care

2024

  • Foredrag
    Bach, Kerstin. (2024) Challenges converting health research to products. Norwegian Open AI Lab Partner Forum
  • Foredrag
    Bach, Kerstin. (2024) Artificial Intelligence in Health Care. Artificial Intelligence in Health Care
  • Konferanseforedrag
    Bach, Kerstin. (2024) Basics of AI & an Example of Using AI for the Health Sector. Norwegian Association for Clinical Neurophysiology - spring meeting
  • Konferanseforedrag
    Bach, Kerstin. (2024) Involving Practitioners in Artificial Intelligence Development. Embracing Human-Aware AI in Industry 5.0 Workshop @ ECAI
  • Konferanseforedrag
    Bach, Kerstin. (2024) Interdisciplinary Collaboration on AI and Health. LIACS Seminar
  • Foredrag
    Bach, Kerstin. (2024) Developing Trustworthy AI Applications: An Overview of the Recent Developments within NorwAI. Trustworthy AI Seminar
  • Konferanseforedrag
    Bach, Kerstin. (2024) Artificial Intelligence for Data Mining. ENGAGE.EU T5.4 Expert Group Workshop 2024
  • Konferanseforedrag
    Bach, Kerstin; Guo, Ying; Johansen, Yngve Bolstad; Petersen, Carl Jörg; Tjåland, Egil. (2024) BRU21 - Panel discussion: The Innovation Challenge: from Academia to Industry. BRU21 Conference 2024
  • Konferanseforedrag
    Bach, Kerstin. (2024) Panel: AI for Safety-Critical Systems: How "I" Should the AI be?. 28th Ada-Europe International Conference on Reliable Software Technologies
  • Konferanseforedrag
    Bach, Kerstin. (2024) Beyond Big Data: Balancing Knowledge And Data For Effective Human Activity Recognition. 9th International Conference On Ambulatory Monitoring Of Physical Activity And Movement (ICAMPAM)
  • Konferanseforedrag
    Herland, Sverre; Bach, Kerstin; Misimi, Ekrem. (2024) 6-DoF Closed-Loop Grasping with Reinforcement Learning. IEEE International Conference on Robotic Automation, ICRA
  • Konferanseforedrag
    Meisingset, Ingebrigt; Lervik, Lars Christian Naterstad; Granviken, Fredrik; Bach, Kerstin; Klevanger, Nina Elisabeth; (+3 andre). (2024) Klinisk beslutningsstøtte i behandling av pasienter med muskelskjelettplager i primærhelsetjenesten. En kluster randomisert kontrollert studie. MUSS konferanse 2024
  • Foredrag
    Bach, Kerstin. (2024) Current and Future Trends in AI for Healthcare. NTNU European Conference
  • Konferanseforedrag
    Meisingset, Ingebrigt; Granviken, Fredrik; Bach, Kerstin; Bones, Anita Formo; Simpson, Melanie Rae; (+1 andre). (2024) Personalised management of musculoskeletal pain disorders in primary physiotherapy care: A cluster RCT (SupportPrim). IFOMPT 2024
  • Konferanseforedrag
    Bardal, Ellen Marie; Fenne, Roar Munkeby; Bach, Kerstin. (2024) Do we need age-specific human activity recognition-models for classification of activity types in children and adolescents? – Effects of age and length of activity bouts. 9th International Conference on Ambulatory Monitoring of Physical Activity and Movement
  • Foredrag
    Bach, Kerstin. (2024) Hemit Fredagsseminar: Hva er AI og hvordan kan vi bruke det?. Hemit HF fredagsseminar
  • Konferanseforedrag
    Bach, Kerstin. (2024) Current and Future Use of Artificial Intelligence in Health. ELIB Nettverksmøte
  • Konferanseforedrag
    Bach, Kerstin. (2024) Developing AI-driven Healthcare Interventions: The selfBACK project. Nasjonalt samarbeidsforum for test i helse-IKT (NASTHI)
  • Konferanseforedrag
    Bach, Kerstin. (2024) A brief introduction to AI & the selfBACK case study. REHAB-24
  • Konferanseposter
    Aasdahl, Lene; Nilsen, Tom Ivar Lund; Bach, Kerstin; Fossen, Heidi; Bones, Anita Formo; (+10 andre). (2024) SmaRTWork - en app for sykmeldte med muskel- og skjelettplager. Nasjonal forskningskonferanse for muskelskjeletthelse (MUSS)

2023

  • Foredrag
    Bach, Kerstin. (2023) Developing AI-driven Healthcare Interventions. INB Fagdag
  • Konferanseforedrag
    Bach, Kerstin. (2023) Introduction to NorwAI. Discovery Park Innovation Summit
  • Konferanseforedrag
    Bach, Kerstin; Logacjov, Aleksej. (2023) Developing machine learning models to classify sleep-wake time. The Nordic Seminar on Technical Measurements of Physical Activity and Sedentary Behaviour
  • Foredrag
    Bach, Kerstin. (2023) NorwAI 2023 Research Update. NorwAIInnovate 2023
  • Foredrag
    Bach, Kerstin. (2023) Expertise in Action: Developing AI-Driven Solutions with Interdisciplinary Collaboration. Guest Lectures at US Naval Academy
  • Foredrag
    Bach, Kerstin. (2023) Trondheim Tech Port Innovation Breakfast: The Role of AI in Future Healthcare Services. Trondheim Tech Port Innovation Breakfast
  • Konferanseposter
    Granviken, Fredrik; Meisingset, Ingebrigt; Bach, Kerstin; Bones, Anita Formo; Simpson, Melanie Rae; (+3 andre). (2023) Optimising the management of musculoskeletal pain disorders in primary physiotherapy care: a cluster randomised controlled trial (The SupportPrim Project). 13th Congress of the European Pain Federation EFIC - Pain in Europe XIII (EFIC 2023)
  • Konferanseforedrag
    Granviken, 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. The 18th International Forum for Back and Neck Pain Research in Primary Care
  • Konferanseposter
    Granviken, Fredrik; Meisingset, Ingebrigt; Vasseljen, Ottar; Bach, Kerstin; Bones, Anita Formo; (+1 andre). (2023) Acceptance and use of a clinical decision support system in musculoskeletal pain disorders- The SupportPrim Project. The 18th International Forum for Back and Neck Pain Research in Primary Care
  • Konferanseposter
    Granviken, Fredrik; Meisingset, Ingebrigt; Bach, Kerstin; Bones, Anita Formo; Simpson, Melanie Rae; (+3 andre). (2023) Optimising the management of musculoskeletal pain disorders in primary physiotherapy care: a cluster randomised controlled trial (The SupportPrim Project). The 18th International Forum for Back and Neck Pain Research in Primary Care
  • Konferanseforedrag
    Meisingset, Ingebrigt; Granviken, Fredrik; Bach, Kerstin; Bones, Anita Formo; Klevanger, Nina Elisabeth; (+4 andre). (2023) Advancing from stratified to personalized AI-based management of MSK patients in Norwegian primary care. EFIC
  • Foredrag
    Veiga, Tiago; Asad, Hafiz Areeb; Kraemer, Frank Alexander; Bach, Kerstin. (2023) Container-Based IoT Architectures: Use Case for Visual Person Counting. 5th Symposium of the Norwegian AI Society
  • Konferanseforedrag
    Bach, Kerstin; Tessem, Bjørnar. (2023) Nordic Seminar on eXplainable AI (XAI). 2-day Workshop on eXplainable AI (XAI)
  • Foredrag
    Gulla, Jon Atle; Bach, Kerstin. (2023) Student information about NorwAI. BRAIN Lunch seminar

2022

  • Konferanseforedrag
    Bach, Kerstin. (2022) AI in Healthcare: An Interdisciplinary Journey by Kerstin Bach. AI Agora Seminar Series
  • Foredrag
    Bach, Kerstin. (2022) XAI in Healthcare. Experts in Teams
  • Konferanseposter
    Ustad, Astrid; Trollebø, Stine Øverengen; Logacjov, Aleksej; Bach, Kerstin; Vereijken, Egberta; (+1 andre). (2022) Classification of daily physical behavior in older adults using machine learning. International Conference on Ambulatory Monitoring of Physical Activity and Movement (ICAMPAM)
  • Konferanseposter
    Bayrak, Betül; Marin Veites, Paola; Bach, Kerstin. (2022) Explaining Black-Box Models: Using a Multi-agent CBR System. NorwAIInnovate 2022
  • Konferanseposter
    Granviken, Fredrik; Vasseljen, Ottar; Bach, Kerstin; Jaiswal, Amar; Bones, Anita Formo; (+1 andre). (2022) Personalized physiotherapy treatment for musculoskeletal disorders (SupportPrim). Regional digital forskningskonferanse i Helse Midt-Norge 2022
  • Konferanseposter
    Ustad, Astrid; Trollebø, Stine Øverengen; Logacjov, Aleksej; Bach, Kerstin; Vereijken, Egberta; (+1 andre). (2022) Classification of daily physical behavior using raw accelerometry in older adults: A validation study. The ISPGR World Congress
  • Foredrag
    Granviken, Fredrik; Meisingset, Ingebrigt; Vasseljen, Ottar; Bach, Kerstin; Bones, Anita Formo; (+1 andre). (2022) Evaluering av brukervennlighet og aksept for et digitalt beslutningsstøttesystem ved muskel- og skjelettplager (SupportPrim). MUSS konferansen 2022
  • Konferanseforedrag
    Bach, Kerstin. (2022) The new research center NorwAI in Trondheim - business-oriented research and innovation under the leadership of NTNU and Sintef. Regional digital forskningskonferanse i Helse Midt-Norge RHF 2022
  • Foredrag
    Granviken, Fredrik; Meisingset, Ingebrigt; Bach, Kerstin; Jaiswal, Amar; Klevanger, Nina Elisabeth; (+2 andre). (2022) Personalized physiotherapy treatment for musculoskeletal disorders. Høstmøte Primærhelstjenesteforskning 2022
  • Foredrag
    Bach, Kerstin. (2022) NorwAI: presentation of the research center. BRAIN Interactive Talks

2021

  • Konferanseforedrag
    Bach, Kerstin. (2021) Data-driven Knowledge Engineering for CBR Systems. Artificial Intelligence & Knowledge Engineering 2021
  • Konferanseforedrag
    Bach, Kerstin. (2021) Developing Digital Healthcare Interventions using Case-Based Reasoning. International Conference on Case-Based Reasoning 2021

2020

  • Foredrag
    Sandal, Louise Fleng; Nordstoga, Anne Lovise; Wood, Karen; Bach, Kerstin; Hartvigsen, Jan; (+2 andre). (2020) En pilotstudie av et digitalt beslutningsstøttesystem (SELFBACK) rettet mot å bedre og støtte selvhåndtering av ryggsmerter. 9. Nasjonale forskningskonferanse innen muskelskjeletthelse 2020
  • Foredrag
    Sandal, Louise Fleng; Nordstoga, Anne Lovise; Wood, Karen; Bach, Kerstin; Hartvigsen, Jan; (+2 andre). (2020) En pilotstudie av et digitalt beslutningsstøttesystem (SELFBACK) rettet mot å bedre og støtte selvhåndtering av ryggsmerter. 9. Nasjonale forskningskonferanse innen muskelskjeletthelse 2020

2019

  • Konferanseposter
    Murad, Abdulmajid Abdullah Yahya; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2019) IoT Sensor Gym: Training Autonomous IoT Devices with Deep Reinforcement Learning (Poster). International Conference on Internet of Things (IoT2019)

2018

  • Konferanseforedrag
    Bach, Kerstin. (2018) Personalized Self-Management: A Case-Based Reasoning Application for Low Back Pain Patients. LWDA 2018: Learning, Knowledge, Data, Analytics
  • Konferanseforedrag
    Bach, Kerstin; Bunescu, Razvan; Farri, Oladimeji; Guo, Aili; Hasan, Sadid; (+4 andre). (2018) The 3rd International Workshop on Knowledge Discovery in Healthcare Data. IJCAI-ECAI 2018
  • Konferanseforedrag
    Bach, Kerstin. (2018) Temporal reasoning in the selfBACK project. RATIC 2018: Workshop on Reasoning about Time in CBR
  • Konferanseforedrag
    Engin, 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
  • Konferanseforedrag
    Bach, Kerstin. (2018) Applying Machine Learning Techniques for Human Activity Recognition from Accelerometer Data. Nordic Seminar on Technical Measurements of Physical Activity and Sedentary Behaviour
  • Konferanseposter
    Bardal, Ellen Marie; Brændvik, Siri Merete; Bach, Kerstin; Roeleveld, Karin. (2018) Identifisering og evaluering av aktivitet hos barn med cerebral parese. Fysioterapikongressen 2018

2017

  • Foredrag
    Bach, Kerstin; Prestmo, Tale; Aamodt, Agnar; Mork, Paul Jarle. (2017) Diversity of Exercise Plans using Evolutionary Inspired Adaptation. Workshop week “Lernen, Wissen, Daten, Analysen” (“Learning, Knowledge, Data, Analytics”)
  • Konferanseforedrag
    Skjold, Kari Fosshaug; Øynes, Marthe Sofie; Bach, Kerstin; Aamodt, Agnar. (2017) IntelliMeal - Enhancing Creativity by Reusing Domain Knowledge in the Adaptation Process. Computer Cooking Contest at ICCBR 2017
  • Konferanseforedrag
    Prestmo, 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

2016

  • Konferanseforedrag
    Bardal, 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. Ortopedisk høstmøte
  • Konferanseforedrag
    Sizov, Gleb; Öztürk, Pinar; Bach, Kerstin. (2016) Evaluation of Explanations Extracted from Textual Reports. The Twenty-Ninth International Flairs Conference

2014

  • Konferanseforedrag
    Bach, Kerstin; Sauer, Christian Severin; Althoff, Klaus-Dieter; Roth-Berghofer, Thomas R.. (2014) Knowledge Modeling with the Open Source Tool myCBR. 10th Workshop on Knowledge Engineering and Software Engineering

2013

  • Konferanseforedrag
    Reuss, Pascal; Bach, Kerstin; Althoff, Klaus-Dieter. (2013) Dynamic retrieval of heterogeneous knowledge sources in a multi-agent system. Conference on Professional Knowledge Management (WM-2013)
  • Konferanseforedrag
    Bach, Kerstin; Althoff, Klaus-Dieter. (2013) Model-based Classification of Unstructured Data Sources. ICCBR Workshop on Case-Based Reasoning in the Health Sciences (CBR-HS-13)

2012

  • Konferanseforedrag
    Bach, Kerstin; Althoff, Klaus-Dieter. (2012) Developing Case-Based Reasoning Applications Using myCBR 3. International Conference on Case-Based Reasoning (ICCBR-12)

2011

  • Konferanseforedrag
    Bach, Kerstin; Althoff, Klaus-Dieter; Newo, Regis; Stahl, Armin. (2011) A Case-Based Reasoning Approach for Providing Machine Diagnosis from Service Reports. International Conference on Case-Based Reasoning (ICCBR-11)

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