2026

• Szczepanski, Tomasz Szymon; Nilsen, Kristian Bernhard; Dunker, Øystein; Reiner, Andrew Henry; Sand, Trond Halfdan; Tannemaat, Martijn; Yazidi, Anis; Bach, Kerstin; Zwart, John Anker Henrik; Jabre, Joe. (2026) Improving Indirect Methods for Calculating Reference Limits for Nerve Conduction Studies From Historical Data. Muscle and Nerve
  Vitenskapelig artikkel
• Bjøru, Anna Rodum; Langseth, Helge; Strumke, Inga; Bach, Kerstin. (2026) Causal Post-hoc Explainable AI. Norges teknisk-naturvitenskapelige universitet
  Doktoravhandling
• 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; Kongsvold, Atle; Flaaten, Mats; Schipperijn, Jasper; Bach, Kerstin; Mork, Paul Jarle. (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; Nilsen, Tom Ivar Lund; Mork, Paul Jarle. (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; Tannemaat, Martijn; Reijntjes, Robert; Yazidi, Anis; Bach, Kerstin; Zwart, John Anker Henrik; Jabre, Joe. (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
• Jenssen, Robert; Bach, Kerstin; Bjørklund, Petter. (2025) UiT er vertskap for landsdekkende KI-konferanse. uit.no
  Populærvitenskapelig 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
• Logacjov, Aleksej; Ludvigsen, Tonje Pedersen; Bach, Kerstin; Kongsvold, Atle; Flaaten, Mats; Nilsen, Tom Ivar Lund; Mork, Paul Jarle. (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
• Jenssen, Robert; Bach, Kerstin. (2025) Proceedings of the Symposium of the Norwegian AI Society 2025. CEUR-WS
  Antologi
• Kongsvold, Atle; Skarpsno, Eivind Schjelderup; Flaaten, Mats; Logacjov, Aleksej; Bach, Kerstin; Nilsen, Tom Ivar Lund; Mork, Paul Jarle. (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
• Herland, Sverre; Bach, Kerstin; Misimi, Ekrem; Langseth, Helge. (2025) Reinforcement Learning for Robotic Control and Manipulation in Ocean Space Applications. Norges teknisk-naturvitenskapelige universitet
  Doktoravhandling

2024

• Westphal, Florian; Peretz-Andersson, Einav; Riveiro, Maria; Bach, Kerstin; Heintz, Fredrik. (2024) 14th Scandinavian Conference on Artificial Intelligence SCAI 2024, June 10-11, 2024, Jönköping, Sweden. Swedish Artificial Intelligence Society
  Antologi
• 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; Mork, Paul Jarle; Nordstoga, Anne Lovise. (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; Hill, Jonathan C.; Windt, Danielle A. van der; Vasseljen, Ottar. (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
• Endriss, Ulle; Melo, Francisco; Bach, Kerstin; Bugarín-Diz, Alberto; Alonso-Moral, José; Barro, Senén; Heintz, Fredrik. (2024) 27th European Conference on Artificial Intelligence, 19–24 October 2024, Santiago de Compostela, Spain – Including 13th Conference on Prestigious Applications of Intelligent Systems (PAIS 2024). IOS Press
  Antologi
• 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
• Flogard, Eirik Lund; Mengshoel, Ole Jakob; Langseth, Helge; Ramampiaro, Heri; Bach, Kerstin. (2024) Improving Labour Inspection Efficiency via Machine Learning. Norges teknisk-naturvitenskapelige universitet
  Doktoravhandling

2023

• Kongsvold, Atle Austnes; Flaaten, Mats; Logacjov, Aleksej; Skarpsno, Eivind Schjelderup; Bach, Kerstin; Nilsen, Tom Ivar Lund; Mork, Paul Jarle. (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; Bach, Kerstin; Maroni, Nina Skjæret-. (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; Nilsen, Tom Ivar Lund; Mork, Paul Jarle. (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; Klevanger, Nina Elisabeth. (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; Granviken, Fredrik; Hill, Jonathan C.; Jørgensen, Pål; Øien, Torbjørn; Marin Veites, Paola. (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
• 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
  Doktoravhandling
• 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; Bardal, Ellen Marie; Boldermo, Nora; Bertheussen, Gro Falkener; Marchand, Gunn Hege; Gismervik, Sigmund Østgård. (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; d’Hollosy, Wendy Oude Nijeweme. (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; Boldermo, Nora; Kvarner, Else-Norun; Nilsen, Tom Ivar Lund; Marchand, Gunn Hege; Ose, Solveig Osborg. (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
• Mathisen, Bjørn Magnus; Aamodt, Agnar; Bach, Kerstin; Langseth, Helge. (2021) Using similarity learning to enable decision support in aquaculture. Norges teknisk-naturvitenskapelige universitet
  Doktoravhandling
• 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; Herland, Sverre; Logacjov, Aleksej; Mork, Paul Jarle. (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; Jensen, Jesper Stejnicher Drongstrup; Kongsvold, Atle Austnes; Nordstoga, Anne Lovise; Bardal, Ellen Marie; Ashikhmin, Ilya. (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; Bach, Kerstin; Votis, Konstantinos; Akselsen, Sigmund. (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; Hartvigsen, Jan; Søgaard, Karen; Mork, Paul Jarle. (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; Villumsen, Morten; Cooper, Kay. (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; Mair, Frances S; Sandal, Louise Fleng; Mork, Paul Jarle; Søgaard, Karen; Bach, Kerstin; Stochkendahl, Mette Jensen. (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
• Bach, Kerstin; Marling, Cindy. (2019) Case-Based Reasoning Research and Development. Springer
  Antologi
• Kalamaras, Ilias; Xygonakis, Ioannis; Glykos, Konstantinos; Akselsen, Sigmund; Munch-Ellingsen, Arne; Nguyen, Hai Thanh; Lepperod, Andreas Jacobsen; Bach, Kerstin; Votis, Konstantinos; Tzovaras, Dimitrios. (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; Øverås, Cecilie Krage; Nordstoga, Anne Lovise; Villumsen, Morten; Rasmussen, Charlotte Diana Nørregaard; Nicholl, Barbara I; Cooper, Kay. (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
• Bach, Kerstin; Ruocco, Massimiliano. (2019) Nordic Artificial Intelligence Research and Development: Porc. of Third Symposium of the Norwegian AI Society, NAIS 2019. Springer
  Antologi

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; 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
  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