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. RACS '22: Proceedings of the Conference on Research in Adaptive and Convergent Systems.
  Vitenskapelig kapittel/artikkel
• 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
• Marin Veites, Paola; Bach, Kerstin. (2022) Explaining CBR Systems Through Retrieval and Similarity Measure Visualizations: A Case Study. Case-Based Reasoning Research and Development. ICCBR 2022.
  Vitenskapelig kapittel/artikkel
• 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. volum 22 (1).
  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. volum 19 (18).
  Vitenskapelig artikkel

2021

• 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). volum 5 (1).
  Vitenskapelig artikkel
• Bergmann, Ralph; Minor, Mirjam; Bach, Kerstin; Althoff, Klaus-Dieter; Munoz-Avila, Hector. (2021) Fallbasiertes Schließen. Handbuch der Künstlichen Intelligenz.
  Faglig kapittel
• Fleng Sandal, Louise; Bach, Kerstin; Øverås, Cecilie K.; Jagd Svendsen, Malene; Dalager, Tina; Stejnicher Drongstrup Jensen, Jesper; Kongsvold, Atle Austnes; Nordstoga, Anne Lovise; Bardal, Ellen Marie; Ashikhmin, Ilya; Wood, Karen; Rasmussen, Charlotte Diana Nørregaard; Stochkendahl, Mette J; Nicholl, Barbara I; Wiratunga, Nirmalie; Cooper, Kay; Hartvigsen, Jan; Kjaer, Per; Sjøgaard, Gisela; Nilsen, Tom Ivar Lund; Mair, Frances S; Søgaard, Karen; Mork, Paul Jarle. (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. volum 181 (10).
  Vitenskapelig artikkel
• Flogard, Eirik Lund; Mengshoel, Ole Jakob; Bach, Kerstin. (2021) Bayesian Feature Construction for Case-Based Reasoning: Generating Good Checklists. Case-Based Reasoning Research and Development.
  Vitenskapelig kapittel/artikkel
• Logacjov, Aleksej; Bach, Kerstin; Kongsvold, Atle; Bårdstu, Hilde Bremseth; Mork, Paul Jarle. (2021) Harth: A human activity recognition dataset for machine learning. Sensors. volum 21 (23).
  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; Aasdahl, Lene; Kaspersen, Silje Lill; Bardal, Ellen Marie; Børke, Janne-Birgitte; Mork, Paul Jarle; Gismervik, Sigmund Østgård. (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. volum 11 (9).
  Vitenskapelig artikkel
• Mathisen, Bjørn Magnus; Bach, Kerstin; Aamodt, Agnar. (2021) Using extended siamese networks to provide decision support in aquaculture operations. Applied intelligence (Boston).
  Vitenskapelig artikkel
• Murad, Abdulmajid; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2021) Probabilistic Deep Learning to Quantify Uncertainty in Air Quality Forecasting. Sensors. volum 21 (23).
  Vitenskapelig artikkel
• Veiga, Tiago Santos; Ljunggren, Erling; Bach, Kerstin; Akselsen, Sigmund. (2021) Blind Calibration of Air Quality Wireless Sensor Networks Using Deep Neural Networks. 2021 IEEE International Conference on Omni-Layer Intelligent Systems (COINS).
  Vitenskapelig kapittel/artikkel
• Veiga, Tiago Santos; 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. volum 21 (9).
  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. volum 8 (3).
  Vitenskapelig artikkel
• 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. Artificial Intelligence XXXVIII, 41st SGAI International Conference on Artificial Intelligence.
  Vitenskapelig kapittel/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. volum 51 (3).
  Vitenskapelig artikkel

2020

• Althoff, Klaus-Dieter; Bach, Kerstin; Bergmann, Ralph; Marling, Cindy. (2020) The 27th International Conference on Case-Based Reasoning. The AI Magazine. volum 41 (1).
  Short communication
• Bach, Kerstin; Akselsen, Sigmund; Veiga, Tiago Santos; Kalamaras, Ilias. (2020) On the Use of Air Quality Microsensors for Supporting Decision Makers. IoT '20 Companion: 10th International Conference on the Internet of Things Companion.
  Vitenskapelig kapittel/artikkel
• Bach, Kerstin; Mork, Paul Jarle. (2020) On the Explanation of Similarity for Developing and Deploying CBR Systems. Proceedings of the Thirty-Third International Florida Artificial Intelligence Research Society Conference.
  Vitenskapelig kapittel/artikkel
• Mathisen, Bjørn Magnus; Bach, Kerstin; Meidell, Espen; Måløy, Håkon; Sjøblom, Edvard Schreiner. (2020) FishNet: A Unified Embedding for Salmon Recognition. 24th European Conference on Artificial Intelligence, 29 August–8 September 2020, Santiago de Compostela, Spain – Including 10th Conference on Prestigious Applications of Artificial Intelligence (PAIS 2020).
  Vitenskapelig kapittel/artikkel
• Murad, Abdulmajid; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2020) Information-Driven Adaptive Sensing Based on Deep Reinforcement Learning. IoT '20: Proceedings of the 10th International Conference on the Internet of Things.
  Vitenskapelig kapittel/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. volum 7 (2).
  Vitenskapelig artikkel
• Nørregaard Rasmussen, Charlotte Diana; Jagd Svendsen, Malene; Wood, Karen; Nicholl, Barbara I; Mair, Frances S; Fleng Sandal, Louise; Mork, Paul Jarle; Søgaard, Karen; Bach, Kerstin; Jensen Stochkendahl, Mette. (2020) App-Delivered Self-Management Intervention Trial selfBACK for People With Low Back Pain: Protocol for Implementation and Process Evaluation. JMIR Research Protocols. volum 9 (10).
  Vitenskapelig artikkel
• 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. BMC Pilot and Feasibility Studies. volum 6 (72).
  Vitenskapelig artikkel
• Verma, Deepika; Bach, Kerstin; Mork, Paul Jarle. (2020) Clustering of Physical Behaviour Profiles using Knowledge-intensive Similarity Measures. Proceedings of the 12th International Conference on Agents and Artificial Intelligence - (Volume 2).
  Vitenskapelig kapittel/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. volum 20 (23).
  Vitenskapelig artikkel
• Wijekoon, Anjana; Wiratunga, Nirmalie; Cooper, Kay; Bach, Kerstin. (2020) Learning to Recognise Exercises in the Self-Management of Low Back Pain. Proceedings of the Thirty-Third International Florida Artificial Intelligence Research Society Conference.
  Vitenskapelig kapittel/artikkel

2019

• Bach, Kerstin; Marling, Cindy. (2019) Case-Based Reasoning Research and Development. Springer. 2019. ISBN 978-3-030-29248-5. Lecture Notes in Computer Science (11680).
  Vitenskapelig antologi
• Bach, Kerstin; Mathisen, Bjørn Magnus; Jaiswal, Amar Deep. (2019) Demonstrating the myCBR Rest API. CEUR Workshop Proceedings. volum 2567.
  Vitenskapelig artikkel
• Bach, Kerstin; Ruocco, Massimiliano. (2019) Nordic Artificial Intelligence Research and Development: Porc. of Third Symposium of the Norwegian AI Society, NAIS 2019. Springer. 2019. ISBN 978-3-030-35663-7. Communications in Computer and Information Science (1056).
  Vitenskapelig antologi
• Jaiswal, Amar Deep; Bach, Kerstin. (2019) A Data-Driven Approach for Determining Weights in Global Similarity Functions. Lecture Notes in Computer Science (LNCS). volum 11680.
  Vitenskapelig artikkel
• 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. 2019. ISBN 978-1-57735-805-3.
  Vitenskapelig antologi
• Kalamaras, Ilias; Xygonakis, Ioannis; Glykos, Konstantinos; Akselsen, Sigmund; Munch-Ellingsen, Arne; Nguyen, Hai Thanh; Jacobsen Lepperod, Andreas; Bach, Kerstin; Votis, Konstantinos; Tzovaras, Dimitrios. (2019) Visual analytics for exploring air quality data in an AI-enhanced IoT environment. MEDES '19: Proceedings of the 11th International Conference on Management of Digital EcoSystems.
  Vitenskapelig kapittel/artikkel
• Mathisen, Bjørn Magnus; Aamodt, Agnar; Langseth, Helge; Bach, Kerstin. (2019) Learning similarity measures from data. Progress in Artificial Intelligence.
  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. 2019 IEEE 13th International Conference on Self-Adaptive and Self-Organizing Systems (SASO).
  Vitenskapelig kapittel/artikkel
• Murad, Abdulmajid Abdullah Yahya; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2019) IoT Sensor Gym: Training Autonomous IoT Devices with Deep Reinforcement Learning. 9th International Conference on the Internet of Things (IoT 2019), October 22--25, 2019, Bilbao, Spain.
  Vitenskapelig kapittel/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; Kjaer, Per; Mair, Frances; Sjøgaard, Gisela; Nilsen, Tom Ivar Lund; Hartvigsen, Jan; Bach, Kerstin; Mork, Paul Jarle; Søgaard, Karen. (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. volum 8 (12).
  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. volum 1056 CCIS.
  Vitenskapelig artikkel

2018

• Aha, David; Bach, Kerstin; Gundersen, Odd Erik; Lieber, Jean. (2018) The 25th International Conference on Case-Based Reasoning. The AI Magazine. volum 39 (2).
  Vitenskapelig artikkel
• Bach, Kerstin. (2018) From data to context-aware decision making: Challenges and opportunities. CEUR Workshop Proceedings. volum 2166.
  Vitenskapelig artikkel
• Bach, Kerstin. (2018) Knowledge Engineering for Distributed Case-Based Reasoning Systems. Synergies Between Knowledge and Software Engineering.
  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
• 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. volum 7 (7).
  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). volum 11156 LNAI.
  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). volum 11156 LNAI.
  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. volum 2148.
  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. volum 65.
  Short communication

2017

• Bach, Kerstin; Prestmo, Tale; Aamodt, Agnar; Mork, Paul Jarle. (2017) Diversity of Exercise Plans using Evolutionary Inspired Adaptation. CEUR Workshop Proceedings. volum 1917.
  Sammendrag/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). volum 10339 LNAI.
  Vitenskapelig artikkel
• Skjold, Kari Fosshaug; Øynes, Marthe Sofie; Bach, Kerstin; Aamodt, Agnar. (2017) IntelliMeal - Enhancing Creativity by Reusing Domain Knowledge in the Adaptation Process. The Twenty-Fifth International Conference on Case-Based Reasoning (ICCBR 2017) Workshop Proceedings.
  Vitenskapelig kapittel/artikkel

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). volum 9969 LNCS.
  Vitenskapelig artikkel

2012

• Bach, Kerstin. (2012) Knowledge Acquisition for Case-Based Reasoning Systems. 2012. ISBN 978-3-8439-1357-7.
  Doktorgradsavhandling