2023

• 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
  Doktorgradsavhandling
• Bach, Kerstin. (2023) ICCBR Doctoral Consortium 2023 Preface.
  Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
• Bayrak, Betül; Bach, Kerstin. (2023) A Twin XCBR System Using Supportive and Contrastive Explanations .
  Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
• 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
• Ustad, Astrid; Logacjov, Aleksej; Trollebø, Stine Øverengen; Thingstad, Anne Pernille Mæhle; Vereijken, Beatrix; Bach, Kerstin. (2023) Validation of an Activity Type Recognition Model Classifying Daily Physical Behavior in Older Adults: The HAR70+ Model. Sensors
  Vitenskapelig artikkel
• Veiga, Tiago; Asad, Hafiz Areeb; Kraemer, Frank Alexander; Bach, Kerstin. (2023) Container-BasedIoTArchitectures: Use Case for Visual Person Counting.
  Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
• Lervik, Lars Christian Naterstad; Vasseljen, Ottar; Austad, Bjarne; Bach, Kerstin; Bones, Anita Formo; Granviken, Fredrik. (2023) SupportPrim-a computerized clinical decision support system for stratified care for patients with musculoskeletal pain complaints in general practice: study protocol for a randomized controlled trial. Trials
  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
• Herland, Sverre; Bach, Kerstin. (2023) Vessel-to-Vessel Motion Compensation with Reinforcement Learning. AAAI Press
  Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
• Marcuzzi, Anna; Nordstoga, Anne Lovise; Bach, Kerstin; Aasdahl, Lene; Nilsen, Tom Ivar Lund; Bardal, Ellen Marie. (2023) Effect of an Artificial Intelligence-Based Self-Management App on Musculoskeletal Health in Patients With Neck and/or Low Back Pain Referred to Specialist Care: A Randomized Clinical Trial. JAMA Network Open
  Vitenskapelig artikkel

2022

• Asad, Hafiz Areeb; Kraemer, Frank Alexander; Bach, Kerstin; Renner, Christian; Veiga, Tiago Santos. (2022) Learning attention models for resource-constrained, self-adaptive visual sensing applications. Association for Computing Machinery (ACM)
  Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
• 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
• Veiga, Tiago Santos; Asad, Hafiz Areeb; Kræmer, Frank Alexander; Bach, Kerstin. (2022) Towards containerized, reuse-oriented AI deployment platforms for cognitive IoT applications. Future generations 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
• 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
  Vitenskapelig artikkel
• 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. Springer
  Vitenskapelig Kapittel/Artikkel/Konferanseartikkel

2021

• Flogard, Eirik Lund; Mengshoel, Ole Jakob; Bach, Kerstin. (2021) Bayesian Feature Construction for Case-Based Reasoning: Generating Good Checklists. Springer
  Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
• Verma, Deepika; Bach, Kerstin; Mork, Paul Jarle. (2021) Using Automated Feature Selection for Building Case-Based Reasoning Systems: An Example from Patient-Reported Outcome Measurements. Springer
  Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
• Marcuzzi, Anna; Bach, Kerstin; Nordstoga, Anne Lovise; Bertheussen, Gro Falkener; Ashikhmin, Ilya; Boldermo, Nora. (2021) Individually tailored self-management app-based intervention (selfBACK) versus a self-management web-based intervention (e-Help) or usual care in people with low back and neck pain referred to secondary care: protocol for a multiarm randomised clinical trial. BMJ Open
  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
• Bach, Kerstin; Kongsvold, Atle Austnes; Bårdstu, Hilde Bremseth; Bardal, Ellen Marie; Kjærnli, Håkon Slåtten; Herland, Sverre. (2021) A Machine Learning Classifier for Detection of Physical Activity Types and Postures During Free-Living. Journal for the Measurement of Physical Behaviour (JMPB)
  Vitenskapelig artikkel
• Fleng Sandal, Louise; Bach, Kerstin; Øverås, Cecilie K.; Jagd Svendsen, Malene; Dalager, Tina; Stejnicher Drongstrup Jensen, Jesper. (2021) Effectiveness of App-Delivered, Tailored Self-management Support for Adults With Lower Back Pain–Related Disability A selfBACK Randomized Clinical Trial. JAMA Internal Medicine
  Vitenskapelig artikkel
• Veiga, Tiago Santos; Ljunggren, Erling; Bach, Kerstin; Akselsen, Sigmund. (2021) Blind Calibration of Air Quality Wireless Sensor Networks Using Deep Neural Networks. IEEE (Institute of Electrical and Electronics Engineers)
  Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
• Veiga, Tiago Santos; Munch-Ellingsen, Arne; Papastergiopoulos, Christoforos; Tzovaras, Dimitrios; Kalamaras, Ilias; Bach, Kerstin. (2021) From a Low-Cost Air Quality Sensor Network to Decision Support Services: Steps towards Data Calibration and Service Development. Sensors
  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
• 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
• 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. Walter de Gruyter (De Gruyter)
  Faglig kapittel
• Mathisen, Bjørn Magnus; Aamodt, Agnar; Bach, Kerstin; Langseth, Helge. (2021) Using similarity learning to enable decision support in aquaculture. Doctoral theses at NTNU (331)
  Doktorgradsavhandling
• Murad, Abdulmajid ; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2021) Probabilistic Deep Learning to Quantify Uncertainty in Air Quality Forecasting. Sensors
  Vitenskapelig artikkel

2020

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

2019

• Murad, Abdulmajid Abdullah Yahya; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. (2019) Autonomous Management of Energy-Harvesting IoT Nodes Using Deep Reinforcement Learning. IEEE (Institute of Electrical and Electronics Engineers)
  Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
• Kalamaras, Ilias; Xygonakis, Ioannis; Glykos, Konstantinos; Akselsen, Sigmund; Munch-Ellingsen, Arne; Nguyen, Hai Thanh. (2019) Visual analytics for exploring air quality data in an AI-enhanced IoT environment. ACM Digital Library
  Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
• 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
• Jaiswal, Amar Deep; Bach, Kerstin; Meisingset, Ingebrigt; Vasseljen, Ottar. (2019) Case Representation and Similarity Modeling for Non-Specific Musculoskeletal Disorders - A Case-Based Reasoning Approach. AAAI Press AAAI Press
  Vitenskapelig antologi/Konferanseserie
• Sandal, Louise Fleng; Stochkendahl, Mette J; Svendsen, Malene Jagd; Wood, Karen; Øverås, Cecilie Krage; Nordstoga, Anne Lovise. (2019) An App-Delivered Self-Management Program for People With Low Back Pain: Protocol for the selfBACK Randomized Controlled Trial. Journal of Medical Internet Research
  Vitenskapelig artikkel
• Bach, Kerstin; Marling, Cindy. (2019) Case-Based Reasoning Research and Development. Springer Lecture Notes in Computer Science (LNCS) (11680)
  Vitenskapelig antologi/Konferanseserie
• 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
  Vitenskapelig artikkel
• Bach, Kerstin; Mathisen, Bjørn Magnus; Jaiswal, Amar Deep. (2019) Demonstrating the myCBR Rest API. CEUR Workshop Proceedings
  Vitenskapelig 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) IoT Sensor Gym: Training Autonomous IoT Devices with Deep Reinforcement Learning. Association for Computing Machinery (ACM)
  Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
• Bach, Kerstin; Ruocco, Massimiliano. (2019) Nordic Artificial Intelligence Research and Development: Porc. of Third Symposium of the Norwegian AI Society, NAIS 2019. Springer Communications in Computer and Information Science (1056)
  Vitenskapelig antologi/Konferanseserie

2018

• Bach, Kerstin. (2018) Knowledge Engineering for Distributed Case-Based Reasoning Systems. Springer
  Faglig kapittel
• Aha, David; Bach, Kerstin; Gundersen, Odd Erik; Lieber, Jean. (2018) The 25th 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
  Vitenskapelig artikkel
• 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
• 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; Vereijken, Beatrix; Nilsen, Jan Harald; Bach, Kerstin. (2018) P 119 - Machine learning as a tool to ensure movement quality in balance training exergames. Gait & Posture
  Short communication
• Bach, Kerstin. (2018) From data to context-aware decision making: Challenges and opportunities. CEUR Workshop Proceedings
  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

2017

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

2012

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