Kerstin Bach
Om
Publikasjoner
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
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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
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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
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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
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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
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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
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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
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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
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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
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KonferanseforedragAasdahl, Lene; Bach, Kerstin; Eder, Christoph; Ottersen, Stuart Gallina; Nilsen, Tom Ivar Lund; (+9 andre). (2026) SmaRTWork. WORK DISABILITY PREVENTION AND INTEGRATION (WDPI)
2025
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KonferanseforedragGranviken, 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
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KonferanseforedragAasdahl, Lene; Mork, Paul Jarle; Bach, Kerstin; Vats, Anuja; Ottersen, Stuart Gallina; (+11 andre). (2025) SmaRTWork. Nasjonale forskningskonferanse om muskelskjeletthelse (MUSS)
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KonferanseposterSzczepanski, 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
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Annen presentasjonJenssen, 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
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ForedragBach, Kerstin. (2025) AI and Health: Challenges and Opportunities for Interdisciplinary Collaboration. AIR Research Seminar - School of Computing, Engineering, and Technology at RGU, Aberdeen
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ForedragBach, Kerstin; Flobak, Åsmund; Tessem, May-Britt; Visnes, Torkild. (2025) Panel: Challenges and Opportunities for Precision Medicine. Workshop: Precision Medicine for Sustainable Healthcare
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KonferanseforedragBach, Kerstin. (2025) XAI for Trustworthy AI: Bridging Interpretability and Reliability. Invited Seminar at the School of Electrical Engineering and Computer Science
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KonferanseposterAasdahl, 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
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ForedragBach, Kerstin. (2024) Challenges converting health research to products. Norwegian Open AI Lab Partner Forum
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ForedragBach, Kerstin. (2024) Artificial Intelligence in Health Care. Artificial Intelligence in Health Care
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KonferanseforedragBach, Kerstin. (2024) Basics of AI & an Example of Using AI for the Health Sector. Norwegian Association for Clinical Neurophysiology - spring meeting
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KonferanseforedragBach, Kerstin. (2024) Involving Practitioners in Artificial Intelligence Development. Embracing Human-Aware AI in Industry 5.0 Workshop @ ECAI
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Konferanseforedrag
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ForedragBach, Kerstin. (2024) Developing Trustworthy AI Applications: An Overview of the Recent Developments within NorwAI. Trustworthy AI Seminar
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KonferanseforedragBach, Kerstin. (2024) Artificial Intelligence for Data Mining. ENGAGE.EU T5.4 Expert Group Workshop 2024
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KonferanseforedragBach, 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
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KonferanseforedragBach, Kerstin. (2024) Panel: AI for Safety-Critical Systems: How "I" Should the AI be?. 28th Ada-Europe International Conference on Reliable Software Technologies
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KonferanseforedragBach, 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)
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KonferanseforedragHerland, Sverre; Bach, Kerstin; Misimi, Ekrem. (2024) 6-DoF Closed-Loop Grasping with Reinforcement Learning. IEEE International Conference on Robotic Automation, ICRA
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KonferanseforedragMeisingset, 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
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Foredrag
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KonferanseforedragMeisingset, 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
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KonferanseforedragBardal, 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
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ForedragBach, Kerstin. (2024) Hemit Fredagsseminar: Hva er AI og hvordan kan vi bruke det?. Hemit HF fredagsseminar
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KonferanseforedragBach, Kerstin. (2024) Current and Future Use of Artificial Intelligence in Health. ELIB Nettverksmøte
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KonferanseforedragBach, Kerstin. (2024) Developing AI-driven Healthcare Interventions: The selfBACK project. Nasjonalt samarbeidsforum for test i helse-IKT (NASTHI)
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Konferanseforedrag
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KonferanseposterAasdahl, 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
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Foredrag
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Konferanseforedrag
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KonferanseforedragBach, 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
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Foredrag
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ForedragBach, Kerstin. (2023) Expertise in Action: Developing AI-Driven Solutions with Interdisciplinary Collaboration. Guest Lectures at US Naval Academy
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ForedragBach, Kerstin. (2023) Trondheim Tech Port Innovation Breakfast: The Role of AI in Future Healthcare Services. Trondheim Tech Port Innovation Breakfast
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KonferanseposterGranviken, 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)
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KonferanseforedragGranviken, 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
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KonferanseposterGranviken, 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
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KonferanseposterGranviken, 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
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KonferanseforedragMeisingset, 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
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ForedragVeiga, 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
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KonferanseforedragBach, Kerstin; Tessem, Bjørnar. (2023) Nordic Seminar on eXplainable AI (XAI). 2-day Workshop on eXplainable AI (XAI)
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Foredrag
2022
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KonferanseforedragBach, Kerstin. (2022) AI in Healthcare: An Interdisciplinary Journey by Kerstin Bach. AI Agora Seminar Series
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Foredrag
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KonferanseposterUstad, 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)
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KonferanseposterBayrak, Betül; Marin Veites, Paola; Bach, Kerstin. (2022) Explaining Black-Box Models: Using a Multi-agent CBR System. NorwAIInnovate 2022
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KonferanseposterGranviken, 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
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KonferanseposterUstad, 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
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ForedragGranviken, 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
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KonferanseforedragBach, 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
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ForedragGranviken, Fredrik; Meisingset, Ingebrigt; Bach, Kerstin; Jaiswal, Amar; Klevanger, Nina Elisabeth; (+2 andre). (2022) Personalized physiotherapy treatment for musculoskeletal disorders. Høstmøte Primærhelstjenesteforskning 2022
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Foredrag
2021
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KonferanseforedragBach, Kerstin. (2021) Data-driven Knowledge Engineering for CBR Systems. Artificial Intelligence & Knowledge Engineering 2021
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KonferanseforedragBach, Kerstin. (2021) Developing Digital Healthcare Interventions using Case-Based Reasoning. International Conference on Case-Based Reasoning 2021
2020
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ForedragSandal, 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
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ForedragSandal, 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
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KonferanseposterMurad, 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
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KonferanseforedragBach, Kerstin. (2018) Personalized Self-Management: A Case-Based Reasoning Application for Low Back Pain Patients. LWDA 2018: Learning, Knowledge, Data, Analytics
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KonferanseforedragBach, 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
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KonferanseforedragBach, Kerstin. (2018) Temporal reasoning in the selfBACK project. RATIC 2018: Workshop on Reasoning about Time in CBR
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KonferanseforedragEngin, 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
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KonferanseforedragBach, Kerstin. (2018) Applying Machine Learning Techniques for Human Activity Recognition from Accelerometer Data. Nordic Seminar on Technical Measurements of Physical Activity and Sedentary Behaviour
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KonferanseposterBardal, Ellen Marie; Brændvik, Siri Merete; Bach, Kerstin; Roeleveld, Karin. (2018) Identifisering og evaluering av aktivitet hos barn med cerebral parese. Fysioterapikongressen 2018
2017
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ForedragBach, 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”)
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KonferanseforedragSkjold, 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
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KonferanseforedragPrestmo, 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
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KonferanseforedragBardal, 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
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KonferanseforedragSizov, Gleb; Öztürk, Pinar; Bach, Kerstin. (2016) Evaluation of Explanations Extracted from Textual Reports. The Twenty-Ninth International Flairs Conference
2014
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KonferanseforedragBach, 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
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KonferanseforedragReuss, 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)
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KonferanseforedragBach, 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
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KonferanseforedragBach, Kerstin; Althoff, Klaus-Dieter. (2012) Developing Case-Based Reasoning Applications Using myCBR 3. International Conference on Case-Based Reasoning (ICCBR-12)
2011
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KonferanseforedragBach, 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)