Cristin

2021
1.	Bach, Kerstin. Data-driven Knowledge Engineering for CBR Systems. Artificial Intelligence & Knowledge Engineering 2021; 2021-12-01 - 2021-12-03 NTNU Untitled

2.	Bach, Kerstin. Developing Digital Healthcare Interventions using Case-Based Reasoning. International Conference on Case-Based Reasoning 2021; 2021-09-13 - 2021-09-16 NTNU Untitled

3.	Bergmann, Ralph; Minor, Mirjam; Bach, Kerstin; Althoff, Klaus-Dieter; Munoz-Avila, Hector. Fallbasiertes Schließen. I: Handbuch der Künstlichen Intelligenz. Walter de Gruyter (De Gruyter) 2021 ISBN 9783110659849. s. 343-394 NTNU Untitled

4.	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. Effectiveness of App-Delivered, Tailored Self-management Support for Adults With Lower Back Pain–Related Disability A selfBACK Randomized Clinical Trial. JAMA Internal Medicine 2021 NTNU Untitled

5.	Flogard, Eirik Lund; Mengshoel, Ole Jakob; Bach, Kerstin. Bayesian Feature Construction for Case-Based Reasoning: Generating Good Checklists. I: Case-Based Reasoning Research and Development. Springer Berlin/Heidelberg 2021 ISBN 978-3-030-86956-4. s. 94-109 NTNU Untitled

6.	Logacjov, Aleksej; Bach, Kerstin; Kongsvold, Atle; Bårdstu, Hilde Bremseth; Mork, Paul Jarle. Harth: A human activity recognition dataset for machine learning. Sensors 2021 ;Volum 21.(23) s. - NTNU HVL Untitled

7.	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. 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 2021 NTNU STO SINTEF Untitled

8.	Mathisen, Bjørn Magnus; Bach, Kerstin; Aamodt, Agnar. Using extended siamese networks to provide decision support in aquaculture operations. Applied intelligence (Boston) 2021 NTNU Untitled

9.	Murad, Abdulmajid; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. Probabilistic Deep Learning to Quantify Uncertainty in Air Quality Forecasting. Sensors 2021 ;Volum 21.(23) NTNU Untitled

10.	Veiga, Tiago Santos; Ljunggren, Erling; Bach, Kerstin; Akselsen, Sigmund. Blind Calibration of Air Quality Wireless Sensor Networks Using Deep Neural Networks. I: 2021 IEEE International Conference on Omni-Layer Intelligent Systems (COINS). IEEE 2021 ISBN 978-1-6654-3156-9. NTNU Untitled

11.	Veiga, Tiago Santos; Munch-Ellingsen, Arne; Papastergiopoulos, Christoforos; Tzovaras, Dimitrios; Kalamaras, Ilias; Bach, Kerstin; Votis, Konstantinos; Akselsen, Sigmund. From a Low-Cost Air Quality Sensor Network to Decision Support Services: Steps towards Data Calibration and Service Development. Sensors 2021 ;Volum 21.(9) NTNU Untitled

12.	Verma, Deepika; Bach, Kerstin; Mork, Paul Jarle. Application of Machine Learning Methods on Patient Reported Outcome Measurements for Predicting Outcomes: A Literature Review. Informatics 2021 ;Volum 8.(3) NTNU Untitled

13.	Vonstad, Elise Klæbo; Su, Xiaomeng; Vereijken, Beatrix; Bach, Kerstin; Nilsen, Jan Harald. Assessment of Machine Learning Models for Classification of Movement Patterns During a Weight-Shifting Exergame. IEEE Transactions on Human-Machine Systems 2021 ;Volum 51.(3) s. 242-252 NTNU Untitled
2020
14.	Althoff, Klaus-Dieter; Bach, Kerstin; Bergmann, Ralph; Marling, Cindy. The 27th International Conference on Case-Based Reasoning. The AI Magazine 2020 ;Volum 41.(1) s. 101-102 NTNU Untitled

15.	Bach, Kerstin; Akselsen, Sigmund; Veiga, Tiago Santos; Kalamaras, Ilias. On the Use of Air Quality Microsensors for Supporting Decision Makers. I: IoT '20 Companion: 10th International Conference on the Internet of Things Companion. Association for Computing Machinery (ACM) 2020 ISBN 978-1-4503-8820-7. s. - NTNU Untitled

16.	Bach, Kerstin; Mork, Paul Jarle. On the Explanation of Similarity for Developing and Deploying CBR Systems. I: Proceedings of the Thirty-Third International Florida Artificial Intelligence Research Society Conference. AAAI Press 2020 ISBN 9781577358213. s. 413-416 NTNU Untitled

17.	Fleng Sandal, Louise; Nordstoga, Anne Lovise; Wood, Karen; Bach, Kerstin; Hartvigsen, Jan; Søgaard, Karen; Mork, Paul Jarle. En pilotstudie av et digitalt beslutningsstøttesystem (SELFBACK) rettet mot å bedre og støtte selvhåndtering av ryggsmerter. 9. Nasjonale forskningskonferanse innen muskelskjeletthelse 2020; 2020-11-19 - 2020-11-20 NTNU Untitled

18.	Mathisen, Bjørn Magnus; Bach, Kerstin; Meidell, Espen; Måløy, Håkon; Sjøblom, Edvard Schreiner. FishNet: A Unified Embedding for Salmon Recognition. I: 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). IOS Press 2020 ISBN 978-1-64368-101-6. s. 3001-3008 NTNU Untitled

19.	Murad, Abdulmajid; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. Information-Driven Adaptive Sensing Based on Deep Reinforcement Learning. I: IoT '20: Proceedings of the 10th International Conference on the Internet of Things. Association for Computing Machinery (ACM) 2020 ISBN 9781450387583. s. - NTNU Untitled

20.	Nordstoga, Anne Lovise; Bach, Kerstin; Sani, Sadiq; Wiratunga, Nirmalie; Mork, Paul Jarle; Villumsen, Morten; Cooper, Kay. Usability and Acceptability of an App (SELFBACK) to Support Self-Management of Low Back Pain: Mixed Methods Study. JMIR Rehabilitation and Assistive Technologies 2020 ;Volum 7.(2) NTNU Untitled

21.	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. App-Delivered Self-Management Intervention Trial selfBACK for People With Low Back Pain: Protocol for Implementation and Process Evaluation. JMIR Research Protocols 2020 ;Volum 9.(10) NTNU Untitled

22.	Sandal, Louise Fleng; Nordstoga, Anne Lovise; Wood, Karen; Bach, Kerstin; Hartvigsen, Jan; Søgaard, Karen; Mork, Paul Jarle. En pilotstudie av et digitalt beslutningsstøttesystem (SELFBACK) rettet mot å bedre og støtte selvhåndtering av ryggsmerter. 9. Nasjonale forskningskonferanse innen muskelskjeletthelse 2020; 2020-11-19 - 2020-11-20 NTNU Untitled

23.	Sandal, Louise Fleng; Øverås, Cecilie K.; Nordstoga, Anne Lovise; Wood, Karen; Bach, Kerstin; Hartvigsen, Jan; Søgaard, Karen; Mork, Paul Jarle. 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 2020 ;Volum 6.(72) NTNU Untitled

24.	Verma, Deepika; Bach, Kerstin; Mork, Paul Jarle. Clustering of Physical Behaviour Profiles using Knowledge-intensive Similarity Measures. I: Proceedings of the 12th International Conference on Agents and Artificial Intelligence - (Volume 2). SciTePress 2020 ISBN 9789897583957. s. 660-667 NTNU Untitled

25.	Vonstad, Elise Klæbo; Su, Xiaomeng; Vereijken, Beatrix; Bach, Kerstin; Nilsen, Jan Harald. Comparison of a Deep Learning-Based Pose Estimation System to Marker-Based and Kinect Systems in Exergaming for Balance Training. Sensors 2020 ;Volum 20.(23) NTNU Untitled

26.	Wijekoon, Anjana; Wiratunga, Nirmalie; Cooper, Kay; Bach, Kerstin. Learning to Recognise Exercises in the Self-Management of Low Back Pain. I: Proceedings of the Thirty-Third International Florida Artificial Intelligence Research Society Conference. AAAI Press 2020 ISBN 9781577358213. s. 347-352 NTNU Untitled
2019
27.	Bach, Kerstin; Marling, Cindy. Case-Based Reasoning Research and Development. Springer 2019 (ISBN 978-3-030-29248-5) ;Volum LNAI.405 s. Lecture Notes in Computer Science(11680) NTNU Untitled

28.	Bach, Kerstin; Mathisen, Bjørn Magnus; Jaiswal, Amar Deep. Demonstrating the myCBR Rest API. CEUR Workshop Proceedings 2019 ;Volum 2567. s. 144-155 NTNU Untitled

29.	Bach, Kerstin; Ruocco, Massimiliano. 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) 149 s. Communications in Computer and Information Science(1056) NTNU Untitled

30.	Bach, Kerstin; Ruocco, Massimiliano. Nordic Artificial Intelligence Research and Development: Third Symposium of the Norwegian AI Society, NAIS 2019. Springer 2019 (ISBN 978-3-030-35664-4) 148 s. Communications in Computer and Information Science(1056) NTNU Untitled

31.	Jaiswal, Amar Deep; Bach, Kerstin. A Data-Driven Approach for Determining Weights in Global Similarity Functions. Lecture Notes in Computer Science (LNCS) 2019 ;Volum 11680. s. 125-139 NTNU Untitled

32.	Jaiswal, Amar Deep; Bach, Kerstin; Meisingset, Ingebrigt; Vasseljen, Ottar. Case Representation and Similarity Modeling for Non-Specific Musculoskeletal Disorders - A Case-Based Reasoning Approach. AAAI Press 2019 (ISBN 978-1-57735-805-3) 4 s. NTNU Untitled

33.	Kalamaras, Ilias; Xygonakis, Ioannis; Glykos, Konstantinos; Akselsen, Sigmund; Munch-Ellingsen, Arne; Nguyen, Hai Thanh; Jacobsen Lepperod, Andreas; Bach, Kerstin; Votis, Konstantinos; Tzovaras, Dimitrios. Visual analytics for exploring air quality data in an AI-enhanced IoT environment. I: MEDES '19: Proceedings of the 11th International Conference on Management of Digital EcoSystems. ACM Digital Library 2019 ISBN 978-1-4503-6238-2. s. 103-110 NTNU Untitled

34.	Mathisen, Bjørn Magnus; Aamodt, Agnar; Langseth, Helge; Bach, Kerstin. Learning similarity measures from data. Progress in Artificial Intelligence 2019 s. 1-15 NTNU Untitled

35.	Murad, Abdulmajid Abdullah Yahya; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. Autonomous Management of Energy-Harvesting IoT Nodes Using Deep Reinforcement Learning. I: 2019 IEEE 13th International Conference on Self-Adaptive and Self-Organizing Systems (SASO). IEEE 2019 ISBN 978-1-7281-2731-6. s. 43-51 NTNU Untitled

36.	Murad, Abdulmajid Abdullah Yahya; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. IoT Sensor Gym: Training Autonomous IoT Devices with Deep Reinforcement Learning. I: 9th International Conference on the Internet of Things (IoT 2019), October 22--25, 2019, Bilbao, Spain. Association for Computing Machinery (ACM) 2019 ISBN 978-1-4503-7207-7. s. - NTNU Untitled

37.	Murad, Abdulmajid Abdullah Yahya; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin. IoT Sensor Gym: Training Autonomous IoT Devices with Deep Reinforcement Learning (Poster). IoT 20019; 2019-10-22 - 2019-10-25 NTNU Untitled

38.	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. An App-Delivered Self-Management Program for People With Low Back Pain: Protocol for the selfBACK Randomized Controlled Trial. Journal of Medical Internet Research 2019 ;Volum 8.(12) s. 1-13 NTNU Untitled

39.	Verma, Deepika; Bach, Kerstin; Mork, Paul Jarle. Similarity measure development for case-based reasoning-a data-driven approach. Communications in Computer and Information Science 2019 ;Volum 1056 CCIS. s. 143-148 NTNU Untitled
2018
40.	Aha, David; Bach, Kerstin; Gundersen, Odd Erik; Lieber, Jean. The 25th International Conference on Case-Based Reasoning. The AI Magazine 2018 ;Volum 39.(2) s. 79-80 NTNU Untitled

41.	Bach, Kerstin. Applying Machine Learning Techniques for Human Activity Recognition from Accelerometer Data. Nordic Seminar on Technical Measurements of Physical Activity and Sedentary Behaviour; 2018-02-08 - 2018-02-09 NTNU Untitled

42.	Bach, Kerstin. From data to context-aware decision making: Challenges and opportunities. CEUR Workshop Proceedings 2018 ;Volum 2166. s. 1-6 NTNU Untitled

43.	Bach, Kerstin. Knowledge Engineering for Distributed Case-Based Reasoning Systems. I: Synergies Between Knowledge and Software Engineering. Springer 2018 ISBN 978-3-319-64161-4. s. 129-147 NTNU Untitled

44.	Bach, Kerstin. Personalized Self-Management: A Case-Based Reasoning Application for Low Back Pain Patients. LWDA 2018: Learning, Knowledge, Data, Analytics; 2018-08-22 - 2018-08-24 NTNU Untitled

45.	Bach, Kerstin. Temporal reasoning in the selfBACK project. RATIC 2018: Workshop on Reasoning about Time in CBR; 2018-07-10 - 2018-07-10 NTNU Untitled

46.	Bach, Kerstin; Bunescu, Razvan; Farri, Oladimeji; Guo, Aili; Hasan, Sadid; Ibrahim, Zina M.; Marling, Cindy; Rubin, Jonathan; Wu, Honghan. The 3rd International Workshop on Knowledge Discovery in Healthcare Data. IJCAI-ECAI 2018; 2018-07-13 - 2018-07-13 NTNU Untitled

47.	Bach, Kerstin; Marling, Cindy; Mork, Paul Jarle; Aamodt, Agnar; Mair, Frances; Nicholl, Barbara I. Design of a clinician dashboard to facilitate co-decision making in the management of non-specific low back pain. Journal of Intelligent Information Systems 2018 s. - NTNU Untitled

48.	Bardal, Ellen Marie; Brændvik, Siri Merete; Bach, Kerstin; Roeleveld, Karin. Identifisering og evaluering av aktivitet hos barn med cerebral parese. Fysioterapikongressen 2018; 2018-02-12 - 2018-02-14 NTNU Untitled

49.	Engin, Harun Kursat; Nadim, Farrokh; Carotenuto, Pasquale; Bach, Kerstin. Estimation of Pile Capacities Using Case-Based Reasoning (CBR) Method. 4th International Symposium on Computational Geomechanics; 2018-05-02 - 2018-05-04 NGI NTNU Untitled

50.	Mork, Paul Jarle; Bach, Kerstin. A Decision Support System to Enhance Self-Management of Low Back Pain: Protocol for the selfBACK Project. Journal of Medical Internet Research 2018 ;Volum 7.(7) s. - NTNU Untitled

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