Publications

List of my publications. You can also find me on Google Scholar, DBLP, or Cristin.

76 entries « 1 of 2 »

2021

Elise Klæbo Vonstad Beatrix Vereijken, Kerstin Bach Xiaomeng Su Jan Harald Nilsen

Assessment of Machine Learning Models for Classification of Movement Patterns During a Weight-Shifting Exergame Journal Article

IEEE Transactions on Human-Machine Systems, 51 (3), pp. 242 - 252, 2021.

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Deepika Verma Kerstin Bach, Paul Jarle Mork

Application of Machine Learning Methods on Patient Reported Outcome Measurements for Predicting Outcomes: A Literature Review Journal Article

Informatics, 8 (3), pp. 56, 2021.

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Tiago Veiga Erling Ljunggren, Kerstin Bach Sigmund Akselsen

Blind Calibration of Air Quality Wireless Sensor Networks Using Deep Neural Networks Conference

2021 IEEE International Conference on Omni-Layer Intelligent Systems (COINS), IEEE, 2021.

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Louise Fleng Sandal Kerstin Bach, Cecilie Øverås Malene Jagd Svendsen Tina Dalager Jesper Stejnicher Drongstrup Jensen Atle Kongsvold Anne Lovise Nordstoga Ellen Marie Bardal Ilya Ashikhmin Karen Wood Charlotte Diana Nørregaard Rasmussen Mette Jensen Stochkendahl Barbara Nicholl Nirmalie Wiratunga Kay Cooper Jan Hartvigsen Per Kjær Gisela Sjøgaard Tom Nilsen Frances Mair Karen Søgaard Paul Jarle Mork K I I L S

Effectiveness of App-Delivered, Tailored Self-management Support for Adults With Lower Back Pain–Related Disability A selfBACK Randomized Clinical Trial Journal Article

JAMA Internal Medicine, 2021.

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Tiago Veiga Arne Munch-Ellingsen, Christoforos Papastergiopoulos Dimitrios Tzovaras Ilias Kalamaras Kerstin Bach Konstantinos Votis Sigmund Akselsen

From a Low-Cost Air Quality Sensor Network to Decision Support Services: Steps towards Data Calibration and Service Development Journal Article

Sensors, 21 (9), pp. 3190, 2021.

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Bjørn Magnus Mathisen Kerstin Bach, Agnar Aamodt

Using extended siamese networks to provide decision support in aquaculture operations Journal Article

Applied Intelligence, pp. 1-12, 2021.

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2020

Ralph Bergmann Mirjam Minor, Kerstin Bach Klaus-Dieter Althoff Héctor Muñoz-Avila

Fallbasiertes Schließen Book Chapter

Günter Görz Ute Schmid, Tanya Braun (Ed.): pp. 343-394, De Gruyter, 2020.

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Elise Klæbo Vonstad Xiaomeng Su, Beatrix Vereijken Kerstin Bach Jan Harald Nilsen

Comparison of a Deep Learning-Based Pose Estimation System to Marker-Based and Kinect Systems in Exergaming for Balance Training Journal Article

Sensors, 20 (23), pp. 6940, 2020.

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Kerstin Bach Sigmund Akselsen, Tiago Veiga Ilias Kalamaras

On the Use of Air Quality Microsensors for Supporting Decision Makers Conference

IoT '20 Companion: 10th International Conference on the Internet of Things Companion, ACM, New York, NY, United States, 2020, ISBN: 978-1-4503-8820-7.

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Charlotte Diana Nørregaard Rasmussen Malene Jagd Svendsen, Karen Wood Barbara Nicholl Frances Mair Louise Fleng Sandal Paul Jarle Mork Karen Søgaard Kerstin Bach Mette Jensen Stochkendahl I S

App-Delivered Self-Management Intervention Trial selfBACK for People With Low Back Pain: Protocol for Implementation and Process Evaluation Journal Article

JMIR Research Protocols, 9 (10), pp. e20308, 2020.

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Nordstoga, Anne Lovise; Bach, Kerstin; Sani, Sadiq; Wiratunga, Nirmalie; Mork, Paul Jarle; Willumsen, Morten; Cooper, Kay

Usability and acceptability of an app (SELFBACK) to support self-management of low back pain: a mixed methods study. Journal Article

JMIR Rehabilitation and Assistive Technologies, 7 (2), pp. e18729, 2020.

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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 Journal Article

Pilot and Feasibility Studies volume, 6 (72), 2020, ISSN: 2055-5784.

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Althoff, Klaus-Dieter; Bach, Kerstin; Bergmann, Ralph; Marling, Cindy

The 27th International Conference on Case-Based Reasoning Journal Article

AI Mag., 41 (1), pp. 101–102, 2020.

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Mathisen, Bjørn Magnus; Aamodt, Agnar; Bach, Kerstin; Langseth, Helge

Learning similarity measures from data Journal Article

Prog. Artif. Intell., 9 (2), pp. 129–143, 2020.

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Wijekoon, Anjana; Wiratunga, Nirmalie; Cooper, Kay; Bach, Kerstin

Learning to Recognise Exercises in the Self-Management of Low Back Pain Inproceedings

á, Roman Bart; Bell, Eric (Ed.): Proceedings of the Thirty-Third International Florida Artificial Intelligence Research Society Conference, Originally to be held in North Miami Beach, Florida, USA, May 17-20, 2020, pp. 347–352, AAAI Press, 2020.

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Bach, Kerstin; Mork, Paul Jarle

On the Explanation of Similarity for Developing and Deploying CBR Systems Inproceedings

á, Roman Bart; Bell, Eric (Ed.): Proceedings of the Thirty-Third International Florida Artificial Intelligence Research Society Conference, Originally to be held in North Miami Beach, Florida, USA, May 17-20, 2020, pp. 413–416, AAAI Press, 2020.

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Verma, Deepika; Bach, Kerstin; Mork, Paul Jarle

Clustering of Physical Behaviour Profiles using Knowledge-intensive Similarity Measures Inproceedings

Rocha, Ana Paula; Steels, Luc; van den Herik, Jaap H (Ed.): Proceedings of the 12th International Conference on Agents and Artificial Intelligence, ICAART 2020, Volume 2, Valletta, Malta, February 22-24, 2020, pp. 660–667, SCITEPRESS, 2020.

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Bach, Kerstin; Akselsen, Sigmund; Veiga, Tiago; Kalamaras, Ilias

On the Use of Air Quality Microsensors for Supporting Decision Makers Inproceedings

10th International Conference on the Internet of Things Companion, Association for Computing Machinery, Malmö, Sweden, 2020, ISBN: 9781450388207.

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Murad, Abdulmajid; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin

Information-Driven Adaptive Sensing Based on Deep Reinforcement Learning Inproceedings

Proceedings of the 10th International Conference on the Internet of Things, Association for Computing Machinery, Malmö, Sweden, 2020, ISBN: 9781450387583.

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Mathisen, Bjørn Magnus; Bach, Kerstin; Meidell, Espen; Måløy, Håkon; Sjøblom, Edvard Schreiner

FishNet: A Unified Embeddiung for Salmon Recognition Inproceedings

Proceedings of the Twenty-fourth European Conference on Artificial Intelligence, pp. 3001–3008, 2020.

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2019

Sandal, Louise Fleng; Stochkendahl, Mette Jensen; Svendsen, Malene Jagd; Wood, Karen; Øverås, Cecilie K; Nordstoga, Anne Lovise; Villumsen, Morten; Rasmussen, Charlotte Diana Nørregaard; Nicholl, Barbara; Cooper, Kay; Kjaer, Per; Mair, Frances S; 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 Article

JMIR Research Protocols, 8 (12), 2019.

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Bach, Kerstin; Ruocco, Massimiliano (Ed.)

Nordic Artificial Intelligence Research and Development Collection

Springer, Cham, 2019, ISBN: 978-3-030-35663-7.

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Svendsen, Malene Jagd; Rasmussen, Charlotte Diana Nørregaard; Sandal, Louise Fleng; Stochkendahl, Mette Jensen; Hartvigsen, Jan; Cooper, Kay; Kjaer, Per; Bach, Kerstin; Mork, Paul Jarle

Designing a digital support intervention for the Self-Management of Low Back Pain (SelfBACK)-an intervention mapping approach Conference

15th WFC Biennial Congress and 78th ECU Convention, 2019.

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Bach, Kerstin; Marling, Cindy; Mork, Paul Jarle; Aamodt, Agnar; Mair, Frances S; Nicholl, Barbara I

Design of a clinician dashboard to facilitate co-decision making in the management of non-specific low back pain Journal Article

J. Intell. Inf. Syst., 52 (2), pp. 269–284, 2019.

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Jaiswal, Amar; Bach, Kerstin; Meisingset, Ingebrigt; Vasseljen, Ottar

Case Representation and Similarity Modeling for Non-Specific Musculoskeletal Disorders - a Case-Based Reasoning Approach Inproceedings

á, Roman Bart; Brawner, Keith W (Ed.): Proceedings of the Thirty-Second International Florida Artificial Intelligence Research Society Conference, Sarasota, Florida, USA, May 19-22 2019, pp. 359–363, AAAI Press, 2019.

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Jaiswal, Amar; Bach, Kerstin

A Data-Driven Approach for Determining Weights in Global Similarity Functions Inproceedings

Bach, Kerstin; Marling, Cindy (Ed.): Case-Based Reasoning Research and Development - 27th International Conference, ICCBR 2019, Otzenhausen, Germany, September 8-12, 2019, Proceedings, pp. 125–139, Springer, 2019.

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Bach, Kerstin

Workshop preface Inproceedings

Kapetanakis, Stelios; Borck, Hayley (Ed.): Workshops Proceedings for the Twenty-seventh International Conference on Case-Based Reasoning co-located with the Twenty-seventh International Conference on Case-Based Reasoning (ICCBR 2019), Otzenhausen, Germany, September 8-12, 2019, pp. 143, CEUR-WS.org, 2019.

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Bach, Kerstin; Mathisen, Bjørn Magnus; Jaiswal, Amar

Demonstrating the myCBR Rest API Inproceedings

Kapetanakis, Stelios; Borck, Hayley (Ed.): Workshops Proceedings for the Twenty-seventh International Conference on Case-Based Reasoning co-located with the Twenty-seventh International Conference on Case-Based Reasoning (ICCBR 2019), Otzenhausen, Germany, September 8-12, 2019, pp. 144–155, CEUR-WS.org, 2019.

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Murad, Abdulmajid; Bach, Kerstin; Kraemer, Frank Alexander; Taylor, Gavin

IoT Sensor Gym: Training Autonomous IoT Devices with Deep Reinforcement Learning Inproceedings

Proceedings of the 9th International Conference on the Internet of Things, IoT 2019, Bilbao, Spain, October 22-25, 2019, pp. 37:1–37:4, ACM, 2019.

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Kalamaras, Ilias; Xygonakis, Ioannis; Glykos, Konstantinos; Akselsen, Sigmund; Munch-Elligsen, Arne; Nguyen, Hai Thanh; Lepperod, Andreas Jacobsen; Bach, Kerstin; Votis, Konstantinos; Tzovaras, Dimitrios

Visual analytics for exploring air quality data in an AI-enhanced IoT environment Inproceedings

Chbeir, Richard; Manolopoulos, Yannis; Ilarri, Sergio; Papadopoulos, Apostolos (Ed.): 11th International Conference on Management of Digital EcoSystems, MEDES 2019, Limassol, Cyprus, November, 2019, pp. 103–110, ACM, 2019.

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Murad, Abdulmajid; Kraemer, Frank Alexander; Bach, Kerstin; Taylor, Gavin

Autonomous Management of Energy-Harvesting IoT Nodes Using Deep Reinforcement Learning Inproceedings

13th IEEE International Conference on Self-Adaptive and Self-Organizing Systems, SASO 2019, Umea, Sweden, June 16-20, 2019, pp. 43–51, IEEE, 2019.

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Bach, Kerstin; Marling, Cindy (Ed.)

Case-Based Reasoning Research and Development - 27th International Conference, ICCBR 2019, Otzenhausen, Germany, September 8-12, 2019, Proceedings Proceeding

Springer, 11680 , 2019, ISBN: 978-3-030-29248-5.

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Verma, Deepika; Bach, Kerstin; Mork, Paul Jarle

Similarity Measure Development for Case-Based Reasoning- A Data-driven Approach Journal Article

CoRR, abs/1905.08581 , 2019.

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2018

Aha, David W; Bach, Kerstin; Gundersen, Odd Erik; Lieber, Jean

The 25th International Conference on Case-Based Reasoning Journal Article

AI Mag., 39 (2), pp. 79–80, 2018.

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Bach, Kerstin

From Data to Context Aware Decision Making Challenges and Opportunities Inproceedings

Nalepa, Grzegorz J; á, Vicente Juli; é, José Tomás Palma M; Â, ; Carrascosa, Carlos; Novais, Paulo (Ed.): Proceedings of the Workshop on Affective Computing and Context Awareness in Ambient Intelligence (AfCAI 2018), Valencia, Spain, April 19-20, 2018, CEUR-WS.org, 2018.

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Nikpour, Hoda; Aamodt, Agnar; Bach, Kerstin

Bayesian-Supported Retrieval in BNCreek: A Knowledge-Intensive Case-Based Reasoning System Inproceedings

Cox, Michael T; Funk, Peter; Begum, Shahina (Ed.): Case-Based Reasoning Research and Development - 26th International Conference, ICCBR 2018, Stockholm, Sweden, July 9-12, 2018, Proceedings, pp. 323–338, Springer, 2018.

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Verma, Deepika; Bach, Kerstin; Mork, Paul Jarle

Modelling Similarity for Comparing Physical Activity Profiles - A Data-Driven Approach Inproceedings

Cox, Michael T; Funk, Peter; Begum, Shahina (Ed.): Case-Based Reasoning Research and Development - 26th International Conference, ICCBR 2018, Stockholm, Sweden, July 9-12, 2018, Proceedings, pp. 415–430, Springer, 2018.

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Vonstad, Elise Klaebo; Su, Xiaomeng; Vereijken, Beatrix; Nilsen, Jan Harald; Bach, Kerstin

Cassification of Movement Quality in A Weight-shifting Exercise Inproceedings

Bach, Kerstin; Bunescu, Razvan C; Farri, Oladimeji; Guo, Aili; Hasan, Sadid A; Ibrahim, Zina M; Marling, Cindy; Raffa, Jesse; Rubin, Jonathan; Wu, Honghan (Ed.): Proceedings of the 3rd International Workshop on Knowledge Discovery in Healthcare Data co-located with the 27th International Joint Conference on Artificial Intelligence and the 23rd European Conference on Artificial Intelligence (IJCAI-ECAI 2018), Stockholm, Schweden, July 13, 2018, pp. 27–32, CEUR-WS.org, 2018.

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Bach, Kerstin

Knowledge Engineering for Distributed Case-Based Reasoning Systems Incollection

Nalepa, Grzegorz J; Baumeister, Joachim (Ed.): Synergies Between Knowledge Engineering and Software Engineering, 626 , pp. 129–147, Springer, 2018.

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Bach, Kerstin; Bunescu, Razvan C; Farri, Oladimeji; Guo, Aili; Hasan, Sadid A; Ibrahim, Zina M; Marling, Cindy; Raffa, Jesse; Rubin, Jonathan; Wu, Honghan (Ed.)

Proceedings of the 3rd International Workshop on Knowledge Discovery in Healthcare Data co-located with the 27th International Joint Conference on Artificial Intelligence and the 23rd European Conference on Artificial Intelligence (IJCAI-ECAI 2018), Stockholm, Schweden, July 13, 2018 Proceeding

CEUR-WS.org, 2148 , 2018.

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2017

Prestmo, Tale; Bach, Kerstin; Aamodt, Agnar; Mork, Paul Jarle

Evolutionary Inspired Adaptation of Exercise Plans for Increasing Solution Variety Inproceedings

Aha, David W; Lieber, Jean (Ed.): Case-Based Reasoning Research and Development - 25th International Conference, ICCBR 2017, Trondheim, Norway, June 26-28, 2017, Proceedings, pp. 272–286, Springer, 2017.

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Skjold, Kari; Øien, Marthe; Bach, Kerstin; Aamodt, Agnar

IntelliMeal - Enhancing Creativity by Reusing Domain Knowledge in the Adaptation Process Inproceedings

-, Antonio Sánchez A; -, Anders Kofod (Ed.): Proceedings of ICCBR 2017 Workshops (CAW, CBRDL, PO-CBR), Doctoral Consortium, and Competitions co-located with the 25th International Conference on Case-Based Reasoning (ICCBR 2017), Trondheim, Norway, June 26-28, 2017, pp. 277–284, CEUR-WS.org, 2017.

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Ibrahim, Zina M; Wu, Honghan; Bach, Kerstin; Dobson, Richard J B; Denaxas, Spiros C; Wiratunga, Nirmalie; Massie, Stewart; Sani, Sadiq (Ed.)

Proceedings of the 2nd International Workshop on Knowledge Discovery in Healthcare Data Co-located with the 26th International Joint Conference on Artificial Intelligence (IJCAI 2017), Melbourne, Australia, August 20, 2017 Proceeding

CEUR-WS.org, 1891 , 2017.

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2016

Sizov, Gleb; ü, Pinar Özt; Bach, Kerstin

Evaluation of Explanations Extracted from Textual Reports Inproceedings

Markov, Zdravko; Russell, Ingrid (Ed.): Proceedings of the Twenty-Ninth International Florida Artificial Intelligence Research Society Conference, FLAIRS 2016, Key Largo, Florida, USA, May 16-18, 2016, pp. 425–429, AAAI Press, 2016.

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Bach, Kerstin; Szczepanski, Tomasz; Aamodt, Agnar; Gundersen, Odd Erik; Mork, Paul Jarle

Case Representation and Similarity Assessment in the selfBACK Decision Support System Inproceedings

Goel, Ashok K; -, Belén Díaz M; -, Thomas Roth (Ed.): Case-Based Reasoning Research and Development - 24th International Conference, ICCBR 2016, Atlanta, GA, USA, October 31 - November 2, 2016, Proceedings, pp. 32–46, Springer, 2016.

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Szczepanski, Tomasz; Bach, Kerstin; Aamodt, Agnar

Challenges for the Similarity-Based Comparison of Human Physical Activities Using Time Series Data Inproceedings

Coman, Alexandra; Kapetanakis, Stelios (Ed.): Workshops Proceedings for the Twenty-fourth International Conference on Case-Based Reasoning (ICCBR 2016), Atlanta, Georgia, USA, October 31 - November 2, 2016, pp. 173–177, CEUR-WS.org, 2016.

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Bach, Kerstin; Szczepanski, Tomasz; Aamodt, Agnar; Gundersen, Odd Erik; Mork, Paul Jarle

Case Representation and Similarity Assessment in the selfBACK Decision Support System Inproceedings

Krestel, Ralf; Mottin, Davide; ü, Emmanuel M (Ed.): Proceedings of the Conference "Lernen, Wissen, Daten, Analysen", Potsdam, Germany, September 12-14, 2016, pp. 153–154, CEUR-WS.org, 2016.

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Bach, Kerstin; Mork, Paul Jarle; Aamodt, Agnar

Can Data-driven Self-Management Reduce Low Back Pain? Journal Article

ERCIM News, 2016 (104), 2016.

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2014

Bach, Kerstin; Sauer, Christian Severin; Althoff, Klaus-Dieter; Roth-Berghofer, Thomas

Knowledge Modeling with the Open Source Tool myCBR Inproceedings

Nalepa, Grzegorz J; Baumeister, Joachim (Ed.): Proceedings of 10th Workshop on Knowledge Engineering and Software Engineering (KESE10) co-located with 21st European Conference on Artificial Intelligence (ECAI 2014), Prague, Czech Republic, August 19 2014, CEUR-WS.org, 2014.

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Bach, Kerstin; Gundersen, Odd Erik; Knappskog, Christian; ü, Pinar Özt

Automatic Case Capturing for Problematic Drilling Situations Inproceedings

Lamontagne, Luc; Plaza, Enric (Ed.): Case-Based Reasoning Research and Development - 22nd International Conference, ICCBR 2014, Cork, Ireland, September 29, 2014 - October 1, 2014. Proceedings, pp. 48–62, Springer, 2014.

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76 entries « 1 of 2 »