Publications

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

76 entries « 1 of 2 »

2021

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

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

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

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

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

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

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Veiga, Tiago; Ljunggren, Erling; Bach, Kerstin; Akselsen, Sigmund

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

In: JAMA Internal Medicine, 2021.

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Arne Munch-Ellingsen Tiago Veiga, Christoforos Papastergiopoulos

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

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

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Kerstin Bach Bjørn Magnus Mathisen, Agnar Aamodt

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

In: Applied Intelligence, pp. 1-12, 2021.

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2020

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

Fallbasiertes Schließen Book Chapter

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

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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 Journal Article

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

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

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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: -, 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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 »