Agnar Aamodt
About
Professor (retired) in Computer Science and Artificial Intelligence.
Affiliated with Norwegian Open AI Lab.
Research Area
Main research area is Artificial Intelligence, and in particular methods for data analysis and experience-based support of human problem solving and learning. In particular:
- Methods for experience capture and reuse of human experiences,
and in particular case-based reasoning in combination with generalization-based methods - Machine learning and data analysis
- Knowledge modelling and representation
- Cognitive Science
- Decision support systems
Application areas in focus include medicine and health, fish farming, petroleum technology, search and rescue.
Research Group: Data and Artificial Intelligence
Additional information: www.idi.ntnu.no/~agnar
Publications
2017
- Houeland, Tor Gunnar Høst; Aamodt, Agnar. (2017) A learning system based on lazy metareasoning. Progress in Artificial Intelligence. volum 7 (2).
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). volum 9969 LNCS.
- 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. CEUR Workshop Proceedings. volum 1670.
- Mathisen, Bjørn Magnus; Aamodt, Agnar. (2016) Kunstig intelligens og maskinglæring. Overlegen. volum 4.
2015
- Sizov, Gleb; Øzturk, Pinar; Aamodt, Agnar. (2015) Evidence-driven retrieval in textual CBR: Bridging the gap between retrieval and reuse. Lecture Notes in Computer Science (LNCS). volum 9343.
- Tidemann, Axel; Aamodt, Agnar. (2015) Workshop: AI and creativity in entertainment. Lecture Notes in Computer Science (LNCS). volum 9353.
2014
- Kofod-Petersen, Anders; Andersen, Ole Johan; Aamodt, Agnar. (2014) Case-based reasoning for improving traffic flow in urban intersections. Lecture Notes in Computer Science (LNCS). volum 8765.
- Skalle, Pål; Aamodt, Agnar; Laumann, Karin. (2014) Integrating human related errors with technical errors to determine causes behind offshore accidents. Safety Science. volum 63.
- Valipour Shokouhi, Samad; Skalle, Pål; Aamodt, Agnar. (2014) An overview of case-based reasoning applications in drilling engineering. Artificial Intelligence Review. volum 41 (3).
2013
- Gundersen, Odd Erik; Sørmo, Frode; Aamodt, Agnar; Skalle, Pål. (2013) A real-time decision support system for high cost oil-well drilling operations. The AI Magazine. volum 34 (1).
- Skalle, Pål; Aamodt, Agnar; Gundersen, Odd Erik. (2013) Detection of Symptoms for Revealing Causes Leading to Drilling Failures. SPE Drilling & Completion. volum 28 (2).
- Skalle, Pål; Aamodt, Agnar; Gundersen, Odd Erik. (2013) Experience Transfer for Process Improvement. Engineering Applications of Artificial Intelligence. volum 26 (9).
2012
- Tidemann, Axel; Bjørnson, Finn Olav; Aamodt, Agnar. (2012) Operational Support in Fish Farming through Case-based Reasoning. Lecture Notes in Computer Science (LNCS).
2011
- Aamodt, Agnar; Gundersen, Odd Erik; Loge, Jon Håvard; Wasteson, Elisabeth; Szczepanski, Tomasz. (2011) Case-based reasoning for assessment and diagnosis of depression in palliative care. Computer-Based Medical Systems.
- Houeland, Tor Gunnar Høst; Aamodt, Agnar. (2011) An Efficient Hybrid Classification Algorithm - An Example from Palliative Care. Lecture Notes in Computer Science (LNCS). volum 6679.
- Houeland, Tor Gunnar Høst; Bruland, Tore; Aamodt, Agnar; Langseth, Helge. (2011) Combining CBR and BN using metareasoning. Frontiers in Artificial Intelligence and Applications. volum 227.
- Tidemann, Axel; Bjørnson, Finn Olav; Aamodt, Agnar. (2011) Case-based reasoning in a system architecture for intelligent fish farming. Frontiers in Artificial Intelligence and Applications. volum 227.
2010
- Bruland, Tore; Aamodt, Agnar; Langseth, Helge. (2010) Architectures Integrating Case-Based Reasoning and Bayesian Networks for Clinical Decision Support. IFIP Advances in Information and Communication Technology. volum 340.
- Gundersen, Odd Erik; Loge, Jon Håvard; Aamodt, Agnar. (2010) Decision-support for Diagnosing Depression through Case-based Reasoning. Palliative Medicine. volum 24 (4).
- Houeland, Tor Gunnar Høst; Aamodt, Agnar. (2010) The utility problem for lazy learners - towards a non-eager approach. Lecture Notes in Computer Science (LNCS). volum 6176.
- Shi, Zhongzhi; Vadera, Sunil; Aamodt, Agnar; Leake, David. (2010) Intelligent Information Processing V. Springer. 2010. ISBN 3-642-16326-2. IFIP Advances in Information and Communication Technology (340).
- Shokouhi, Samad Valipour; Aamodt, Agnar; Skalle, Pål. (2010) Applications of CBR in Oil Well Drilling: A General Overview. IFIP Advances in Information and Communication Technology. volum 340.
2009
- Kofod-Petersen, Anders; Aamodt, Agnar. (2009) Case-Based Reasoning for Situation-Aware Ambient Intelligence: A Hospital Ward Evaluation Study. Lecture Notes in Computer Science (LNCS). volum 5650.
- Valipour Shokouhi, Samad; Aamodt, Agnar; Skalle, Pål; Sørmo, Frode. (2009) Determining root causes of drilling problems by combining cases and general knowledge. Lecture Notes in Computer Science (LNCS). volum 5650.
2008
- Aamodt, Agnar. (2008) Case-based reasoning for advice-giving in a data-intensive environment. Frontiers in Artificial Intelligence and Applications. volum 173.
- Kofod-Petersen, Anders; Cassens, Jörg; Aamodt, Agnar. (2008) Explanatory Capabilities in the CREEK Knowledge-Intensive Case-Based Reasoner. Frontiers in Artificial Intelligence and Applications. volum 173.
2006
- Gu, Mingyang; Aamodt, Agnar. (2006) Evaluating CBR Systems Using Different Data Sources: A Case Study. Lecture Notes in Computer Science (LNCS). volum 4106.
- Kofod-Petersen, Anders; Aamodt, Agnar. (2006) Contextualised Ambient Intelligence through Case-Based Reasoning. Lecture Notes in Computer Science (LNCS). volum 4106.
2005
- Gu, Mingyang; Aamodt, Agnar. (2005) A Knowledge-Intensive Method for Conversational CBR. Lecture Notes in Computer Science (LNCS). volum 3620.
- Sørmo, Frode; Cassens, Jörg; Aamodt, Agnar. (2005) Explanation in Case-Based Reasoning - Perspectives and Goals. Artificial Intelligence Review. volum 24 (2).
- Lopez de Mantaras, Ramon; McSherry, David; Bridge, Derek; Leake, David; Smyth, Barry; Craw, Susan; Faltings, Boi; Maher, Mary Lou; Cox, Michael; Forbus, Kenneth; Keane, Mark; Aamodt, Agnar; Watson, Ian. (2005) Retrieval, reuse, revision, and retention in case-based reasoning. Knowledge engineering review (Print). volum 30 (03).
- Marling, Cindy; Rissland, Edwina; Aamodt, Agnar. (2005) Integrations with case-based reasoning. Knowledge engineering review (Print). volum 30 (03).
- Richter, Michael; Aamodt, Agnar. (2005) Case-based reasoning foundations. Knowledge engineering review (Print). volum 30 (03).
2004
- Aamodt, Agnar. (2004) Knowledge-intensive case-based reasoning in CREEK. Lecture Notes in Computer Science (LNCS). volum 3155.
2002
- Dørum Jære, Martha; Aamodt, Agnar. (2002) Representing temporal knowledge for case-based prediction. Lecture Notes in Computer Science (LNCS). volum 2416.
2000
- Skalle, Pål; Sveen, Jostein; Aamodt, Agnar. (2000) Improved efficiency of oil well drilling through case-based reasoning. Lecture Notes in Computer Science (LNCS). volum 1886.
1999
- Aamodt, Agnar; Bø, Ketil. (1999) A new approach to applicable memory-based reasoning. Journal of experimental and theoretical artificial intelligence (Print). volum Nr. 11.
1998
- Øzturk, Pinar; Aamodt, Agnar. (1998) A context model for knowledge-intensive case-based reasoning. International Journal of Human-Computer Studies. volum 48.
1996
- Aamodt, Agnar; Althoff, Klaus-Dieter. (1996) Relating case-based problem solving and learning methods to task and domain characteristics; towards an analytic framework. AI Communications. volum 9(3).
- Aamodt, Agnar; Althoff, Klaus-Dieter. (1996) Zur Analyser fallbasierter Problemöse- und Lernmethode in Abhängigkeit von Charakteristika gegebener Aufgabenstellungen und Anwendungsdomänen. Künstliche Intelligenz. volum Nr. 1.
1995
- Aamodt, Agnar; Komorowski, Jan. (1995) SCAI'95: Fifth Scandinavian Conference on Artificial Intelligence. 1995. ISBN 90-5199-221-1. Frontiers in Artificial Intelligence and Applications (Volume 28).
- Aamodt, Agnar; Nygård, Mads. (1995) Different Roles and Mutual Dependencies of Data, Information, and Knowledge - an AI perspective on their integration. Data & Knowledge Engineering.
- Aamodt, Agnar; Veloso, Manuela. (1995) Case-Based Reasoning Research and Development, First International Conference on Case-Based Reasoning, ICCBR-95. Springer. 1995. Lecture Notes in Computer Science (Vol. 1010).
1994
- Aamodt, Agnar; Plaza, Enric. (1994) Case-Based Reasoning: Foundational issues, current state, and future trends. AI Communications.
1992
- Aamodt, Agnar; Sølvberg, Ingeborg; Nordbø, Inge. (1992) Knowledge-Based Information Retrieval. Future generations computer systems.
Journal publications
- Houeland, Tor Gunnar Høst; Aamodt, Agnar. (2017) A learning system based on lazy metareasoning. Progress in Artificial Intelligence. volum 7 (2).
- 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). volum 9969 LNCS.
- 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. CEUR Workshop Proceedings. volum 1670.
- Mathisen, Bjørn Magnus; Aamodt, Agnar. (2016) Kunstig intelligens og maskinglæring. Overlegen. volum 4.
- Sizov, Gleb; Øzturk, Pinar; Aamodt, Agnar. (2015) Evidence-driven retrieval in textual CBR: Bridging the gap between retrieval and reuse. Lecture Notes in Computer Science (LNCS). volum 9343.
- Tidemann, Axel; Aamodt, Agnar. (2015) Workshop: AI and creativity in entertainment. Lecture Notes in Computer Science (LNCS). volum 9353.
- Kofod-Petersen, Anders; Andersen, Ole Johan; Aamodt, Agnar. (2014) Case-based reasoning for improving traffic flow in urban intersections. Lecture Notes in Computer Science (LNCS). volum 8765.
- Skalle, Pål; Aamodt, Agnar; Laumann, Karin. (2014) Integrating human related errors with technical errors to determine causes behind offshore accidents. Safety Science. volum 63.
- Valipour Shokouhi, Samad; Skalle, Pål; Aamodt, Agnar. (2014) An overview of case-based reasoning applications in drilling engineering. Artificial Intelligence Review. volum 41 (3).
- Gundersen, Odd Erik; Sørmo, Frode; Aamodt, Agnar; Skalle, Pål. (2013) A real-time decision support system for high cost oil-well drilling operations. The AI Magazine. volum 34 (1).
- Skalle, Pål; Aamodt, Agnar; Gundersen, Odd Erik. (2013) Detection of Symptoms for Revealing Causes Leading to Drilling Failures. SPE Drilling & Completion. volum 28 (2).
- Skalle, Pål; Aamodt, Agnar; Gundersen, Odd Erik. (2013) Experience Transfer for Process Improvement. Engineering Applications of Artificial Intelligence. volum 26 (9).
- Tidemann, Axel; Bjørnson, Finn Olav; Aamodt, Agnar. (2012) Operational Support in Fish Farming through Case-based Reasoning. Lecture Notes in Computer Science (LNCS).
- Aamodt, Agnar; Gundersen, Odd Erik; Loge, Jon Håvard; Wasteson, Elisabeth; Szczepanski, Tomasz. (2011) Case-based reasoning for assessment and diagnosis of depression in palliative care. Computer-Based Medical Systems.
- Houeland, Tor Gunnar Høst; Aamodt, Agnar. (2011) An Efficient Hybrid Classification Algorithm - An Example from Palliative Care. Lecture Notes in Computer Science (LNCS). volum 6679.
- Houeland, Tor Gunnar Høst; Bruland, Tore; Aamodt, Agnar; Langseth, Helge. (2011) Combining CBR and BN using metareasoning. Frontiers in Artificial Intelligence and Applications. volum 227.
- Tidemann, Axel; Bjørnson, Finn Olav; Aamodt, Agnar. (2011) Case-based reasoning in a system architecture for intelligent fish farming. Frontiers in Artificial Intelligence and Applications. volum 227.
- Bruland, Tore; Aamodt, Agnar; Langseth, Helge. (2010) Architectures Integrating Case-Based Reasoning and Bayesian Networks for Clinical Decision Support. IFIP Advances in Information and Communication Technology. volum 340.
- Gundersen, Odd Erik; Loge, Jon Håvard; Aamodt, Agnar. (2010) Decision-support for Diagnosing Depression through Case-based Reasoning. Palliative Medicine. volum 24 (4).
- Houeland, Tor Gunnar Høst; Aamodt, Agnar. (2010) The utility problem for lazy learners - towards a non-eager approach. Lecture Notes in Computer Science (LNCS). volum 6176.
- Shokouhi, Samad Valipour; Aamodt, Agnar; Skalle, Pål. (2010) Applications of CBR in Oil Well Drilling: A General Overview. IFIP Advances in Information and Communication Technology. volum 340.
- Kofod-Petersen, Anders; Aamodt, Agnar. (2009) Case-Based Reasoning for Situation-Aware Ambient Intelligence: A Hospital Ward Evaluation Study. Lecture Notes in Computer Science (LNCS). volum 5650.
- Valipour Shokouhi, Samad; Aamodt, Agnar; Skalle, Pål; Sørmo, Frode. (2009) Determining root causes of drilling problems by combining cases and general knowledge. Lecture Notes in Computer Science (LNCS). volum 5650.
- Aamodt, Agnar. (2008) Case-based reasoning for advice-giving in a data-intensive environment. Frontiers in Artificial Intelligence and Applications. volum 173.
- Kofod-Petersen, Anders; Cassens, Jörg; Aamodt, Agnar. (2008) Explanatory Capabilities in the CREEK Knowledge-Intensive Case-Based Reasoner. Frontiers in Artificial Intelligence and Applications. volum 173.
- Gu, Mingyang; Aamodt, Agnar. (2006) Evaluating CBR Systems Using Different Data Sources: A Case Study. Lecture Notes in Computer Science (LNCS). volum 4106.
- Kofod-Petersen, Anders; Aamodt, Agnar. (2006) Contextualised Ambient Intelligence through Case-Based Reasoning. Lecture Notes in Computer Science (LNCS). volum 4106.
- Gu, Mingyang; Aamodt, Agnar. (2005) A Knowledge-Intensive Method for Conversational CBR. Lecture Notes in Computer Science (LNCS). volum 3620.
- Sørmo, Frode; Cassens, Jörg; Aamodt, Agnar. (2005) Explanation in Case-Based Reasoning - Perspectives and Goals. Artificial Intelligence Review. volum 24 (2).
- Lopez de Mantaras, Ramon; McSherry, David; Bridge, Derek; Leake, David; Smyth, Barry; Craw, Susan; Faltings, Boi; Maher, Mary Lou; Cox, Michael; Forbus, Kenneth; Keane, Mark; Aamodt, Agnar; Watson, Ian. (2005) Retrieval, reuse, revision, and retention in case-based reasoning. Knowledge engineering review (Print). volum 30 (03).
- Marling, Cindy; Rissland, Edwina; Aamodt, Agnar. (2005) Integrations with case-based reasoning. Knowledge engineering review (Print). volum 30 (03).
- Richter, Michael; Aamodt, Agnar. (2005) Case-based reasoning foundations. Knowledge engineering review (Print). volum 30 (03).
- Aamodt, Agnar. (2004) Knowledge-intensive case-based reasoning in CREEK. Lecture Notes in Computer Science (LNCS). volum 3155.
- Dørum Jære, Martha; Aamodt, Agnar. (2002) Representing temporal knowledge for case-based prediction. Lecture Notes in Computer Science (LNCS). volum 2416.
- Skalle, Pål; Sveen, Jostein; Aamodt, Agnar. (2000) Improved efficiency of oil well drilling through case-based reasoning. Lecture Notes in Computer Science (LNCS). volum 1886.
- Aamodt, Agnar; Bø, Ketil. (1999) A new approach to applicable memory-based reasoning. Journal of experimental and theoretical artificial intelligence (Print). volum Nr. 11.
- Øzturk, Pinar; Aamodt, Agnar. (1998) A context model for knowledge-intensive case-based reasoning. International Journal of Human-Computer Studies. volum 48.
- Aamodt, Agnar; Althoff, Klaus-Dieter. (1996) Relating case-based problem solving and learning methods to task and domain characteristics; towards an analytic framework. AI Communications. volum 9(3).
- Aamodt, Agnar; Althoff, Klaus-Dieter. (1996) Zur Analyser fallbasierter Problemöse- und Lernmethode in Abhängigkeit von Charakteristika gegebener Aufgabenstellungen und Anwendungsdomänen. Künstliche Intelligenz. volum Nr. 1.
- Aamodt, Agnar; Nygård, Mads. (1995) Different Roles and Mutual Dependencies of Data, Information, and Knowledge - an AI perspective on their integration. Data & Knowledge Engineering.
- Aamodt, Agnar; Plaza, Enric. (1994) Case-Based Reasoning: Foundational issues, current state, and future trends. AI Communications.
- Aamodt, Agnar; Sølvberg, Ingeborg; Nordbø, Inge. (1992) Knowledge-Based Information Retrieval. Future generations computer systems.
Books
- Shi, Zhongzhi; Vadera, Sunil; Aamodt, Agnar; Leake, David. (2010) Intelligent Information Processing V. Springer. 2010. ISBN 3-642-16326-2. IFIP Advances in Information and Communication Technology (340).
- Aamodt, Agnar; Komorowski, Jan. (1995) SCAI'95: Fifth Scandinavian Conference on Artificial Intelligence. 1995. ISBN 90-5199-221-1. Frontiers in Artificial Intelligence and Applications (Volume 28).
- Aamodt, Agnar; Veloso, Manuela. (1995) Case-Based Reasoning Research and Development, First International Conference on Case-Based Reasoning, ICCBR-95. Springer. 1995. Lecture Notes in Computer Science (Vol. 1010).