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
Updated publications list in Google Scholar:
https://scholar.google.com/citations?user=XfI8SR8AAAAJ&hl=en
2017
-
Houeland, Tor Gunnar Høst;
Aamodt, Agnar.
(2017)
A learning system based on lazy metareasoning.
Progress in Artificial Intelligence
Academic article
2016
-
Mathisen, Bjørn Magnus;
Aamodt, Agnar.
(2016)
Kunstig intelligens og maskinglæring.
Overlegen
Popular scientific article
-
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
Academic article
-
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)
Academic article
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)
Academic article
-
Tidemann, Axel;
Aamodt, Agnar.
(2015)
Workshop: AI and creativity in entertainment.
Lecture Notes in Computer Science (LNCS)
Editorial
2014
-
Valipour Shokouhi, Samad;
Skalle, Pål;
Aamodt, Agnar.
(2014)
An overview of case-based reasoning applications in drilling engineering.
Artificial Intelligence Review
Academic article
-
Skalle, Pål;
Aamodt, Agnar;
Laumann, Karin.
(2014)
Integrating human related errors with technical errors to determine causes behind offshore accidents.
Safety Science
Academic article
-
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)
Academic article
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
Academic article
-
Skalle, Pål;
Aamodt, Agnar;
Gundersen, Odd Erik.
(2013)
Detection of Symptoms for Revealing Causes Leading to Drilling Failures.
SPE Drilling & Completion
Academic article
-
Skalle, Pål;
Aamodt, Agnar;
Gundersen, Odd Erik.
(2013)
Experience Transfer for Process Improvement.
Engineering Applications of Artificial Intelligence
Academic article
2012
-
Tidemann, Axel;
Bjørnson, Finn Olav;
Aamodt, Agnar.
(2012)
Operational Support in Fish Farming through Case-based Reasoning.
Lecture Notes in Computer Science (LNCS)
Academic article
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
Academic article
-
Houeland, Tor Gunnar Høst;
Bruland, Tore;
Aamodt, Agnar;
Langseth, Helge.
(2011)
Combining CBR and BN using metareasoning.
Frontiers in Artificial Intelligence and Applications
Academic article
-
Houeland, Tor Gunnar Høst;
Aamodt, Agnar.
(2011)
An Efficient Hybrid Classification Algorithm - An Example from Palliative Care.
Lecture Notes in Computer Science (LNCS)
Academic article
-
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
Academic article
2010
-
Shi, Zhongzhi;
Vadera, Sunil;
Aamodt, Agnar;
Leake, David.
(2010)
Intelligent Information Processing V.
Springer
IFIP Advances in Information and Communication Technology (340)
Academic anthology/Conference proceedings
-
Gundersen, Odd Erik;
Loge, Jon Håvard;
Aamodt, Agnar.
(2010)
Decision-support for Diagnosing Depression through Case-based Reasoning.
Palliative Medicine
Abstract
-
Houeland, Tor Gunnar Høst;
Aamodt, Agnar.
(2010)
The utility problem for lazy learners - towards a non-eager approach.
Lecture Notes in Computer Science (LNCS)
Academic article
-
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
Academic article
-
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
Academic article
2009
-
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)
Academic article
-
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)
Academic article
2008
-
Aamodt, Agnar.
(2008)
Case-based reasoning for advice-giving in a data-intensive environment.
Frontiers in Artificial Intelligence and Applications
Academic article
-
Kofod-Petersen, Anders;
Cassens, Jörg;
Aamodt, Agnar.
(2008)
Explanatory Capabilities in the CREEK Knowledge-Intensive Case-Based Reasoner.
Frontiers in Artificial Intelligence and Applications
Academic article
2006
-
Gu, Mingyang;
Aamodt, Agnar.
(2006)
Evaluating CBR Systems Using Different Data Sources: A Case Study.
Lecture Notes in Computer Science (LNCS)
Academic article
-
Kofod-Petersen, Anders;
Aamodt, Agnar.
(2006)
Contextualised Ambient Intelligence through Case-Based Reasoning.
Lecture Notes in Computer Science (LNCS)
Academic article
2005
-
Richter, Michael;
Aamodt, Agnar.
(2005)
Case-based reasoning foundations.
Knowledge engineering review (Print)
Academic literature review
-
Lopez de Mantaras, Ramon;
McSherry, David;
Bridge, Derek;
Leake, David;
Smyth, Barry;
Craw, Susan.
(2005)
Retrieval, reuse, revision, and retention in case-based reasoning.
Knowledge engineering review (Print)
Academic literature review
-
Marling, Cindy;
Rissland, Edwina;
Aamodt, Agnar.
(2005)
Integrations with case-based reasoning.
Knowledge engineering review (Print)
Academic literature review
-
Sørmo, Frode;
Cassens, Jörg;
Aamodt, Agnar.
(2005)
Explanation in Case-Based Reasoning - Perspectives and Goals.
Artificial Intelligence Review
Academic article
-
Gu, Mingyang;
Aamodt, Agnar.
(2005)
A Knowledge-Intensive Method for Conversational CBR.
Lecture Notes in Computer Science (LNCS)
Academic article
2004
-
Aamodt, Agnar.
(2004)
Knowledge-intensive case-based reasoning in CREEK.
Lecture Notes in Computer Science (LNCS)
Academic article
2002
-
Dørum Jære, Martha;
Aamodt, Agnar.
(2002)
Representing temporal knowledge for case-based prediction.
Lecture Notes in Computer Science (LNCS)
Academic article
2000
-
Skalle, Pål;
Sveen, Jostein;
Aamodt, Agnar.
(2000)
Improved efficiency of oil well drilling through case-based reasoning.
Lecture Notes in Computer Science (LNCS)
Academic article
1999
-
Aamodt, Agnar;
Bø, Ketil.
(1999)
A new approach to applicable memory-based reasoning.
Journal of experimental and theoretical artificial intelligence (Print)
Academic article
1998
-
Øzturk, Pinar;
Aamodt, Agnar.
(1998)
A context model for knowledge-intensive case-based reasoning.
International Journal of Human-Computer Studies
Academic article
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
Academic article
-
Aamodt, Agnar;
Althoff, Klaus-Dieter.
(1996)
Zur Analyser fallbasierter Problemöse- und Lernmethode in Abhängigkeit von Charakteristika gegebener Aufgabenstellungen und Anwendungsdomänen.
Künstliche Intelligenz
Academic article
1995
-
Aamodt, Agnar;
Nygård, Mads.
(1995)
Different Roles and Mutual Dependencies of Data, Information, and Knowledge - an AI perspective on their integration.
Data & Knowledge Engineering
Academic article
-
Aamodt, Agnar;
Komorowski, Jan.
(1995)
SCAI'95: Fifth Scandinavian Conference on Artificial Intelligence.
Frontiers in Artificial Intelligence and Applications (Volume 28)
Non-fiction book
-
Aamodt, Agnar;
Veloso, Manuela.
(1995)
Case-Based Reasoning Research and Development, First International Conference on Case-Based Reasoning, ICCBR-95.
Springer
Lecture Notes in Computer Science (LNCS) (Vol. 1010)
Non-fiction book
1994
-
Aamodt, Agnar;
Plaza, Enric.
(1994)
Case-Based Reasoning: Foundational issues, current state, and future trends.
AI Communications
Academic article
1992
-
Aamodt, Agnar;
Sølvberg, Ingeborg;
Nordbø, Inge.
(1992)
Knowledge-Based Information Retrieval.
Future Generation Computer Systems
Academic article
Journal publications
-
Houeland, Tor Gunnar Høst;
Aamodt, Agnar.
(2017)
A learning system based on lazy metareasoning.
Progress in Artificial Intelligence
Academic article
-
Mathisen, Bjørn Magnus;
Aamodt, Agnar.
(2016)
Kunstig intelligens og maskinglæring.
Overlegen
Popular scientific article
-
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
Academic article
-
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)
Academic article
-
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)
Academic article
-
Tidemann, Axel;
Aamodt, Agnar.
(2015)
Workshop: AI and creativity in entertainment.
Lecture Notes in Computer Science (LNCS)
Editorial
-
Valipour Shokouhi, Samad;
Skalle, Pål;
Aamodt, Agnar.
(2014)
An overview of case-based reasoning applications in drilling engineering.
Artificial Intelligence Review
Academic article
-
Skalle, Pål;
Aamodt, Agnar;
Laumann, Karin.
(2014)
Integrating human related errors with technical errors to determine causes behind offshore accidents.
Safety Science
Academic article
-
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)
Academic article
-
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
Academic article
-
Skalle, Pål;
Aamodt, Agnar;
Gundersen, Odd Erik.
(2013)
Detection of Symptoms for Revealing Causes Leading to Drilling Failures.
SPE Drilling & Completion
Academic article
-
Skalle, Pål;
Aamodt, Agnar;
Gundersen, Odd Erik.
(2013)
Experience Transfer for Process Improvement.
Engineering Applications of Artificial Intelligence
Academic article
-
Tidemann, Axel;
Bjørnson, Finn Olav;
Aamodt, Agnar.
(2012)
Operational Support in Fish Farming through Case-based Reasoning.
Lecture Notes in Computer Science (LNCS)
Academic article
-
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
Academic article
-
Houeland, Tor Gunnar Høst;
Bruland, Tore;
Aamodt, Agnar;
Langseth, Helge.
(2011)
Combining CBR and BN using metareasoning.
Frontiers in Artificial Intelligence and Applications
Academic article
-
Houeland, Tor Gunnar Høst;
Aamodt, Agnar.
(2011)
An Efficient Hybrid Classification Algorithm - An Example from Palliative Care.
Lecture Notes in Computer Science (LNCS)
Academic article
-
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
Academic article
-
Gundersen, Odd Erik;
Loge, Jon Håvard;
Aamodt, Agnar.
(2010)
Decision-support for Diagnosing Depression through Case-based Reasoning.
Palliative Medicine
Abstract
-
Houeland, Tor Gunnar Høst;
Aamodt, Agnar.
(2010)
The utility problem for lazy learners - towards a non-eager approach.
Lecture Notes in Computer Science (LNCS)
Academic article
-
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
Academic article
-
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
Academic article
-
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)
Academic article
-
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)
Academic article
-
Aamodt, Agnar.
(2008)
Case-based reasoning for advice-giving in a data-intensive environment.
Frontiers in Artificial Intelligence and Applications
Academic article
-
Kofod-Petersen, Anders;
Cassens, Jörg;
Aamodt, Agnar.
(2008)
Explanatory Capabilities in the CREEK Knowledge-Intensive Case-Based Reasoner.
Frontiers in Artificial Intelligence and Applications
Academic article
-
Gu, Mingyang;
Aamodt, Agnar.
(2006)
Evaluating CBR Systems Using Different Data Sources: A Case Study.
Lecture Notes in Computer Science (LNCS)
Academic article
-
Kofod-Petersen, Anders;
Aamodt, Agnar.
(2006)
Contextualised Ambient Intelligence through Case-Based Reasoning.
Lecture Notes in Computer Science (LNCS)
Academic article
-
Richter, Michael;
Aamodt, Agnar.
(2005)
Case-based reasoning foundations.
Knowledge engineering review (Print)
Academic literature review
-
Lopez de Mantaras, Ramon;
McSherry, David;
Bridge, Derek;
Leake, David;
Smyth, Barry;
Craw, Susan.
(2005)
Retrieval, reuse, revision, and retention in case-based reasoning.
Knowledge engineering review (Print)
Academic literature review
-
Marling, Cindy;
Rissland, Edwina;
Aamodt, Agnar.
(2005)
Integrations with case-based reasoning.
Knowledge engineering review (Print)
Academic literature review
-
Sørmo, Frode;
Cassens, Jörg;
Aamodt, Agnar.
(2005)
Explanation in Case-Based Reasoning - Perspectives and Goals.
Artificial Intelligence Review
Academic article
-
Gu, Mingyang;
Aamodt, Agnar.
(2005)
A Knowledge-Intensive Method for Conversational CBR.
Lecture Notes in Computer Science (LNCS)
Academic article
-
Aamodt, Agnar.
(2004)
Knowledge-intensive case-based reasoning in CREEK.
Lecture Notes in Computer Science (LNCS)
Academic article
-
Dørum Jære, Martha;
Aamodt, Agnar.
(2002)
Representing temporal knowledge for case-based prediction.
Lecture Notes in Computer Science (LNCS)
Academic article
-
Skalle, Pål;
Sveen, Jostein;
Aamodt, Agnar.
(2000)
Improved efficiency of oil well drilling through case-based reasoning.
Lecture Notes in Computer Science (LNCS)
Academic article
-
Aamodt, Agnar;
Bø, Ketil.
(1999)
A new approach to applicable memory-based reasoning.
Journal of experimental and theoretical artificial intelligence (Print)
Academic article
-
Øzturk, Pinar;
Aamodt, Agnar.
(1998)
A context model for knowledge-intensive case-based reasoning.
International Journal of Human-Computer Studies
Academic article
-
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
Academic article
-
Aamodt, Agnar;
Althoff, Klaus-Dieter.
(1996)
Zur Analyser fallbasierter Problemöse- und Lernmethode in Abhängigkeit von Charakteristika gegebener Aufgabenstellungen und Anwendungsdomänen.
Künstliche Intelligenz
Academic article
-
Aamodt, Agnar;
Nygård, Mads.
(1995)
Different Roles and Mutual Dependencies of Data, Information, and Knowledge - an AI perspective on their integration.
Data & Knowledge Engineering
Academic article
-
Aamodt, Agnar;
Plaza, Enric.
(1994)
Case-Based Reasoning: Foundational issues, current state, and future trends.
AI Communications
Academic article
-
Aamodt, Agnar;
Sølvberg, Ingeborg;
Nordbø, Inge.
(1992)
Knowledge-Based Information Retrieval.
Future Generation Computer Systems
Academic article
Books
-
Shi, Zhongzhi;
Vadera, Sunil;
Aamodt, Agnar;
Leake, David.
(2010)
Intelligent Information Processing V.
Springer
IFIP Advances in Information and Communication Technology (340)
Academic anthology/Conference proceedings
-
Aamodt, Agnar;
Komorowski, Jan.
(1995)
SCAI'95: Fifth Scandinavian Conference on Artificial Intelligence.
Frontiers in Artificial Intelligence and Applications (Volume 28)
Non-fiction book
-
Aamodt, Agnar;
Veloso, Manuela.
(1995)
Case-Based Reasoning Research and Development, First International Conference on Case-Based Reasoning, ICCBR-95.
Springer
Lecture Notes in Computer Science (LNCS) (Vol. 1010)
Non-fiction book