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 Case-Based Reasoning


AAAI Conferences Calendar

AI Magazine

This page includes forthcoming AAAI sponsored conferences, conferences presented by AAAI Affiliates, and conferences held in cooperation with AAAI. AI Magazine also maintains a calendar listing that includes nonaffiliated conferences at www.aaai.org/Magazine/calendar.php. HCOMP 2014 will be held November 2-4 in Pittsburgh, PA USA. The AAAI Fall Symposium Series will be held November 13-15 in Arlington, VA USA. AAAI-15 will be held January 25-29 in Austin, Texas, USA.


AAAI Conferences Calendar

AI Magazine

This page includes forthcoming AAAI sponsored conferences, conferences presented by AAAI Affiliates, and conferences held in cooperation with AAAI. AI Magazine also maintains a calendar listing that includes nonaffiliated conferences at www.aaai.org/Magazine/calendar.php. AIIDE-13 will be held October 14-18 at Northeastern University in Boston, Massachusetts, USA. The AAAI Fall Symposium Series will be held November 15-17 at the Westin Arlington Gateway in Arlington, Virginia, near Washington, DC USA. ICINCO 2013 will be The Thirteenth International Conference on Intelligent Virtual Agents.


AAAI Conferences Calendar

AI Magazine

This page includes forthcoming AAAI sponsored conferences, conferences presented by AAAI Affiliates, and conferences held in cooperation with AAAI. AI Magazine also maintains a calendar listing that includes nonaffiliated conferences at www.aaai.org/Magazine/calendar.php. AIIDE-13 will be held October 14-18 at Northeastern University in Boston, Massachusetts, USA. The AAAI Fall Symposium Series will be held November 15-17 at the Westin Arlington Gateway in Arlington, Virginia, near Washington, DC USA. FLAIRS 2013 will be held May 22-24, 2013 at the TradeWinds Island Resort, St. Pete Beach, FL ICAPS 2013 will be held 10-14 June, 2013 in Rome, Italy Twenty-Third International Joint-Conference on Artificial Intelligence.


AAAI Conferences Calendar

AI Magazine

This page includes forthcoming AAAI sponsored conferences, conferences presented by AAAI Affiliates, and conferences held in cooperation with AAAI. AI Magazine also maintains a calendar listing that includes nonaffiliated conferences at www.aaai.org/Magazine/calendar.php. The AAAI Fall Symposium Series will be held 15-17 November at the Westin Arlington Gateway in Arlington, Virgiania, near Washington, DC USA. FLAIRS 2012 will be held May 22-24, 2012 at the TradeWinds Island Resort, St. Pete Beach, FL ICAPS 2013 will be held 10-14 June, 2013 in Rome, Italy Twenty-Third International Joint-Conference on Artificial Intelligence.


Case-Based Reasoning Integrations

AI Magazine

The following four workshops were held in conjunction with the conference: (1) Case-Based Reasoning Integrations, (2) Learning for Text Categorization, (3) Predicting the Future: AI Approaches to Time-Series Problems, and (4) Software Tools for Developing Agents. The AAAI-98 Workshop on Case-Based Reasoning (CBR) Integrations, attended by approximately 45 people, focused on issues concerning multimodal reasoning systems that contain a CBR component. Although CBR is a general problem-solving architecture that is frequently integrated with other reasoning methods to solve complex tasks, no previous workshop attempted to characterize CBR integration issues. Workshop highlights included invited talks by Mary Lou Maher (University of Sydney) on design, Janice Glasgow (Queens University) on computational imagery, and Marc Goodman (Continuum Software, Inc.) on World Wide Web applications of CBR integrations. These talks provided the audience with a breadth of suggestions on how CBR can assist, and benefit from, integrations with other reasoning methods for a variety of tasks.


Case-Based Reasoning

AI Magazine

Workshop Report The 1994 Workshop on Case-Based Reasoning (CBR) focused on the evaluation of CBR theories, models, systems, and system components. The CBR community addressed the evaluation of theories and implemented systems, with the consensus that a balance between novel innovations and evaluations could maximize progress. The 4 invited talks, 14 paper presentations, 19 poster presentations, and 1 summary panel discussion were attended by 66 participants. The four invited speakers discussed how CBR approaches can be evaluated in research projects, industrial applications, and military tasks. Katia Sycara (Carnegie Mellon University [CMU]) outlined an exhaustive set of measures for evaluating CBR systems and discussed how she applied some of these measures in empirical comparisons with other approaches for solving job shop scheduling problems.


The Case for Case-Based Transfer Learning

AI Magazine

Transfer learning occurs when, after gaining experience from learning how to solve source problems, the same learner exploits this experience to improve performance and learning on target problems. In transfer learning, the differences between the source and target problems characterize the transfer distance. CBR can support transfer learning methods in multiple ways. We illustrate how CBR and transfer learning interact and characterize three approaches for using CBR in transfer learning: (1) as a transfer learning method, (2) for problem learning, and (3) to transfer knowledge between sets of problems. We describe examples of these approaches from our own and related work and discuss applicable transfer distances for each.


Case-Based Reasoning Integrations

AI Magazine

This article presents an overview and survey of current work in case-based reasoning (CBR) integrations. There has been a recent upsurge in the integration of CBR with other reasoning modalities and computing paradigms, especially rule-based reasoning (RBR) and constraint-satisfaction problem (CSP) solving. CBR integrations with modelbased reasoning (MBR), genetic algorithms, and information retrieval are also discussed. This article characterizes the types of multimodal reasoning integrations where CBR can play a role, identifies the types of roles that CBR components can fulfill, and provides examples of integrated CBR systems. Past progress, current trends, and issues for future research are discussed. This article presents a brief introduction to CBR, a review of other approaches with which CBR has been combined, an overview of tasks CBR integrations can perform, a discussion of open issues in CBR integration, and a look at synergies achieved through CBR integration.


A Real-Time Decision Support System for High Cost Oil Well Drilling Operations

AI Magazine

DrillEdge utilizes case-based reasoning with temporal representations on streaming realtime data, pattern matching, and agent systems to predict problems and give advice on how to mitigate the problems. Decisions are supported through analyzing real-time data streams of parameters measured both on the surface and downhole when drilling. The real-time analysis identifies symptoms of problems, which are combined to provide best practices for how to handle the current situation. Verdande Technology has developed DrillEdge to reduce the cost and decrease the probability of failures in oil well drilling. Currently, DrillEdge continuously monitors around 30 oil well drilling operations in parallel for several customers and has been deployed commercially for two years.


1690

AI Magazine

IPAM-UCLA Probabilistic Models of Cognition: The Mathematics of Mind. The ICCBR'05 Program Committee invites submissions of original theoretical research, applied research and deployed application papers on all aspects of Case-Based Reasoning. Mehmet H. Göker, PricewaterhouseCoopers Submission Procedure: Authors must submit a full paper plus a title page by 31 January 2005. For further details please visit the conference website. All accepted papers will appear in the conference proceedings published by Springer Verlag in the Lecture Notes in Artificial Intelligence series.