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Publications


This is a partial list of publications from the Design Intelligence Laboratory in roughly reverse chronological order. A more complete set of papers is grouped under various topics on the left (but those lists tend to lag behind substantially).

2012

General

Ashok Goel. New Opportunities for AIEDAM: Ecological Systems and Biological Designs. AI for EDAM, Special Twenty Fifth Anniversary Issue, 26(1): 13.

Ashok Goel. Analogical Thinking, Systems Thinking, Visual Thinking and Meta Thinking: Four Fundamental Processes of Design Creativity. To appear in Proc. Design Society's SIG Design Creativity Workshop, College Station, Texas, June 6, 2012.

Ashok Goel. One Thirty Year Long Case Study; Fifteen Principles: Implications of the AI Methodology for Functional Modeling. To appear in AIEDAM, Special issue on Functional Descriptions in Engineering, C. Eckert & P. Vermaas (editors).

Analogical Reasoning, Biologically Inspired Design

Ashok Goel, Michael Helms, Swaroop Vattam & Bryan Wiltgen. Information Processing Theories of Biologically Inspired Design. To appear in Biologically Inspired Design: Computational Methods and Tools, Ashok Goel, Daniel McAdams & Robert Stone (editors), Springer.

Michael Helms & Ashok Goel. Analogical Problem Evolution in Biologically Inspired Design. To appear in Proc. Fifth International Conference on Design Computing and Cognition, College Station, Texas, June 2012.[pdf]

Visual Reasoning, Intelligence Tests

Maithilee Kunda, Keith McGreggor & Ashok Goel. Reasoning on the Ravenís Advanced Progressive Matrices Test with Iconic Visual Representations. To appear in Proc. 34th Annual Meeting of the Cognitive Science Society, Sapporo, Japan.

Meta-Reasoning, Game-Playing

Joshua Jones & Ashok Goel. Perceptually grounded self-diagnosis and self-repair of domain knowledge. Knowledge-Based Systems, 27: 281-301, March 2012.

Learning about Complex Systems, Science Education

Catherine Eberbach, Cindy Hmelo-Silver, Rebecca Jordan, Suparna Sinha, & Ashok Goel. Multiple Trajectories for Understanding Ecosystems. In Proc. Tenth International Joint Conference on the Learning Sciences, Sydney, Australia, July 2012.

Ashok K. Goel, Spencer Rugaber, David Joyner, Swaroop S. Vattam, Cindy E. Hmelo-Silver, Rebecca Jordan, Suparna Sinha, Sameer Honwad, & Catherine Eberbach. Learning Functional Models of Complex Systems: A Reflection on the ACT project on Ecosystem Learning In Middle School Science. To appear in International Handbook on Meta-Cognition and Self-Regulated Learning, R. Azevedo & V. Aleven (editors).

2011

General

Ashok Goel & Jim Davies. Artificial Intelligence. In R. Sternberg and S. Kaufman (Eds.) Cambridge Handbook of Intelligence (3rd Edition), 2011.

Caroline Hayes, Ashok Goel, Irem Tumer, Alice Agogino & William Regli. Intelligent Support for Product Design: Looking Backwards, Looking Forwards. ASME Journal of Computing and Information Science in Engineering, 11(2), 2011.

Chien-Sing Lee, Janet Kolodner & Ashok Goel. Creative design: Scaffolding creative reasoning and meaningful learning. Educational Technology and Society, Special Issue on Creative Design 14(1): 1-2, 2011.

Analogical Reasoning, Biologically Inspired Design

Ashok Goel, Bert Bras, Michael Helms, Spencer Rugaber, Craig Tovey, Swaroop Vattam, Marc Weissburg, Bryan Wiltgen, & Jeannette Yen. Design Patterns and Cross-Domain Analogies in Biologically Inspired Sustainable Design. In Proc. AAAI Spring Symposium on AI and Sustainable Design, Stanford University, Palo Alto, March 2011, pp. 45-51.

Ashok Goel, Swaroop Vattam, Bryan Wiltgen and Michael Helms. An Information-Processing Account of Creative Analogies in Biologically Inspired Design. In Procs. Eighth ACM Conference on Creativity and Cognition, Atlanta, Nov 2011, pp. 71-80.

Ashok Goel, Swaroop Vattam, Bryan Wiltgen and Michael Helms. Cognitive, Collaborative, Conceptual and Creative - Four Characteristics of the Next Generation of Knowledge-Based CAD Systems: A Study in Biologically Inspired Design. Computer-Aided Design, Special Issue on Next Generation CAD Systems, Yong Zeng and Imre Horvath (editors), Elsevier.[pdf]

Michael Helms, Swaroop Vattam, Ashok Goel & Jeannette Yen. Enhanced Human Learning Using Structure-Behavior-Function Models. Interactive Learning Environments. In Proc. 11th IEEE International Conference on Advanced Learning Technologies, Athens, Georgia, USA, July 2011.[pdf]

Swaroop Vattam & Ashok Goel. Semantic tagging of research articles for interdisciplinary design. In Proc. 6th International Conference on Knowledge Capture . Banff, Canada, June 2011.

Swaroop Vattam & Ashok Goel. Model-based tagging of information resources on the Web to foster the development of interdisciplinary understanding. In Proc. 11th IEEE International Conference on Advanced Learning Technologies, Athens, Georgia, USA, July 2011.

Swaroop Vattam & Ashok Goel. Foraging for inspiration: Understanding and supporting the information seeking practices of biologically inspired designers. In Proc. ASME DETC Conference on Design Theory and Methods, Washington DC, August 2011.

Bryan Wiltgen, Ashok Goel and Swaroop Vattam. Representation, Indexing, and Retrieval of Biological Cases for Biologically Inspired Design. In Procs. 19th International Conference on Case Based Reasoning, Greenwich, London, September 2011.

Bryan Wiltgen, Swaroop Vattam, Michael Helms, Ashok Goel & Jeannette Yen. Learning Functional Models of Biological Systems for Biologically Inspired Design. In Proc. 11th IEEE International Conference on Advanced Learning Technologies, Athens, Georgia, USA, July 2011.[pdf]

Jeannette Yen, Marc Weissburg, Michael Helms & Ashok Goel. Biologically Inspired Design: A tool for interdisciplinary education. In Biomimetics: Nature-Based Innovation, Y. Bar-Cohen (editor), Taylor & Francis, 2010.[pdf]

Visual Reasoning, Intelligence Tests

Maithilee Kunda, Keith McGreggor and Ashok Goel. Two Visual Strategies for Solving the Ravenís Progressive Matrices Intelligence Test. In Proc Twenty Fifth National Conference on AI (AAAI-2011), San Francisco, August 2011.

Maithilee Kunda, Isabelle Souleires, Laurent Mottron & Ashok Goel. Comparing Patterns of Errors on the Raven's Progressive Matrices Test: Strategy Differences Among Typically Developing Individuals, Individuals with Autism, and Computational Models. Presented to the 2011 IMFAR conference, San Diego, May 2011.

Keith McGreggor, Maithilee Kunda and Ashok Goel. Fractal Analogies: Preliminary Results from the Raven's Test of Intelligence. In Second International Conference on Computational Creativity, Mexico City, April 2011.

Keith McGreggor and Ashok Goel. Finding the Odd One Out: A Fractal Analogy Approach. In Procs. Eighth ACM Conference on Creativity and Cognition, Atlanta, Nov 2011, pp. 289-298.

Meta-Reasoning, Game-Playing

Ashok Goel & Joshua Jones. Meta-Reasoning for Self-Adaptation in Intelligent Agents. In Meta-Reasoning, M. Cox & A. Raja (editors), MIT Press, 2011.

Learning about Complex Systems, Science Education

Hmelo-Silver, C., Jordan, R., Honwad, S., Eberbach, C., Sinha, S., Goel, A., Rugaber, S., & Joyner, D. Foregrounding Behaviors and Functions to Promote Ecosystem Understanding. In Proc. Ninth Hawaii International Conference on Education, January 2011.[pdf]

Sameer Honwad, Cindy Hmelo-Silver, Rebecca Jordan, Suparna Sinha, Catherine Eberbach, Ashok Goel & Spencer Rugaber. Learning about Ecosystems in a Computer Supported Collaborative Learning Environment. In Proc. Ninth International Conference on Computer Supported Collaborative Learning, Hong Kong, July 2011.[pdf]

David Joyner, Julia Svoboda, Ashok Goel, Spencer Rugaber, Cindy Hmelo-Silver & Rebecca Jordan. Evolution of an Integrated Technology for Supporting Learning about Complex Systems: Looking Back, Looking Ahead. In Proc. 11th IEEE International Conference on Advanced Learning Technologies, Athens, Georgia, USA, July 2011.[pdf]

Suparna Sinha, Cindy E. Hmelo Silver, Catherine Eberbach, Sameer Honwad, Rebecca Jordan, Spencer Rugaber & Ashok Goel. Understanding the Why and Uncovering the How; Transfer of Conceptual Representations. Presented to the 2011 Annual Meeting of AERA, New Orleans, April 2011. [pdf]

Swaroop Vattam, Ashok Goel & Spencer Rugaber. Behavior Patterns: Bridging Conceptual Models and Agent-Based Simulations in Interactive Learning Environments. In Proc. 11th IEEE International Conference on Advanced Learning Technologies, Athens, Georgia, USA, July 2011. [pdf]

Swaroop S. Vattam, Ashok K. Goel, Spencer Rugaber, Cindy E. Hmelo-Silver, Rebecca Jordan, Steven Gray & Suparna Sinha. Understanding Complex Natural Systems by Articulating Structure-Behavior-Function Models. Educational Technology & Society , Special Issue on Creative Design, 14(1): 66-81, February 2011. [pdf]

2010

General

Ashok Goel. Reflection in Action. In Proc. AAAI-2010 Workshop on Goal-Directed Autonomy, Atlanta, July 2010. (Abstract of Invited talk.) [pdf]

Ashok Goel & Ellen Do. Design Computing and Cognition: An Introduction. Guest Editorial, AIEDAM Special Issue on Design Computing and Cognition, 24(1):1-2, 2010.

Ashok Goel & Andres Gomez da Silva Garcia. AI in Design: An Overview. Guest Editorial, ASME Journal of Computing and Information Science in Engineering Special Issue on AI in Design. [pdf]

Ashok Goel, Mateja Jamnik & N. Hari Narayanan (editors). Diagrammatic Representation and Inference: Proceedings of the Sixth International Conference on the Theory and Application of Diagrams, August 2010, Portland. Oregon. Lecture Notes on Artificial Intelligence #6170, Berlin: Springer.

Analogical Reasoning, Biologically Inspired Design

Michael Helms, Swaroop Vattam & Ashok Goel. The Effect of Functional Modeling on Understanding Complex Biological Systems. In Proc. 2010 ASME IDETC/CIE Conference on Design Theory and Methods, Montreal, Canada, August 2010.[pdf]

Swaroop Vattam, Michael Helms & Ashok Goel. Biologically Inspired Design: A Macrocognitive Account. In Proc. 2010 ASME IDETC/CIE Conference on Design Theory and Methods, Montreal, Canada, August 2010.[pdf]

Swaroop Vattam, Bryan Wiltgen, Michael Helms, Ashok Goel & Jeannette Yen. DANE: Fostering Creativity in and through Biologically Inspired Design. In Proc. First International Conference on Design Creativity, Kobe, Japan, November 2010.[pdf]

Swaroop Vattam, Michael Helms & Ashok Goel. A Content Account of Creative Analogies in Biologically Inspired Design. AI for Engineering Design, Analysis and Manufacturing, Special Issue on Biologically Inspired Design , 24: 467-481. [pdf]

Jeannette Yen, Michael Helms, Swaroop Vattam & Ashok Goel. Evaluating biological systems for their potential in engineering design. In Proc. 3rd International Conference on Bionics Engineering, Zhuhai, China, September 2010. [pdf]

Visual Reasoning, Intelligence Tests

Maithilee Kunda & Ashok Goel. Thinking in Pictures as a cognitive account of autism. Journal of Autism and Developmental Disorders. Published online: 20 November 2010. [preprint pdf] [published article]

Maithilee Kunda, Keith McGreggor & Ashok Goel. Can the Raven's Progressive Matrices Intelligence Test Be Solved by Thinking in Pictures? Presented at IMFAR-2010, Philadelphia, May 2010. [pdf]

Maithilee Kunda, Keith McGreggor & Ashok Goel. Taking a Look (Literally!) at the Raven's Intelligence Test: Two Visual Solution Strategies. In Proc. 32nd Annual Meeting of the Cogntive Science Society, Portland, August 2010. [pdf]

Keith McGreggor, Maithilee Kunda & Ashok Goel. A Fractal Approach Towards Visual Analogy. In Proc. International Conference on Computational Creativity, Lisbon, Portugal, January 9-11, 2010. [pdf]

Keith McGreggor, Maithilee Kunda & Ashok Goel. A Fractal Analogy Approach to Raven's Test of Intelligence. In Proc. AAAI-2010 Workshop on Visual Representations and Reasoning, Atlanta, July 2010.[pdf]

Meta-Reasoning, Game-Playing

Josh Jones & Ashok Goel. Effects of Faulty Knowledge Engineering on Structured Classification Learning. In AAAI-2010 Workshop on Abstraction, Reformulation and Approximation, Atlanta, July 2010, pg 32-37. [pdf]

Learning about Complex Systems, Science Education

Ashok K. Goel, Swaroop S. Vattam, Spencer Rugaber, David Joyner, Cindy E. Hmelo-Silver, Rebecca Jordan, Sameer Honwad, Steven Gray, Suparna Sinha. Learning Functional and Causal Abstractions of Classroom Aquaria. In Proc. 32nd Annual Meeting of the Cogntive Science Society, Portland, August 2010. [PDF]

C. Hmelo-Silver, S. Sinha, S. Gray, R. Jordan, S. Honwad, S. Rugaber, S. Vattam, A. Goel, W. Ford & C. Schmidt (2010) Appropriating Conceptual Representations: A Case of Transfer of in Middle School Science Teacher. Presented to the Annual Conference of the National Association for Research in Science Teaching, Philadelphia, March 2010. [PDF]

Hmelo-Silver, C., Sinha, S., Gray, S., Jordan, R., Honwad, S., Rugaber, S., Vattam, S., Goel, A., Ford, W., & Schmidt, C. (2010) Appropriating Conceptual Representations: A Case of Transfer of in Middle School Science Teacher. Presented to the Annual Conference of the National Association for Research in Science Teaching, Philadelphia, March 2010. [PDF]

Sameer Honwad, Cindy Hmelo-Silver, Rebecca Jordan, Catherine Eberbach, Steven Gray, Suparna Sinha, Ashok. K. Goel, Swaroop Vattam, Spencer Rugaber & David Joyner. Connecting the Visible to the Invisible: Helping Middle School Students Understand Complex Ecosystem Processes. In Proc. 32nd Annual Meeting of the Cognitive Science Society, Portland, Oregon, August 2010. [PDF]

Suparna Sinha, Steven Gray, Cindy Hmelo-Silver, Rebecca Jordan, Sameer Honwad, Catherine Eberbach, Spencer Rugaber, Swaroop Vattam & Ashok Goel. Appropriating Conceptual Representations: A Case of Transfer in a Middle School Science Teacher. In Proc. Ninth International Conference of the Learning Sciences, Chicago, June 28-29, 2010. [pdf]

Other (Story Construction, Investigative Analysis)

Ashok Goel, Avik Sinharoy, Summer Adams & Adity Dokania. Interactive Story Authoring for Knowledge-Based Support for Investigative Analysis: A Second STAB at Making Sense of VAST Data. GVU Technical Report GIT-GVU-10-02, 2010. [ ]

2009

General

Ashok Goel, Peter Cheng, John Clement, Fahim Dogan, Mary Hegarty & Nancy Nersessian. Visual Reasoning in Modeling and Design. Abstract of Symposium, In Proc. Thirty First Annual Meeting of the Cognitive Science Society, Amsterdam, July 2009. [pdf]

Analogical Reasoning, Biologically Inspired Design

Jim Davies, Ashok Goel & Nancy Nersessian. A Computational Model of Visual Analogies in Design. Journal of Cognitive Systems Research, Special Issue on Analogies - Integrating Cognitive Abilities, 10:204-215. [pdf]

Ashok Goel, Swaroop Vattam & Michael Helms. Biologically Inspired Design: Human Reasoning from Nature's Experiences. In Proceedings IJCAI-09 Workshop on Grand Challenges in Reasoning from Experience, Padasena, CA, July 11-12, 2009. [pdf]

Michael Helms, Swaroop S. Vattam & Ashok K. Goel. Biologically Inspired Design: Process and Products. Design Studies, 30(5):606-622, September 2009. [pdf]

Swaroop Vattam, Michael Helms & Ashok Goel. Nature of Creative Analogies in Biologically Inspired Innovative Design. In Proc. Seventh ACM Conference on Creativity and Cognition, Berkeley, California, October 2009. [pdf]

Visual Reasoning, Intelligence Tests

Maithilee Kunda & Ashok Goel. Evidence for Thinking in Pictures as a Cognitive Account of Autism. Presented at the 2009 IMFAR Conference, Chicago, May 6-8, 2009. [pdf]

Maithilee Kunda, Keith McGreggor & Ashok Goel. Addressing the Raven's Progressive Matrices Test of "General" Intelligence. In Proc. AAAI Fall Symposium on Multi-representational Architectures for Human-level Intelligence, Washington, D.C., November 2009. [pdf]

Meta-Reasoning, Game-Playing

Joshua Jones & Ashok Goel. Metareasoning-Based Adaptation of Agent Classification Knowledge. In Proc. Eight International Conference on Autonomous Agents and Multiagent Systems, Budapest, Hungary, May 2009, pp: 1145-1146.[pdf]

Joshua Jones & Ashok Goel. Metareasoning-Based Learning for Classification Hierarchies. In Proc. SASO-09 Workshop on Meta-Reasoning, San Francisco, September 15, 2009, pp: 123-130. [pdf]

Joshua Jones, Chris Parnin, Avik Sinharoy, Spencer Rugaber & Ashok Goel. Teleological Metareasoning for Automating Software Adaptation. In Proc. Third IEEE Conference on Self-Adaptive and Self-Organizing Systems. San Francisco, September 15-18 2009, pp:198-205.[pdf]

Joshua Jones, Chris Parnin, Avik Sinharoy, Spencer Rugaber and Ashok Goel. Adapting Game-Playing Agents to Game Requirements. In Proceedings of the Fifth AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment (AIIDE-09), pp. 148-153, Stanford University, California, USA, October 14-16, 2009.[pdf]

Learning about Complex Systems, Science Education

Ashok Goel, Spencer Rugaber & Swaroop Vattam. Structure, Behavior & Function of Complex Systems: The Structure-Behavior-Function Modeling Language. International Journal of AI in Engineering Design, Analysis and Manufacturing, Special Issue on Developing and Using Engineering Ontologies, 23: 23-35, 2009. [pdf]

Rebecca Jordan, Cindy Hmelo-Silver, Steven Gray, Ashok Goel & Spencer Rugaber. Modeling Practices as a Function of Task Structure. Presented to the Annual Meeting of the American Educational Research Association, San Diego, California, April 2009. [pdf]

Swaroop Vattam, Ashok Goel, Spencer Rugaber, Cindy Hmelo-Silver & Rebecca Jordan. From Conceptual Representations to Simulations: Why and How. In Proc. Fourteenth International Conference on AI in Education, Brighton, UK, July 2009, 593-595. [pdf]

Other

Ashok K. Goel, Summer Adams, Neil Cutshaw & Neha Sugandh. Playing Detective: Using AI for Sensemaking in Investigative Analysis. Georgia Tech GVU Technical Report (# GIT-GVU-09-09-03), January 2009. [pdf]

Ashok Goel, Emile Morse, Anita Raja, Jean Scholtz & John Stasko. Introspective Self-Explanations for Report Generation in Intelligence Analysis. In Proceedings IJCAI-09 Workshop on Explanation-Aware Computing, Padasena, CA, July 11-12, 2009. [pdf]

2008

Summer Adams, Ashok Goel & Neha Sugandh. Using AI for Sensemaking in Intelligence Analysis. In Proc. SIAM Datamining Workshop on Link Analysis, Counter Terrorism and Security, Atlanta, April 2008. [pdf]

Jim Davies & Ashok Goel. Visual Re-Representation in Creative Analogies. Open AI Journal, 2:11-20, 2008. [pdf]

Jim Davies, Ashok Goel & Patrick Yaner. Proteus: Visuospatial Analogy in Problem Solving. Knowledge-Based Systems 21(7):636-654, October 2008. [pdf]

John Gero & Ashok Goel (editors). Proceedings of the Third International Conference on Design Computing and Cognition, Atlanta, June 2008, Berling: Springer.

Ashok Goel, Randall Davis & John Gero. Multimodal Design: An Overview. International Journal of AI in Engineering Design, Analysis and Manufacturing, Special Issue on Multimodal Design, 22(2), April 2008. [pdf]

Ashok Goel, Joshua Jones, Chris Parnin, Spencer Rugaber & Avik Sinharoy. Teleological Reasoning in Software Adaptation: A Case Study in Game-Playing Agents. In Proc. DESRIST-2008, Atlanta, May 2008, pp. 365-379. [pdf]

Michael Helms & Ashok Goel. From Diagrams to Design: Overcoming Knowledge Acquisition Barriers in Case-Based Design. In Proc. Third International Conference on Design Computing and Cognition, Atlanta, June 2008, Berlin: Springer, pp. 341-350. [pdf]

Michael Helms, Swaroop Vattam & Ashok Goel (2008). Compound Analogies, or How to Make a Surfboard Disappear. In B. C. Love, K. McRae, & V. M. Sloutsky (Eds.), Proceedings of the 30th Annual Conference of the Cognitive Science Society, 781 - 786. Austin, TX: Cognitive Science Society. [pdf]

Michael Helms, Swaroop Vattam, Ashok Goel, Jeannette Yen & Marc Weissburg (2008). Problem-Driven and Solution-Based Design: Twin Processes of Biologically Inspired Design. Silicon+Skin: Biological Processes and Computation. Proc. of the 28th Annual Conference for ACADIA, 94 -101. Minneapolis, October 16-19. [pdf]

Cindy Hmelo-Silver, Rebecca Jordan, Marylee Demeter, Steven Gray, Lei Liu, Swaroop Vattam, Spencer Rugaber & Ashok Goel. Focusing on Function: Thinking Below the Surface of Complex Natural Systems. Science Scope, Summer 2008, pp: 27-35, NSTA. [pdf]

Joshua Jones & Ashok Goel. Retrospective Self-Adaptation of an Agentís Domain Knowledge: Perceptually-Grounded Semantics for Structural Credit Assignment. In AAAI-08 Workshop on Metareasoning Chicago, IL, 2008.[pdf]

Kunda, M., and Goel, A. (2008). "How Thinking in Pictures can explain many characteristic behaviors of autism." In Proceedings of the 7th IEEE International Conference on Development and Learning, pp. 304-309. [pdf]

Kunda, M., and Goel, A. (2008). "What can pictorial representations reveal about the cognitive characteristics of autism?" In Stapleton, G., Howse, J., and Lee, J. (Eds.), Proceedings of the 5th International Conference on the Theory and Application of Diagrams, LNAI 5223, pp. 103Ė117. [pdf]

Kunda, M., and Goel, A. (2008). "Thinking in Pictures: A fresh look at cognition in autism." In Love, B., McRae, K. and Sloutsky, V. (Eds.), Proceedings of the 30th Annual Conference of the Cognitive Science Society, pp. 321-326. [pdf]

J. William Murdock & Ashok Goel. Meta-Case-Based Reasoning: Self-Improvement through Self-Understanding. Journal of Experimental and Theoretical Artificial Intelligence, 20(1): 1-36. [PDF]

Patrick Ulam, Joshua Jones & Ashok Goel. Using Model-Based Reflection to Guide Reinforcement Learning. In Proc. Fourth AAAI Conference on AI in Interactive Entertainment (AIIDE-08,) October 2008.[pdf]

Swaroop Vattam, Michael Helms & Ashok Goel. Compound Analogical Design: Interaction Between Problem Decomposition and Analogical Transfer in Biologically Inspired Design. In Proc. Third International Conference on Design Computing and Cognition, Atlanta, June 2008, Berlin:Springer, pp. 377-396. [PDF]

Swaroop Vattam, Michael Helms, Ashok Goel, Jeannette Yen & Marc Weissburg. Learning About and Through Biologically Inspired Design. In Proc. Second Design Creativity Workshop , Atlanta, June 22, 2008. [PDF]

Patrick Yaner & Ashok Goel. Analogical Recognition of Shape and Structure in Design Drawings. International Journal of AI in Engineering Design, Analysis and Manufacturing, Special Issue on Multimodal Design, 22(2): 117-128, April 2008. [PDF]

2007

Summer Adams & Ashok Goel. Making Sense of VAST Data. In Proc. IEEE Intelligence and Security Informatics, New Brunswick, New Jersey, May 23-24, 2007, pp. 270-273. [pdf]

Summer Adams & Ashok Goel. A STAB at Making Sense of VAST Data. In Proc. AAAI-2007 Workshop on Plan, Activity, and Intent Recognition, Vancouver, Canada, July 23, 2007, pp. 1-8. [pdf]

Jim Davies & Ashok Goel. Transfer of Problem-Solving Strategy Using the Cognitive Visual Language. Journal of Visual Languages and Computing; 18(2): 149-164. [PDF]

Joshua Jones & Ashok Goel. Structural Credit Assignment in Hierarchical Classification. In Proc. International Conference on AI, Las Vegas, June 2007, pp. 378-384. [pdf]

Joshua Jones, Ashok Goel & Spencer Rugaber. Teleological Reasoning in Adaptive Software Design. In Proc. DESRIST-2007, Los Angeles, May 2007. [pdf]

Joshua Jones, Ashok Goel & Spencer Rugaber. Automating Software Evolution. In Proc. Science of Design Workshop, Eureka, California, March 2007. [PDF]

Anita Raja & Ashok Goel. Introspective Self-Explanation in Analytical Agents. In Proc. AAMAS 2007 Workshop on Metareasoning in Agent-based Systems, pp 76-91, Hawaii, May 2007. [pdf]

Swaroop Vattam, Michael Helms, and Ashok K. Goel. Biologically-Inspired Innovation in Engineering Design: A Cognitive Study. Technical Report, Graphics, Visualization and Usability Center, Georgia Institute of Technology GIT-GVU-07-07, April 2007. [pdf]

Patrick Yaner. From Shape to Function: Acquisition of Teleological Models from Design Drawings by Compositional Analogy. Ph.D. Dissertation, College of Computing, Georgia Institute of Technology, December 2007

Patrick Yaner & Ashok Goel. Visual Analogies at Multiple Levels of Abstraction. In Proc. 29th Annual Meeting of the Cognitive Science Society, Nashville, August 2007. [pdf]

Patrick Yaner & Ashok Goel. Understanding Drawings by Compositional Analogy. In Proc. International Joint Conference on Artificial Intelligence (IJCAI-2007), Hyderabad, India. January 2007, pp. 1131-1137. [pdf]

2006

Andreas von Hessling & Ashok Goel. Enabling MDP Solution Transfer by Abstraction. In ICML-2006 Workshop on Structural Knowledge Transfer for Machine Learning, July 2006.[pdf]

Patrick Yaner & Ashok Goel. Visual Analogy: Viewing Retrieval and Mapping as Constraint Satisfaction. Journal of Applied Intelligence, 25(1):91-105, 2006. [PDF]

Patrick Yaner & Ashok Goel. From Form to Function: From SBF to DSSBF. In Proc. Second International Conference on Design Computing and Cognition, Eindhoven, Netherlands, July 2006. [pdf]

Patrick Yaner & Ashok Goel. From Drawings to Models by Analogical Transfer. In Proc. Fourth International Conference on Theory and Application of Diagrams. Stanford University, Palo Alto, California, June 2006, pp. 55-69. [PDF]

2005

Jim Davies, Ashok Goel & Nancy Nersessian. Transfer in Visual Case-Based Problem-Solving. In Proc. 6th International Conference on Case-Based Reasoning, Chicago, August 2005, H. Munoz-Avila and F. Ricci (Eds.) Springer-Verlag. Berlin Heidelberg, pp. 163-176. [PDF]

Jim Davies, Ashok Goel & Nancy Nersessian. Visual Analogy in Problem Solving: A Cognitive Model. In Proc. IJCAI-05 Workshop on Creativity, August 2005. [PDF]

Jim Davies, Nancy Nersessian & Ashok Goel. Visual Models in Analogical Problem Solving. Foundations of Science, 10(1):133-152, 2005. [PDF]

Ashok Goel & Susan Craw. Design, Innovation and Case-Based Reasoning. Knowledge Engineering Review, 20(3):271-276, 2005. (This is a review article.) [PDF]

Andreas von Hessling & Ashok Goel. Abstracting Reusable Cases from Reinforcement Learning. In Proc. ICCBR-05 Workshop on Game Playing.[PDF]

Joshua Jones & Ashok Goel. Knowledge Organization and Structural Credit Assignment. In Proc. IJCAI-05 Workshop on Reasoning, Representation and Learning in Computer Games, Edinburgh, UK, August 2005. [pdf]

Patrick Ulam, Ashok Goel, Joshua Jones & William Murdock. Model-Based Guidance for Reinforcement Learning. In Proc. IJCAI-05 Workshop on Game Playing, August 2005. [PDF]

2004

Jim Davies. Constructive Adaptive Visual Analogy in Problem Solving. Ph.D. Dissertation, College of Computing, Georgia Institute of Technology, December 2004.

Ashok Goel & Sambasiva Bhatta. Use of Design Patterns in Analogy-Based Design. Advanced Engineering Informatics, 18(2):85-94, April 2004. [PDF]

Joshua Jones & Ashok Goel. Hierarchical Judgement Composition: Revisiting the Structural Credit Assignment Problem. In Proc. AAAI-2004 Workshop on Challenges in Game Playing, San Jose, CA, 2004. [pdf]

Patrick Ulam, Ashok Goel & Joshua Jones. Reflection in Action: Model-Based Self-Adaptation in Game Playing Agents. In Proc. AAAI-2004 Workshop on Challenges in Game Playing. [pdf]

Patrick W. Yaner & Ashok K. Goel. Visual Analogy: Reexamining Analogy as a Constraint Satisfaction Problem. In Proc. 26th Cognitive Science Conference, August, 2004. [PDF]

2003

Jim Davies, Ashok Goel & Nancy Nersessian. Visual Re-Representation in Creative Analogies. In Proc. IJCAI-2003 Workshop on AI in Creativity. [PDF]

J. William Murdock & Ashok Goel. Localizing Planning using Functional Process Models. In Proc. International Conference on Automated Planning and Scheduling (ICAPS-03), June 2003, pp:73-81. [pdf]

Jim Davies & Ashok Goel. Representation Issues in Visual Analogies. In Proc. 25th Cognitive Science Conference, August 2003. [ps][pdf]

2002

Sambasiva Bhatta & Ashok Goel. Design Patterns and Creative Design. In Engineering Design Synthesis, A. Chakrabarti (editor), Chapter 16, pp. 271-284, Springer, 2002.

2001

Jim Davies & Ashok Goel. Visual Analogy in Problem Solving. In Proc. 17th International Joint Conference on Artificial Intelligence (IJCAI-01), August 2001, pp 377-382. Morgan Kaufmann. [pdf]

J. William Murdock. Self-Improvement through Self-Understanding. Ph.D. Dissertation, College of Computing, Georgia Institute of Technology, August 2001.

J. William Murdock & Ashok Goel. Meta-Case-Based Reasoning: Use of Functional Models to Adapt Case-Based Agents. In Proc. 3rd International Conference on Case-Based Reasoning, Vancouver, Canada, June 2001. Available as Lecture Notes in Computer Science: Case-Based Reasoning Research and Development Volume 2080, pp. 407-421. [pdf]

J. William Murdock & Ashok Goel. Learning about Constraints by Reflection. In Proc. Biennial Canadian AI Conference. Available as Lecture Notes in Computer Science: Advances in AI, Volume 2056, pp. 131-140. [pdf]

J. William Murdock, Ashok K. Goel, Michael J. Donahoo & Shamkant Navathe. A Framework for Method-Specific Knowledge Compilation from Databases. Journal of Intelligent Information Systems, 17(1): 5-21, November 2001. [pdf]

2000

Todd Griffith, Nancy Nersessian & Ashok Goel. Function-follows-Form: Generative Modeling in Scientific Reasoning. In Proc. 22nd Cognitive Science Conference, 2000. [pdf]

1999

J. William Murdock & Ashok Goel. Towards Adaptive Web Agents. In Proc. 14th IEEE International Conference on Automated Software Engineering (ASE-99), pp. 335-338, Cocoa Beach, Florida, October 12-15, 1999. [PDF]

J. William Murdock & Ashok Goel. An Adaptive Meeting Scheduling Agent. In Proc. 1st Asia-Pacific Conference on Intelligent Agent Technology, pp. 374-378, Hong Kong, December 15-17, 1999. [ps][pdf]

Eleni Stroulia & Ashok Goel. Evaluating Problem-Solving Methods in Evolutionary Design: The Autognsotic Experiments. International Journal of Human-Computer Studies, Special Issue on Evaluation Methodologies, 51:825-847, 1999. [ps][pdf]

1998

Michael Donahoo, William Murdock, Ashok Goel, Shamkant Navathe & Edward Omiecinski. From Data to Knowledge: Method-Specific Knowledge Transformations. In Lecture Notes in AI - 1325: Foundations of Intelligent Systems, Ras and Skowron (editors), Springer, 1998, pp. 411-420. [ps][pdf]

Ashok Goel, Eleni Stroulia, Zhong Chen & Paul Rowland. A Model-Based Approach to Reconfiguration of Schema-Based Reactive Control Architectures. In Proc. AAAI Fall Symposium on Model-Based Autonomous Systems, Boston, Fall 1998. [pdf]

Todd Griffith. Generative Modeling in Scientific Discovery. Ph.D. Dissertation, College of Computing, Georgia Institute of Technology, August 1998.

Sattiraju Prabhakar & Ashok Goel. Functional Modeling for Enabling Adaptive Design of Devices for New Environments. Artificial Intelligence in Engineering, 12:417-444, 1998. [PDF]

1997

Gregory Abowd, Ashok Goel, Dean Jerding, Michael McCracken, Melody Moore, William Murdock, Colin Potts, Spencer Rugaber & Linda Wills. MORALE: Mission-Oriented Architectural Legacy Evolution. In Proc. International Conference on Software Maintenance, Bari, Italy, 1997. [PDF]

Sambasiva Bhatta & Ashok Goel. A Functional Theory of Design Patterns. In Proc. 15th International Joint Conference on Artificial Intelligence (IJCAI-97), Nagoya, Japan, August 1997, pp. 294-300. [pdf]

Sambasiva Bhatta & Ashok Goel. An Analogical Theory of Creativity in Design. In Proc. 2nd International Conference on Case-Based Reasoning, Lecture Notes in Computer Science - 1266, pp. 565-574, 1997. [pdf]

Sambasiva Bhatta & Ashok Goel. Learning Generic Mechanisms for Innovative Strategies in Adaptive Design. Journal of Learning Sciences, 6(4):367-396, 1997. [PDF]

Ashok Goel. Design, Analogy and Creativity. IEEE Intelligent Systems, Special Issue on Qualitative Reasoning, 12(3):62-70, May/June 1997. (This article provides an overview of research on analogical design.) [PDF]

Ashok Goel, Sambasiva Bhatta & Eleni Stroulia. Kritik: An Early Case-Based Design System. In Issues and Applications of Case-Based Reasoning in Design, M. Maher and P. Pu (editors), Mahwah, NJ: Erlbaum, pages 87-132, 1997. [pdf]

Ashok Goel & J. Ramanujam. A Neural Architecture for a Class of Abduction Problems. IEEE Transactions on Systems, Man and Cybernetics, 26(6):854-860, 1997. [ps][pdf]

Eleni Stroulia & Ashok Goel. Redesigning a Problem Solver's Operators to Improve Solution Quality. In Proc. 15th International Joint Conference on Artificial Intelligence (IJCAI-97), Nagoya, Japan, August 1997, pp. 562-567. [ps][pdf]

1996

Khaled Ali & Ashok Goel. Combining Navigational Planning and Reactive Control. In Proc. AAAI-96 Workshop on Reasoning About Planning, Acting and Control, Portland, August 1996, pp: 1-7. [pdf]

Sambasiva Bhatta & Ashok Goel. From Design Cases to Generic Mechanisms. Artificial Intelligence in Engineering Design, Analysis and Manufacturing, Special Issue on Machine Learning 10:131-136, 1996. [pdf]

Sambasiva Bhatta & Ashok Goel. Model-Based Indexing and Index Learning in Engineering Design. International Journal of Engineering Applications of Artificial Intelligence, Special issue on Machine Learning in Engineering, 9(6):601-610, December 1996. [pdf]

Ashok Goel. Adaptive Modeling. In Proc. Tenth International Workshop on Qualitative Reasoning, Stanford Sierra Camp, California, May 20-24, 1996. [pdf]

Ashok Goel, Andres Gomez, Nathalie Grue, William Murdock, Margaret Recker & T. Govindaraj. Towards Design Learning Environments: Exploring How Devices Work. In Proc. International Conference on Intelligent Tutoring Systems, Montreal, Canada, June 1996. [ps][pdf]

Ashok Goel, Andres Gomez, Nathalie Grue, William Murdock, Margaret Recker & T. Govindaraj. Explanatory Interface in Interactive Design Environments. In Proc. Fourth International Conference on Artificial Intelligence in Design (AID-96), J. Gero and F. Sudweeks (editors), Boston, MA: Kluwer Academic Press, 1996. [pdf]

Ashok Goel, Kavi Mahesh, Justin Peterson & Kurt Eiselt. Unification of Language Understanding, Device Comprehension and Knowledge Acquisition. In Proc. Eigtheenth Cognitive Science Conference, San Diego, July 1996.

Ashok Goel & William Murdock. Meta-Cases: Explaining Case-Based Reasoning. In Lecture Notes in Artificial Intelligence 1168: Advances in Case-Based Reasoning, Ian Smith and Boi Faltings (editors), Berlin: Springer-Verlag, 1996. [ps][pdf]

Ashok Goel & Eleni Stroulia. Functional Device Models and Model-Based Diagnosis in Adaptive Design. Artificial Intelligence for Engineering Design, Analysis and Manufacturing, Special Issue on Functional Representation and Reasoning, 10:355-370, 1996.

Todd Griffith, Nancy Nersessian & Ashok Goel. The Role of Generic Models in Conceptual Change. In Proc. Eigtheenth Cognitive Science Conference, San Diego, July 1996. [pdf]

Sattiraju Prabhakar & Ashok Goel. Learning about Novel Operating Environments: Designing by Adaptive Modelling. Artificial Intelligence in Engineering Design, Analysis and Manufacturing, Special Issue on Machine Learning, 10:136-142, 1996.

Eleni Stroulia & Ashok Goel. A Model-Based Approach to Blame Assignment: Revising the Reasoning Steps of Problem Solvers. In Proc. National Conference on Artificial Intelligence (AAAI-96), Portland, Oregon, August 1996, pp:959-965. [ps] [pdf]

1995

Sambasiva Bhatta. Model-Based Analogy in Innovative Device Design. Ph.D. Dissertation, College of Computing, Georgia Institute of Technology, June 1995.

Ashok Goel, John Josephson, Olivier Fischer & P. Sadayappan. Practical Abduction: Characterization, Decomposition and Distribution. Journal of Experimental and Theoretical Artificial Intelligence, 7:429-450, 1995. [pdf]

Nathalie Grue. Illustration, Explanation and Navigation of Device Models and Design Processes. M.S. Thesis. College of Computing, Georgia Institute of Technology, June 1995.

Eleni Stroulia & Ashok Goel. Functional Representation and Reasoning in Reflective Systems. Journal of Applied Artificial Intelligence, Special Issue on Functional Reasoning, 9(1): 101-124, 1995. [pdf]

William Punch, Ashok Goel & David Brown. A Knowledge-based Selection Mechanism for Strategic Control with Application in Design, Assembly and Planning. International Journal of Artificial Intelligence Tools, Vol. 4 (3), pp 323-348, 1995.[pdf]

1994

Sambasiva Bhatta & Ashok Goel. Model-Based Discovery of Physical Principles from Design Experiences. Artificial Intelligence for Engineering Design, Analysis and Manufacturing, Special Issue on Machine Learning in Design, 8(2):113-123, May 1994.

Sambasiva Bhatta, Ashok Goel & Sattiraju Prabhakar. Innovation in Analogical Design: A Model-Based Approach. In Artificial Intelligence in Design - 1994, J. Gero and F. Sudweeks (editors), Boston, MA: Kluwer Academic Press, 1994; pp. 57-74. [pdf]

Ashok Goel, Khaled Ali, Michael Donnellan, Andres Gomez & Todd Callantine. Multistrategy Adaptive Navigational Path Planning. IEEE Expert, 9(6):57-65, December 1994.[pdf]

Justin Peterson, Kavi Mahesh, Ashok Goel & Kurt Eiselt. KA: Situating Natural Language Processing in Design Problem Solving. In Proc. 16th Cognitive Science Conference, August 1994, Atlanta, Georgia, pp. 711-716, Hillsdale, NJ: Lawrence Erlbaum.

Justin Peterson, Kavi Mahesh & Ashok Goel. Situating Natural Language Understanding in Experience-Based Design. International Journal of Human-Computer Studies, 41: 881-913, 1994.

Eleni Stroulia. Failure-Driven Learning as Redesign: A Model-Based Approach. Ph.D. Dissertation, College of Computing, Georgia Institute of Tehnology, December 1994.

Eleni Stroulia & Ashok Goel. Reflective Self-Adaptive Problem Solvers. In Proc. 1994 European Conference on Knowledge Acquisition, Germany, September 1994; A Future for Knowledge Acquisition, Luc Steels, Guus Schreiber and Walter Van de Velde (editors), Berlin: Springer-Verlag, 1994.

Eleni Stroulia & Ashok Goel. A Model-Based Approach to Reflective Learning. In Proc. 1994 European Conference on Machine Learning (ECML-94), Lecture Notes in Artificial Intelligence 784 - Machine Learning, F. Bergadano and L. De Raedt (editors), Berlin: Springer-Verlag, 1994; pp. 287-306.

1993

Sambasiva Bhatta & Ashok Goel. Learning Generic Mechanisms from Experiences for Analogical Reasoning. In Proc. 15th Cognitive Science Society, Boulder, Colorado, July 1993, Hillsdale, NJ: Lawrence Erlbaum. [pdf]

B. Chandrasekaran, Ashok Goel & Yumi Iwasaki. Functional representation as design rationale. In IEEE Computer, Special Issue on Concurrent Engineering, January 1993, pp. 48-56. [pdf]

1992

John Barber, Mark Jacobson, Louise Penberthy, Robert Simpson, Sambasiva Bhatta, Ashok Goel, Michael Pearce, Murali Shankar & Eleni Stroulia. Integrating Artificial Intelligence and Multimedia Technologies for Interface Design Advising. NCR Journal of Research and Development, 6(1):75-85, October 1992.

Ashok Goel. Integrating Case-Based and Model-Based Reasoning: A Computational Model of Design Problem Solving. AI Magazine, 13(2):50-54, Summer 1992. (This article is a summary of the author's Ph.D. dissertation.) [pdf]

Ashok Goel. Representation of Design Functions in Experience-Based Design. In Intelligent Computer Aided Design, D. Brown, M. Waldron, and H. Yoshikawa (editors), pp. 283-308, Amsterdam, Netherlands: North-Holland, 1992.

Ashok Goel & B. Chandrasekaran. Case-Based Design: A Task Analysis. In Artificial Intelligence Approaches to Engineering Design, Volume II: Innovative Design, C. Tong and D. Sriram (editors), pp. 165-184, San Diego: Academic Press, 1992.

Michael Pearce, Ashok Goel, Janet Kolodner, Craig Zimring, Lucas Sentosa & Richard Billington. Case-Based Decision Support: A Case Study in Architectural Design. IEEE Expert, 7(5):14-20, October 1992. [pdf]

Eleni Stroulia & Ashok Goel. Generic Teleological Mechanisms and their Use in Case Adaptation. In Proc. 14th Cognitive Science Conference, Bloomington, Indiana, August 1992, pp. 319-324, Hillsdale, NJ: Lawrence Erlbaum. [pdf]

Eleni Stroulia & Ashok Goel. A Functional Approach to Program Understanding. In Proc. AAAI-92 workshop on AI and Automated Program Understanding, San Jose, July 1992, pp. 120-124.

1991

Tom Bylander, Todd Johnson & Ashok Goel. Structured Matching: A Task-Specific Technique for Making Decisions. Knowledge Acquisition, 3(1):1-20, 1991.
[pdf]

Ashok Goel. A Model-Based Approach to Case Adaptation. In Proc. 13th Annual Cognitive Science Conference, Chicago, August 1991, pp. 143-148, Hillsdale, NJ: Lawrence Erlbaum.[pdf]

Ashok Goel. Model Revision: A Theory of Incremental Model Learning. In Proc. 8th International Conference on Machine Learning (ICML-91), Chicago, June 1991, pp. 605-609, Los Altos, CA: Morgan Kaufmann.[pdf]

Olivier Fischer, Ashok Goel, John Svirbely & Jack Smith. The Role of Essential Explanations in Abduction. Artificial Intelligence in Medicine, 3(1991):181-191, 1991.

Ashok Goel & Kurt Eiselt. Mental Models, Natural Language, and Knowledge Acquisition. ACM SIGART, Special Issue on Integrated Cognitive Architectures, 2(4): 75:78, August 1991.

John Kolen & Ashok Goel. Learning in Parallel Distributed Processing: Computational Complexity and Information Content. IEEE Transactions on Man, Systems, and Cybernetics, 21(2):359-367, March/April 1991.

1990

Donald Sylvan, Ashok Goel & B. Chandrasekaran. Analyzing Political Decision Making from an Information Processing Perspective: JESSE. American Journal of Political Science, 34(1):74-123, 1990.
[pdf]

1989

Ashok Goel. Integrating Case-Based and Model-Based Reasoning for Adaptive Design Problem Solving. Ph.D. Dissertation. Department of Computer and Information Science, The Ohio State University, December 1989.

Ashok Goel & Tom Bylander. Computational Feasibility of Structured Matching. IEEE Transactions on Pattern Analysis and Machine Intelligence, 11(12):1312-1316, December 1989.
[pdf]

Ashok Goel & B. Chandrasekaran. Functional Representation of Designs and Redesign Problem Solving. In Proc. Eleventh International Joint Conference on Artificial Intelligence (IJCAI-89), Detroit, Michigan, August, 1989, pp. 1388-1394, Los Altos, California: Morgan Kaufmann Publishers.[pdf]

Ashok Goel & B. Chandrasekaran. Use of Device Models in Adaptation of Design Cases. In Proc. 2nd DARPA Case-Based Reasoning Workshop, Pensacola, Florida, May 1989, pp. 100-109, Los Altos, CA: Morgan Kaufmann.

1988

B. Chandrasekaran & Ashok Goel. From Numbers to Symbols to Knowledge Structures: Artificial Intelligence Perspectives on the Classification Task. IEEE Transactions on Systems, Man, and Cybernetics, 18(3):415-424, May/June, 1988.
[pdf]

B. Chandrasekaran, Ashok Goel & Dean Allemang. Connectionism and Information Processing Abstractions: The Message Still Counts More Than the Medium. AI Magazine, 9(4):24-34, Winter 1988.[pdf]

Ashok Goel & B. Chandrasekaran. Integrating Case-Based and Model-Based Reasoning for Design Problem Solving. In Proc. AAAI-88 Workshop on AI in Design, Minneapolis, MN, August 1988.

1987

Ashok Goel, N. Soundararajan & B. Chandrasekaran. Complexity in Classificatory Reasoning. In Proc. 6th National Conference on Artificial Intelligence (AAAI-87), Seattle, Washington, July 1987, 421-425, Los Altos, CA: Morgan Kaufmann.
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Last modified 20 January 2013 at 11:33 am by Goel