Below, you will find a complete list of our publications, showcasing our work in the artificial intelligence field. Our publications offer a glimpse into the innovative approaches we are taking to shape the future of AI and education.
[publication_list]
Older Publications
2007
Adams, S., & Goel, A. K. (2007, May). Making sense of VAST data. In 2007 IEEE Intelligence and Security Informatics (pp. 270-273). IEEE. [PDF]
Adams, S., & Goel, A. (2007, July). A STAB at making sense of VAST data. In Proc. IEEE Conference on Intelligence and Security Informatics. [PDF]
Davies, J. (2008). Transfer of problem-solving strategy using the cognitive visual language. [PDF]
Jones, J., & Goel, A. K. (2007). Structural Credit Assignment in Hierarchical Classification. In IC-AI (pp. 378-384). [PDF]
Jones, J., Goel, A., & Rugaber, S. (2007). Teleological Modeling and Reasoning for Automated Software Adaptations. [PDF]
Jones, J., Goel, A., & Rugaber, S. (2007, March). Automating software evolution. In Proceedings of the 2007 Symposium on Science of Design (pp. 14-16). [PDF]
Raja, A., & Goel, A. (2007, May). Introspective self-explanation in analytical agents. In Proceedings of AAMAS 2007 Workshop on Metareasoning in Agent-based Systems (pp. 76-91). [PDF]
Swaroop, V., Michael, H., & Ashok, G. (2007). Biologically-Inspired Innovation in Engineering Design; A Cognitive Study. Graphics, Visualization and Usability Center, Georgia Institute of Technology. [PDF]
Yaner, P. W. (2007). From shape to function: acquisition of teleological models from design drawings by compositional analogy. Georgia Institute of Technology. [PDF]
Yaner, P. W., & Goel, A. K. (2007). Visual analogies at multiple levels of abstraction. In Proceedings of the Annual Meeting of the Cognitive Science Society (Vol. 29, No. 29). [PDF]
Yaner, P. W., & Goel, A. K. (2007, January). Understanding Drawings by Compositional Analogy. In IJCAI (pp. 1131-1137). [PDF]
2006
Von Hessling, A. & Goel, A. (2006). Enabling MDP Solution Transfer by Abstraction. In ICML-2006 Workshop on Structural Knowledge Transfer for Machine Learning.
Yaner, P. W., & Goel, A. K. (2006). Visual analogy: Viewing analogical retrieval and mapping as constraint satisfaction problems. Applied Intelligence, 25(1), 91-105. [PDF]
Yaner, P. W., & Goel, A. K. (2006). From form to function: from SBF to DSSBF. In Design computing and cognition’06 (pp. 423-441). Dordrecht: Springer Netherlands. [PDF]
Yaner, P. W., & Goel, A. K. (2006, June). From diagrams to models by analogical transfer. In International Conference on Theory and Application of Diagrams (pp. 55-69). Berlin, Heidelberg: Springer Berlin Heidelberg. [PDF]
Venkataratnam, A., & Goel, A. K. (2006). Design and simulation of logic gates using single electron transistors at room temperature. International Journal of Computational Science and Engineering, 2(3-4), 179-188. [PDF]
Goel, A. K., & Tan, T. H. (2006). High-temperature and self-heating effects in fully depleted SOI MOSFETs. Microelectronics journal, 37(9), 963-975. [PDF]
Yaner, P. W., & Goel, A. K. (2006). Interpretation of Design Drawings by Analogy. In AAAI. [PDF]
Venkataratnam, A., & Goel, A. K. (2006, September). Design and simulation of logic circuits with hybrid architectures of single electron transistors and conventional devices. In 2006 1st International Conference on Nano-Networks and Workshops (pp. 1-5). IEEE. [PDF]
2005
Davies, J., Goel, A. K., & Nersessian, N. J. (2005, August). Transfer in visual case-based problem solving. In International Conference on Case-based Reasoning (pp. 163-176). Berlin, Heidelberg: Springer Berlin Heidelberg. [PDF]
Davies, J., Goel, A. K., & Nersessian, N. J. (2005, July). A cognitive model of visual analogical problem-solving transfer. In INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE (Vol. 19, p. 1556). LAWRENCE ERLBAUM ASSOCIATES LTD. [PDF]
Davies, J., Nersessian, N. J., & Goel, A. K. (2005). Visual models in analogical problem solving. Foundations of Science, 10(1), 133-152. [PDF]
Goel, A. K., & Craw, S. (2005). Design, innovation and case-based reasoning. The Knowledge Engineering Review, 20(3), 271-276. [PDF]
Von Hessling, A., & Goel, A. K. (2005). Abstracting Reusable Cases from Reinforcement Learning. In ICCBR Workshops (pp. 227-236). [PDF]
Jones, J., & Goel, A. (2005). Knowledge organization and structural credit assignment. Reasoning, Representation, and Learning in Computer Games, 37. [PDF]
Ulam, P., Goel, A., Jones, J., & Murdock, W. (2005). Using model-based reflection to guide reinforcement learning. Reasoning, Representation, and Learning in Computer Games, 107. [PDF]
2004
Davies, J. (2004). Constructive adaptive visual analogy. Georgia Institute of Technology. [PDF]
Goel, A. K., & Bhatta, S. R. (2004). Use of design patterns in analogy-based design. Advanced Engineering Informatics, 18(2), 85-94. [PDF]
Jones, J., & Goel, A. (2004). Hierarchical Judgement Composition: Revisiting the structural credit assignment problem. In Proceedings of the AAAI Workshop on Challenges in Game AI, San Jose, CA, USA (pp. 67-71). [PDF]
Ulam, P., Goel, A., & Jones, J. (2004). Reflection in action: Model-based self-adaptation in game playing agents. In challenges in game artificial intelligence: papers from the AAAI workshop. [PDF]
Yaner, P. W., & Goel, A. K. (2004). Visual analogy: reexamining analogy as a constraint satisfaction problem. In Proceedings of the Annual Meeting of the Cognitive Science Society (Vol. 26, No. 26). [PDF]
2003
Davies, J., Goel, A. K., & Nersessian, N. J. (2003). Visual re-representation in creative analogies. In The Third Workshop on Creative Systems. International Joint Conference on Artificial Intelligence (pp. 1-12). [PDF]
Murdock, J. W., & Goel, A. K. (2003, June). Localizing Planning with Functional Process Models. In ICAPS (pp. 73-81). [PDF]
Davies, J., & Goel, A. K. (2003). Representation issues in visual analogy. In Proceedings of the Annual Meeting of the Cognitive Science Society (Vol. 25, No. 25). [PDF]
Goel, A. K. (2003). Model-Based Reflection and Self-Adaptation. In IICAI (p. 4).
Yaner, P. W., & Goel, A. K. (2003). Visual Case-Based Reasoning I: Memory and Retrieval. In IICAI (pp. 755-768).
Davies, J., & Goel, A. K. (2003, December). Visual Case-Based Reasoning II: Transfer and Adaptation. In IICAI (pp. 769-778). [PDF]
2002
Bhatta, S. R., & Goel, A. K. (2002). Design patterns and creative design. In Engineering Design Synthesis: Understanding, Approaches and Tools (pp. 271-284). London: Springer London. [PDF]
Yaner, P. W., & Goel, A. K. (2002, April). Retrieving 2-D line drawings by example. In International Conference on Theory and Application of Diagrams (pp. 97-99). Berlin, Heidelberg: Springer Berlin Heidelberg. [PDF]
2001
Davies, J., Goel, A. K., & Yaner, P. W. (2008). Proteus: Visuospatial analogy in problem-solving. Knowledge-Based Systems, 21(7), 636-654. [PDF]
Murdock, J. W. (2001). Self improvement through self understanding (Doctoral dissertation, Doctoral dissertation, College of Computing, Georgia Institute of Technology, Atlanta, Georgia). [PDF]
Murdock, J. W., & Goel, A. K. (2001, July). Meta-case-based reasoning: Using functional models to adapt case-based agents. In International Conference on Case-Based Reasoning (pp. 407-421). Berlin, Heidelberg: Springer Berlin Heidelberg. [PDF]
Murdock, J. W., & Goel, A. K. (2001, May). Learning about constraints by reflection. In Conference of the Canadian Society for Computational Studies of Intelligence (pp. 131-140). Berlin, Heidelberg: Springer Berlin Heidelberg. [PDF]
Murdock, J. W., Goel, A. K., Donahoo, M. J., & Navathe, S. (2001). A framework for method-specific knowledge compilation from databases. Journal of intelligent information systems, 17(1), 5-21. [PDF]
2000
Griffith, T., Nersessian, N., & Goel, A. (2000, August). Function-follows-form: generative modeling in scientific reasoning. In Proc. 22nd Cognitive Science Conference (pp. 196-201). [PDF]
Stroulia, E., & Goel, A. (2000). Evaluating psms in redesign: The autognostic experiments. International Journal of Human Computer Studies. [PDF]
1999
Murdock, J. W., & Goel, A. K. (1999, October). Towards adaptive web agents. In 14th IEEE International Conference on Automated Software Engineering (pp. 335-338). IEEE. [PDF]
Murdock, J. W., & Goel, A. K. (1999, November). An adaptive meeting scheduling agent. In Proceedings of the First Asia-Pacific Conference on Intelligent Agent Technology (IAT’99) (pp. 374-378). [PDF]
Stroulia, E., & Goel, A. K. (1999). Evaluating PSMs in evolutionary design: The A UTOGNOSTIC experiments. International journal of human-computer studies, 51(4), 825-847. [PDF]
Griffith, T. W. (1999). A computational theory of generative modeling in scientific reasoning. Georgia Institute of Technology. [PDF]
1998
Prabhakar, S., & Goel, A. K. (1998). Functional modeling for enabling adaptive design of devices for new environments. Artificial intelligence in Engineering, 12(4), 417-444. [PDF]
Duffy, A. H., Brown, D. C., & Goel, A. K. (1998). Machine learning in design. AI EDAM, 12(2), 93-94. [PDF]
Murdock, J. W., Goel, A. K., Donahoo, M. J., & Navathe, S. (1998). Method-Specific Knowledge Compilation: Towards Practical Design Support Systems. In Artificial Intelligence in Design’98 (pp. 427-444). Dordrecht: Springer Netherlands. [PDF]
1997
Goel, A., Stroulia, E., Chen, Z., & Rowland, P. (1997). Model-based reconfiguration of schema-based reactive control architectures. In Proceedings of the AAAI Fall Symposium on Model-Based Autonomy. [PDF]
Donahoo, M. J., Murdock, J. W., Goel, A. K., Navathe, S., & Omiecinski, E. (1997, October). From data to knowledge: method-specific transformations. In International Symposium on Methodologies for Intelligent Systems (pp. 411-420). Berlin, Heidelberg: Springer Berlin Heidelberg. [PDF]
Abowd, G., Goel, A., Jerding, D. F., McCracken, M., Moore, M., Murdock, J. W., … & Wills, L. (1997, October). MORALE. Mission ORiented Architectural Legacy Evolution. In 1997 Proceedings International Conference on Software Maintenance (pp. 150-159). IEEE. [PDF]
Bhatta, S. R., & Goel, A. K. (1997, August). A functional theory of design patterns. In IJCAI (1) (pp. 294-300). [PDF]
Bhatta, S. R., & Goel, A. K. (1997, July). An analogical theory of creativity in design. In International Conference on Case-Based Reasoning (pp. 565-574). Berlin, Heidelberg: Springer Berlin Heidelberg. [PDF]
Bhatta, S. R., & Goel, A. (1997). Learning generic mechanisms for innovative strategies in adaptive design. The Journal of the Learning Sciences, 6(4), 367-396. [PDF]
Goel, A. K. (1997). Design, Analogy, and Creativity. IEEE Intelligent Systems, 12(03), 62-70. [PDF]
Goel, A. K., & Ramanujam, J. (1996). A neural architecture for a class of abduction problems. IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics), 26(6), 854-860. [pdf]
Stroulia, E., & Goel, A. K. (1997, August). Redesigning a problem-solver’s operators to improve solution quality. In IJCAI (1) (pp. 562-567). [PDF]
1996
Stroulia, E. & Goel, A. (1996, September). Artificial Intelligence for Engineering, Design, Analysis and Manufacturing. Cambridge Press, pp. 355-370.
Bhatta, S. R., & Goel, A. K. (1996). From design experiences to generic mechanisms: model-based learning in analogical design. AI EDAM, 10(2), 131-136. [PDF]
Prabhakar, S., & Goel, A. K. (1996). Learning about novel operating environments: Designing by adaptive modelling. AI EDAM, 10(2), 151-156. [PDF]
Goel, A. K., & Stroulia, E. (1996). Functional device models and model-based diagnosis in adaptive design. AI EDAM, 10(4), 355-370. [PDF]
Goel, A. K., & Ramanujam, J. (1996). A neural architecture for a class of abduction problems. IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics), 26(6), 854-860. [PDF]
Stroulia, E., & Goel, A. K. (1996, August). A model-based approach to blame assignment: Revising the reasoning steps of problem solvers. In PROCEEDINGS OF THE NATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE (pp. 959-964). [PDF]
Goel, A. K., & Murdock, J. W. (1996, November). Meta-cases: Explaining case-based reasoning. In European Workshop on Advances in Case-Based Reasoning (pp. 150-163). Berlin, Heidelberg: Springer Berlin Heidelberg. [PDF]
Goel, A. K., Gómez de Silva Garza, A., Grué, N., Murdock, J. W., Recker, M. M., & Govindaraj, T. (1996, June). Towards design learning environments—I: Exploring how devices work. In International conference on intelligent tutoring systems (pp. 493-501). Berlin, Heidelberg: Springer Berlin Heidelberg. [PDF]
1995
Stroulia, E., & Goel, A. K. (1995). Functional representation and reasoning for reflective systems. Applied Artificial Intelligence an International Journal, 9(1), 101-124. [PDF]
Punch, W. F., Goel, A. K., & Brown, D. C. (1995). A knowledge-based selection mechanism for strategic control with application in design, diagnosis and planning. International Journal on Artificial Intelligence Tools, 4(03), 323-348. [PDF]
Goel, A. K., Josephson, J. R., Fischer, O., & Sadayappan, P. (1995). Practical abduction: characterization, decomposition and concurrency. Journal of Experimental & Theoretical Artificial Intelligence, 7(4), 429-450. [PDF]
1994
Goel, A. (1994). High-speed VLSI interconnections – modeling, analysis, and simulation. Wiley series in microwave and optical engineering, Wiley 1994, ISBN 978-0-471-57122-3, pp. I-XX, 1-622. [Link]
Bhatta, S. R., & Goel, A. K. (1994). Discovery of physical principles from design experiences. AI EDAM, 8(2), 113-123. [PDF]
Goel, A. K., Ail, K. S., Donnellan, M. W., de Silva Garza, A. G., & Callantine, T. J. (1994). Multistrategy adaptive path planning. IEEE Expert, 9(6), 57-65. [PDF]
Peterson, J., Mahesh, K., & Goel, A. (1994). Situating natural language understanding within experience-based design. International journal of human-computer studies, 41(6), 881-913. [PDF]
Stroulia, E., & Goel, A. K. (1994, April). Learning problem-solving concepts by reflecting on problem solving. In European Conference on Machine Learning (pp. 287-306). Berlin, Heidelberg: Springer Berlin Heidelberg. [PDF]
Stroulia, E., & Goel, A. K. (1994, September). Reflective, self-adaptive problem solvers. In International Conference on Knowledge Engineering and Knowledge Management (pp. 394-413). Berlin, Heidelberg: Springer Berlin Heidelberg. [PDF]
1993
Chandrasekaran, B., Goel, A. K., & Iwasaki, Y. (1993). Functional representation as design rationale. Computer, 26(1), 48-56. [PDF]
Goel, A., Donnellan, M., Vazquez, N., & Callantine, T. (1993, May). An integrated experience-based approach to navigational path planning for autonomous mobile robots. In [1993] Proceedings IEEE International Conference on Robotics and Automation (pp. 818-825). IEEE. [PDF]
Stroulia, E., & Goel, A. K. (1993). Reasoning About Function in Reflective Systems. [PDF]
1992
Goel, A. K. (1992). Integrating case-based and model-based reasoning: a computational model of design problem solving. AI Magazine, 13(2), 50-50. [PDF]
Pearce, M., Goel, A. K., Kolodner, I. L., Zimring, C., Sentosa, L., & Billington, R. (1992). Case-based design support: A case study in architectural design. IEEE expert, 7(5), 14-20. [PDF]
Goel, A. K., & Callantine, T. J. (1992, July). An experience-based approach to navigational route planning. In Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (Vol. 2, pp. 705-710). IEEE. [PDF]
Goel, A. K. (1992). Representation of design functions in experience-based design. IFIP TRANSACTIONS B-APPLICATIONS IN TECHNOLOGY, 4, 283-303.
1991
Goel, A. K., Arkin, R. C., Eiselt, K. P., Kolodner, J. L., Lawton, D. T., & Ram, A. (1991). Basic artificial intelligence research at the Georgia Institute of Technology. AI Magazine, 12(2), 17-17. [PDF]
Fischer, O., Goel, A., Svirbely, J. R., & Smith, J. W. (1991). The role of essential explanation in abduction. Artificial Intelligence in Medicine, 3(4), 181-191. [PDF]
Goel, A. K., Bylander, T., Chandrasekaran, B., Dietterich, T. G., Keller, R. M., & Tong, C. (1991). Knowledge compilation: A symposium. IEEE Intelligent Systems, 6(02), 71-93. [PDF]
Bylander, T., Johnson, T. R., & Goel, A. (1991). Structured matching: a task-specific technique for making decisions. Knowledge Acquisition, 3(1), 1-20. [PDF]
Goel, A. K., & Eiselt, K. P. (1991). Mental models, text interpretation, and knowledge acquisition. ACM SIGART Bulletin, 2(4), 75-78. [PDF]
KOLEN, J., & GOEL, A. (1991). Learning in parallel distributed processing networks: computational complexity and information content. IEEE transactions on systems, man, and cybernetics, 21(2), 359-367. [PDF]
Misra, N., & Goel, A. K. (1991, January). Implementation of fault-tolerant sequential circuits using programmable logic arrays. In Proceedings First Great Lakes Symposium on VLSI (pp. 128-129). IEEE Computer Society. [PDF]
Xu, W., & Goel, A. K. (1991, January). Modeling of the transverse delays in modulation-doped heterojunction field-effect transistors. In Proceedings First Great Lakes Symposium on VLSI (pp. 328-329). IEEE Computer Society. [PDF]
Goel, A. K., & Schuermeyer, F. L. (1991, January). ‘NCHIPSIM’-a microcomputer simulator of NMOS chip performance indicators. In Proceedings First Great Lakes Symposium on VLSI (pp. 332-333). IEEE Computer Society. [PDF]
Gupte, A. N., & Goel, A. K. (1991, March). Study of quaternary logic versus binary logic. In [1991] Proceedings. First Great Lakes Symposium on VLSI (pp. 336-337). IEEE. [PDF]
Goel, A. K. (1991). Model revision: A theory of incremental model learning. In Machine Learning Proceedings 1991 (pp. 605-609). Morgan Kaufmann. [PDF]
1980 – 1990
Goel, A. K., & Chandrasekaran, B. (1990, November). A task structure for case-based design. In 1990 IEEE International Conference on Systems, Man, and Cybernetics Conference Proceedings (pp. 587-592). IEEE. [PDF]
Goel, A., & Bylander, T. (1989). Computational Feasibility of Structured Matching. IEEE Transactions on Pattern Analysis & Machine Intelligence, 11(12), 1312-1316. [PDF]
Bylander, T., Johnson, T. R., & Goel, A. (1989, January). Structured matching: a task-specific technique for making decisions. In IEEE International Workshop on Tools for Artificial Intelligence (pp. 138-139). IEEE Computer Society. [PDF]
Goel, A. K., & Chandrasekaran, B. (1989, August). Functional representation of designs and redesign problem solving. In IJCAI (pp. 1388-1394). [PDF]
Chandrasekaran, B., Goel, A., & Allemang, D. (1988). Connectionism and information processing abstractions. AI magazine, 9(4), 24-24. [PDF]
CHANDRASEKARAN, B., & GOEL, A. (1988). 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. [PDF]
Goel, Ramanujam, & Sadayappan. (1988, July). Towards a’neural’architecture for abductive reasoning. In IEEE 1988 International Conference on Neural Networks (pp. 681-688). IEEE. [PDF]
Goel, A. K., Soundararajan, N., & Chandrasekaran, B. (1987, July). Complexity in Classificatory Reasoning. In AAAI (pp. 421-425). [PDF]