Publications

Autonomous Learning

• Design by Autonomous Learning

  • Prabhakar, S and Smith, G. Design by Autonomous Learning: Modeling Environment for Design of Devices, Technical Report, School of Computing Sciences, University of Technology, Sydney, January, 1999.

  • Prabhakar, S and Smith, G. A multi-level organization of semantic primitives for learning models of environment autonomously from continuous data for design Hybrid Systems and AI: Modeling, Analysis and Control of Discrete + Continuous Systems, AAAI Spring Symposium, Stanford University, March 1999.

  ---

• Multi-Level Organization

  • Prabhakar, S and Smith, G. A Multi-Level Organisation of Semantic Primitives that enables an Autonomous Design Agent to Learn Model of Interaction with the Environment, Technical Report, School of Computing Sciences, University of Technology, Sydney, November 1998.

  ---

• Learning

  • Prabhakar, S., Compositional Constructive Induction: Discovering Features for Change from Vision Data, Submitted to the Sixteenth National Conference on Artificial Intelligence(AAAI 99), Orlando Florida.

Adaptive Modeling

• Transformational Adaptive Modeling

  • Goel, A. and Prabhakar, S. A Control Architecture for Model-based Redesign Problem Solving, AI in Design Workshop, IJCAI, Sydney, August 1991.

  • Goel, A., S and Prabhakar, S. : 1994, A Control Architecture for Redesign and Design Verification, in Proceedings of Australian New Zealand Intelligent Information Systems Conference, Brisbane, Queensland, Australia, 29 Nov - 2 Dec, pp.377 - 381.

  ---

• Performance Driven Adaptive Modeling

  • Bhatta, S, Goel, A and Prabhakar, S. : 1994, Innovation in Analogical Design: A Model-based Approach, in J S Gero and F. Sudweeks (eds), Artificial Intelligence in Design '94, Kluwer Publishers, Netherlands, pp 57-74.

  • Prabhakar, S. and Goel, A. : 1992, Performance Driven Creativity in Design: Constraint Discovery, Model Revision, and Case Composition, in J. S. Gero and F Sudweeks (eds), Second International Round-Table Conference on Computational Models of Creative Design, December, pp. 101 - 127.Paper

  • Prabhakar, S. and Goel, A. : 1992, Use of Diagnostic Experiences in Experience-Based Innovative Design. in G. Biswas (ed), Proc. Tenth SPIE Conference on Applications of AI: Knowledge-Based Systems, Orlando, Florida, April, pp. 420-434, SPIE Press.

  • Prabhakar, S. and Goel, A. : 1992: Performance-Driven Innovation in Design. in Proc. AAAI Fall Symposium on Design from Physical Principles, Cambridge, MA, October.

  ---

• Environmental Model Adaptation

  • Prabhakar, S. and Goel, A. Functional Modelling for Adaptive Design of Devices in New Environments, in Artificial Intelligence in Engineering Journal, Special Issue on Functional Modelling, 12(4), pp 417 - 444, Oct 1998, Elsevier Science Publishers.

  • Prabhakar, S. and Goel, A. : 1997, Addressing Incompleteness of Device Models by Adaptable Functional Modelling of Devices for Operating Environments, Accepted for Publication in Journal of Artificial Intelligence in Engineering, Elsevier Applied Science, April.

  • Prabhakar, S. and Goel, A. : 1996, Behavioural Models of Physical Spaces and their Adaptation for new Behaviour Generation, Accepted P. Olivier (ed) AAAI Spring Symposium Series on Cognitive and Computational Models of Spatial Representation, March 25 - 27, Stanford University, CA, USA.

  • Prabhakar, S. and Goel, A. : 1996, Extending Functional Models for Non-Local Adaptation in Engineering Device Design, in Special Track on Reasoning about Function, The ninth Florida Artificial Intelligence Research Symposium, May 20 -22, Key West, Florida, pp. 369 -374.

  • Prabhakar, S. and Goel, A. : 1996, Functional Modelling of Interactions between Devices and their External Environments for Adaptive Design, in Proceedings of Modelling and Reasoning about Function workshop, AAAI-96 Conference, Portland, Oregon, August.

  • Prabhakar, S. and Goel, A. : 1996, Learning about Novel Operating Environments: Designing by Adaptive Modelling, in Artificial Intelligence in Engineering Design, Analysis and Manufacturing Journal, Special Issue on Machine Learning, Vol 10, pp. 151 - 156.

  • Prabhakar, S. and Goel, A. : 1996, The role of external environment of a device in the functional modelling of engineering devices for adaptive design, in Workshop Notes of Functional Modelling in Design Workshop, Artificial Intelligence in Design Conference, Stanford University, June. Paper

  • Prabhakar, S., Goel, A. and Bhatta, S. : 1995, Adaptive modelling in the design of interactive devices: Towards a computational theory of Engineering Invention, in J. S. Gero and F Sudweeks (eds), Third International Round-Table Conference on Computational Models of Creative Design, December, Heron Island, Queensland, pp. 267 - 301.Paper

  ---

• Derivational Adaptive Modeling

  • Prabhakar, S. and Basu, P. : 1996, Learning to design by composition from past derivational design experiences, in Workshop Notes of Machine Learning in Design Workshop, Artificial Intelligence in Design Conference, Stanford University, June.

  • Prabhakar, S. and Basu, P.: 1996, Model-based Integration of Transformational and Derivational Analogies, Technical Report, School of Computing Sciences, University of Technology, Sydney. Paper

  • Basu, P: 1996, Model-based Derivational Analogy, Masters Thesis, School of Computing Sciences, University of Technology, Sydney, Australia.

  ---

• Model Reformulation

  • Prabhakar, S. and Goel, A. : 1994, Adaptation of Cases by Formulating Underlying World Models, in P. Pu, M. L. Maher (eds) Workshop notes on Case-based Design Systems Workshop, AID '94, August, Lausanne, Switzerland, pp. 35 - 38.

  • Prabhakar, S. and Goel, A. : 1994, Learning by Reformulating Explanations: Towards a Computational Theory of Innovative Adaptive Design, in A. Duffy, D. C. Brown and M. L. Maher (eds) Workshop notes on Machine Learning in Design Workshop, AID '94, August, Lausanne, Switzerland.

  • Yeung, P: 1997, Model-Reformulation: Changing the Design Model to perform Diagnosis, Masters Thesis, School of Computing Sciences, University of Technology, Sydney, Australia.

  ---

• Strategic Reformulation

  • Hee-Song, J: 1996, Reformulation of Strategies in Derivational Analogy for Conceptual Design, Masters Thesis, School of Computing Sciences, University of Technology, Sydney, Australia.

Functional Modeling

• Goel, A. and Prabhakar, S. A Control Architecture for Model-based Redesign Problem Solving, AI in Design Workshop, IJCAI, Sydney, August 1991.

• Prabhakar, S. and Goel, A. : 1992, Performance Driven Creativity in Design: Constraint Discovery, Model Revision, and Case Composition, in J. S. Gero and F Sudweeks (eds), Second International Round-Table Conference on Computational Models of Creative Design, December, pp. 101 - 127.Paper

• Prabhakar, S. and Basu, P.: 1996, Model-based Integration of Transformational and Derivational Analogies, Technical Report, School of Computing Sciences, University of Technology, Sydney. Paper

• Prabhakar, S. and Goel, A. Functional Modelling for Adaptive Design of Devices in New Environments, in Artificial Intelligence in Engineering Journal, Special Issue on Functional Modelling, 12(4), pp 417 - 444, Oct 1998, Elsevier Science Publishers.

Model-based Diagnosis

• S.V.R.K. Prabhakar, I.S.N. Murthy and L.M. Patnaik. Diagnosing Multiple Faults Using a Taxonomic Organization of Deep Level Causal Knowledge, AAAI Symposium, Spring Series, AIM, Stanford Univ., Stanford, Ca., Mar 1990.

• S.V.R.K. Prabhakar, I.S.N. Murthy and L.M. Patnaik. Diagnosing Multiple Faults in Dynamic Environments Using an Organization of Fault Oriented Causal Knowledge, Tech Report, TISL, Univ. of Kansas, Lawrence, Kansas, Feb 1990

• S.V.R.K. Prabhakar, I.S.N. Murthy and L.M. PatnaikOrganization of Piecewise Structured Medical Knowledge into Multiple Taxonomies for Diagnosis, Tech Report, TISL, Univ. of Kansas, Lawrence, Kansas, Jan 1990

• S.V.R.K. Prabhakar, Diagnostic Reasoning with Surface and Deep level Knowledge in Medical Domain, Ph.D Thesis, Dept. of Elec. Engg., IISc., Bangalore, India, Jan. 1989

• S.V.R.K. Prabhakar, I.S.N. Murthy and L.M. Patnaik, Diagnostic Reasoning Guided by Multiple Taxonomies, IEEE/EMBS 10th Annual Conf., New Orleans, Nov., 1988

• S.V.R.K. Prabhakar, I.S.N. Murthy and L.M. Patnaik. Multi-level Organization for Qualitative Simulation in Diagnostic Tasks, Proc. 9th Ann. Conf. on IEEE/EMBS, Boston, Nov., 1987

• S.V.R.K. Prabhakar, I.S.N. Murthy and L.M. Patnaik. Diagnostic Reasoning in Medical Domains: Guiding the Qualitative Simulation through the Experience of Experts, Tech. Rept., Dept. of Elec. Engg.., IISc, Jan. 1987

• S.V.R.K. Prabhakar, I.S.N. Murthy and L.M. Patnaik. DIAGNOSTICIAN: Medical Diagnosis with Causal Reasoning, Platinum Jubilee Conf. on Systems and Signal Processing, Bangalore, India, Dec. 1986

• S.V.R.K. Prabhakar, I.S.N. Murthy and L.M. Patnaik. "X" : A Knowledge-based Medical Diagnostic System, Proc. Int'l Conf. on Computers, Systems and Signal Processing, Bangalore, India, Dec. 1984.

Updated on December 29th, 1998