Tensor Product Network Publications

Bill Wilson
Artificial Intelligence Research Group
School of Computer Science and Engineering
University of New South Wales

• Graeme S. Halford, William H. Wilson, and Steven Phillips. Relational Knowledge: The Foundation of Higher Cognition, to appear in Trends in Cognitive Sciences, 2010.

1. Graeme S. Halford, Steven Phillips, William H. Wilson, J.E. McCredden, Glenda Andrews, Rosemary Baker, John D. Bain, (2007): The Central Executive: Proposals about its functions and capacity limitations. Chapter 16, p. 261-280 in Naoyuki Osaka, Robert Logie & Mark D'Esposito (eds) The Cognitive Neuroscience of working memory: Behavioural and neural correlates, Oxford University Press. ISBN 978-0-19-857039-4.

2. Brett Gray, William H. Wilson, Graeme S. Halford, J.E. McCredden (2006): Relcon: A Tensor Model of Relational Categorization. pp. 99-100 in R. Sun (Ed.) CogSci/ICCS 2006 Proceedings (28th. Annual Conference of the Cognitive Science Society, in cooperation with the 5th International Conference of Cognitive Science, Vancouver, BC, July 2006. Mahwah, N.J.: Erlbaum. ISBN 0-9768318-2-1. PDF 140KB

3. Graeme S. Halford and William H. Wilson (2002): Creativity, Relational Knowledge and Capacity: Why are Humans So Creative? pages 153-180 in Terry Dartnall, ed. Creativity, Cognition and Knowledge: An Interaction. Praeger: Westport, Connecticut, 2002. ISBN 0-275-97680-7 0-275-97681-5 (pbk.)

4. William H. Wilson, Nadine Marcus, and Graeme S. Halford, Access to relational knowledge: a comparison of two models, pp. 1142-1147 in Johanna D. Moore and Keith Stenning (eds) Proceedings of the 23rd Annual Conference of the Cognitive Science Society, Edinburgh, Scotland, 1-4 August 2001. Mahwah, NJ: Lawrence Erlbaum Associates, ISBN 0-8058-4152-0, ISSN 1047-1316. PDF (73K)

5. Wilson, W.H., Halford, G.S., Gray, B., and Phillips, S.A., The STAR-2 Model for Mapping Hierarchically Structured Analogs, pp. 125-159 in Gentner, D., Holyoak, K. J., & Kokinov, B. N. (Eds.) The analogical mind: Perspectives from cognitive science. Cambridge, MA: MIT Press, 2001. ISBN 0-262-57139-0 PDF

6. Graeme S. Halford, Steven Phillips, and William H. Wilson, Processing capacity limits are not explained by storage limits, Behavioral and Brain Sciences 24(1) (2001) 123. This item is a commentary on the following BBS Target article in the same issue: Nelson Cowan: The Magical Number 4 in Short-term Memory: a Reconsideration of Mental Storage Capacity. PDF

7. Gray, B., Halford, G.S., Wilson, W.H. & Phillips, S.A., A neural net model for mapping hierarchically structured analogs, in Proceedings of the Fourth Conference of the Australasian Cognitive Science Society, ed. R. Heath, B. Hayes, A. Heathcote, C. Hooker, 1999. file:///Cogsc97/31half.pdf on Proceedings CD-ROM, available from Richard Heath, Dept of Psychology, University of Newcastle, NSW Australia. (heath@psychology.newcastle.edu.au). Note - the conference was held in Sept. 1997, but the proceedings did not become available until a couple of years later. ISBN 0 7259 1059 3. (Postscript - about 98K)

8. Wilson, W.H., Halford, G.S. & Phillips, S.A., The properties of higher order cognitive processes and how they can be modelled in neural networks, in Proceedings of the Fourth Conference of the Australasian Cognitive Science Society, 1999, ed. R. Heath, B. Hayes, A. Heathcote, C. Hooker. file:///Cogsc97/wilson.pdf on Proceedings CD-ROM, available from Richard Heath, Dept of Psychology, University of Newcastle, NSW Australia. (heath@psychology.newcastle.edu.au). Note - the conference was held in Sept. 1997, but the proceedings did not become available until a couple of years later. ISBN 0 7259 1059 3. (PDF - about 20K)
   

9. Halford, G.S., Wilson, W.H. & Phillips, S. (1998) Relational processing in higher cognition: Implications for analogy, capacity and cognitive development. In K. Holyoak, D. Gentner, & B. Kokinov, (Eds.) Advances in analogy research: Integration of Theory and Data from the Cognitive, Computational, and Neural Sciences, pp. 57-73. Sofia, Bulgaria, New Bulgarian University. NBU Series in Cognitive Science. ISBN: 954-535-200-0. PDF

10. Phillips, S., Halford, G. S., and Wilson, W. H. (1998). What changes in children's drawing procedures? Relational complexity as a constraint on representational redescription. Cognitive Studies: Bulletin of the Japanese Cognitive Science Society 5(2) 1998 33-42. ISSN 1341-7924. PDF - 212K

11. G.S. Halford, W.H. Wilson and S. Phillips, Authors' response: Relational complexity metric is effective when assessments are based on actual cognitive processes, Behavioral and Brain Sciences 21(6) (1998) 848-864. PDF (180K) ISSN 0140-525X

12. G.S. Halford, W.H. Wilson and S. Phillips, Processing capacity defined by relational complexity: Implications for comparative, developmental and cognitive psychology, target article in Behavioral and Brain Sciences vol. 21 (1998), 803-831. ISSN 0140-525X. PDF version (376K) This paper has 190+ Thompson-ISI citations.
13. Wilson, W.H. & Halford, G.S., Robustness of tensor product networks using distributed representations, Proceedings of the Ninth Australian Conference on Neural Networks, Brisbane, Australia, 11-13 February 1998, edited by Tom Downs, Marcus Frean, and Marcus Gallagher. pp. 47-51. ISBN 1-86499-026-0. PDF - 39K

14. William H. Wilson, Deborah J. Street, Graeme S. Halford, Solving proportional analogy problems using tensor product networks with random representations, 1995 IEEE International Conference on Neural Networks Proceedings, ICNN'95, Perth, Australia, 27 November-1 December 1995, 2971-2975, ISBN 0 646 26352 8. (PDF - about 172K)
    

15. Steven Phillips, Graeme S. Halford, and William H. Wilson, The processing of associations versus the processing of relations and symbols: a systematic comparison, Proceedings of the Seventeenth Annual Conference of the Cognitive Science Society, Pittsburgh, PA, 22-25 July 1995, 688-691. ISBN 0-8058-2159-7; ISSN 1047-1316. (PDF - about 20K)
    

16. Graeme S. Halford, William H. Wilson, and Matthew McDonald, Complexity of Structure Mapping in Human Analogical Reasoning: A PDP Model, Proceedings of the Seventeenth Annual Conference of the Cognitive Science Society, Pittsburgh, PA, 22-25 July 1995, 597-601. ISBN 0-8058-2159-7; ISSN 1047-1316. (PDF - about 20K)
    

17. Steven Phillips, Graeme S. Halford, and William H. Wilson, The processing of associations versus the processing of relations and symbols: a systematic comparison, 3rd Conference of the Australasian Cognitive Science Society (CogSci'95), Brisbane, April 1995, 96.

18. Janet Wiles, Graeme S. Halford, Julie E.M. Stewart, Michael S. Humphreys, John D. Bain, and William H. Wilson, Tensor Models: a creative basis for memory retrieval and analogical mapping, pages 147-161 in Artificial Intelligence and Creativity: an Interdisciplinary Approach, edited by T. Dartnall, Kluwer, 1994 .

19. William H. Wilson and Graeme S. Halford, Robustness of tensor product networks using distributed representations, in Proceedings of the Fifth Australian Conference on Neural Networks, ACNN'94, edited by A.C. Tsoi & T. Downs, Brisbane, 31 January-2 February 1994, 258- 261. (PDF - about 700K)

20. Graeme S. Halford, William H. Wilson, Jian Guo, Ross W. Gayler, Janet Wiles, and J.E.M. Stewart, Connectionist implications for processing capacity limitations in analogies, pages 363-415 in K.J. Holyoak and J. Barnden (editors) Advances in Connectionist and Neural Computation Theory: Volume 2: Analogical Connections, Norwood, NJ: Ablex, 1994.

21. Graeme S. Halford and William H. Wilson, Creativity and capacity for representation: Why are humans so creative, AISB Quarterly 85 Autumn 1993, 32-41. [to be republished in a AAAI book edited by Terry Dartnall]

22. Graeme S. Halford, Janet Wiles, Michael S. Humphreys, and William H. Wilson, Parallel distributed processing approaches to creative reasoning: Tensor models of memory and analogy, pp. 57-60 in AI and Creativity ed.T. Dartnall, S. Kim, R. Levinson and D. Subramanian, Artificial Intelligence and Creativity, Papers from the 1993 Spring Symposium, Technical Report SS-93-01. Menlo Park, Ca: AAAI Press, 1993. ISBN 0-92980-38-5.

23. J. Wiles, G.S. Halford, J.E.M. Stewart, M.S. Humphreys, J.D. Bain, and W.H. Wilson, Tensor Models: a creative basis for memory retrieval and analogical mapping, page 46-48 in AI, Reasoning, and Creativity, edited T. Dartnall, Brisbane: Griffith University, 1991.