Publications
2007
J. A. Walker and J. F. Miller, The Automatic Acquisition, Evolution and Re-use of Modules in Cartesian Genetic Programming, Accepted for publication in IEEE Transactions on Evolutionary Computation.
J. Clegg, J. A. Walker and J. F. Miller, A New Crossover Technique for Cartesian Genetic Programming, Proceedings of the 2007 Genetic and Evolutionary Computation Conference (GECCO 2007), 2007.
J. A. Walker and J. F. Miller, Solving Real-valued Optimisation Problems using Cartesian Genetic Programming, Proceedings of the 2007 Genetic and Evolutionary Computation Conference (GECCO 2007), 2007.
J. A. Walker and J. F. Miller, Predicting Prime Numbers using Cartesian Genetic Programming, Proceedings of 10th European Conference on Genetic Programming (EuroGP 2007), LNCS 4445, pp. 205-216, 2007 (Nominated Best Paper).
J. A. Walker and J. F. Miller, Changing the Genospace: Solving GA Problems using Cartesian Genetic Programming, Proceedings of 10th European Conference on Genetic Programming (EuroGP 2007), LNCS 4445, pp. 261-270, 2007.
2006
J. F. Miller and S. L. Smith, Redundancy and Computational Efficiency in Cartesian Genetic Programming, IEEE Transactions on Evolutionary Computation, Vol. 10, No. 2, pp. 167-174, 2006.
J. A. Walker, J. F. Miller and Rachel Cavill, A Multi-chromosome Approach to Standard and Embedded Cartesian Genetic Programming, Proceedings of the 2006 Genetic and Evolutionary Computation Conference (GECCO 2006), Seattle, Washington, USA, pp 903-910, 2006.
J. A. Walker and J. F. Miller, Embeddeded Cartesian Genetic Programming and the Lawnmower and Hierarchical-if-and-only-if Problems, Proceedings of the 2006 Genetic and Evolutionary Computation Conference (GECCO 2006), Seattle, Washington, USA, pp 911-918, 2006.
2005
J. A. Walker and J. F. Miller, Improving the Evolvability of Digital Multipliers Using Embedded Cartesian Genetic Programming and Product Reduction, Proceedings of 6th International Conference in Evolvable Systems (ICES 2005), pp 131-142, 2005.
H. Liu, J. F. Miller and A. M. Tyrrell , Intrinsic evolvable hardware implementation of a robust biological development model for digital systems, Proceedings of the NASA/DOD Evolvable Hardware Conference, June 30- July 2, Washington DC, pp 87-92.
J. A. Walker and J. F. Miller, Investigating the Performance of Module Acquisition in Cartesian Genetic Programming, Proceedings of the 2005 conference on Genetic and Evolutionary Computation (GECCO 2005), Washington DC, pp 1649-1656, 2005.
S. L. Harding and J. Miller, Evolution of Robot Controller Using Cartesian Genetic Programming, EuroGP 2005 Proceedings, Lecture Notes in Computer Science, Vol. 3447, Keijzer, M.; Tettamanzi, A.; Collet, P.; van Hemert, J.; Tomassini, M. (Eds.) pp. 62-72.
H. Liu, J. F. Miller and A. M. Tyrrell, A Biological Development Model for the Design of Robust Multiplier, Applications of Evolutionary Computing: EvoHot, Lecture Notes in Computer Science, Vol. 3449, Drechsler, R.; Squillero, G. (Eds.), pp. 195-204.
2004
A. Beatriz Garmendia-Doval, J. F. Miller, and S. David Morley, Post Docking Filtering using Cartesian Genetic Programming, In, Genetic programming Theory and Practice, University of Michigan, Illinois, USA (invited).
W. Banzhaf and J. F. Miller, The challenge of complexity in Menon Anil (Ed.) Frontiers of Evolutionary Computation, Kluwer Academic publishers, 2004 (invited).
J. F. Miller and P. Thomson, Beyond the Complexity Ceiling: Evolution, Emergence and Regeneration, Workshop on Regeneration and Learning in Developmental Systems, GECCO 2004.
J. A. Walker and J. F. Miller, Evolution and Acquisition of Modules in Cartesian Genetic Programming, Genetic Programming 7th European Conference, EuroGP 2004, Proceedings, LNCS, Vol. 3003, pp. 187-197 (Nominated Best Paper).
2003
J. F. Miller and W. Banzhaf, Evolving the Program for a Cell: From French Flags to Boolean Circuits, in S. Kumar and P. Bentley: On Growth, Form and Computers, Elsevier Academic Press, 2003 (invited).
V. K. Vassilev, T. C. Fogarty and J. F. Miller, Smoothness, Ruggedness and Neutrality of Fitness Landscapes: from Theory to Application, A. Ghosh and S. Tsutsui (eds.), Advances in Evolutiuonary Computation: Theory and Application, Springer-Verlag, London, 2003.
J. Rothermich, F. Wang, J. F. Miller, Adaptivity in Cell Based Optimization for Information Ecosystems, Proceedings of the 2003 Congress on Evolutionary Computation, pp. 490-497, IEEE Press Canberra, 2003.
J. F. Miller, Evolving Developmental Programs for Adaptation, Morphogenesis, and Self-repair, 7th European Conference on Artificial Life, Dortmund, September 14-17, 2003, Proceedings published as Lecture Notes in Artificial Life, Vol. 2801, pp. 256-265.
J. F. Miller and P. Thomson, A Developmental Method for Growing Graphs and Circuits, 5th International Conference on Evolvable Systems: From Biology to Hardware, Trondheim, March 17-20, 2003, Proceedings published as Lecture Notes in Computer Science, Vol. 2606, pp. 93-104 , Tyrrell, Andy M., Haddow P., Torrensen J.(Eds.).
2002
J. Rothermich and J. F. Miller, Studying the Emergence of Multicellularity with Cartesian Genetic Programming in Artificial Life, in 2002 U.K. Workshop on Computational Intelligence.
T. Yu and J. F. Miller, Climbing Unimodal Landscapes With Neutrality: A Case Study Of The One-max Problem, Proceedings of the Genetic and Evolutionary Computation Conference, pp. 704, Morgan Kauffmann.
M. Hartmann, F. Esklund, P. Haddow, and J. F. Miller, Evolving Fault Tolerance On An Unreliable Technology Platform, Proceedings of the Genetic and Evolutionary Computation Conference, pp. 171-177, Morgan Kauffmann.
T. Yu and J. F. Miller, Finding Needles in Haystacks Is Not Hard with Neutrality, in J. Foster, E. Lutton, J. Miller, C. Ryan and A. G. B. Tettamanzi, Proceedings of the 5th European Conference on Genetic Programming (EuroGP2002), pp. 13-25.
2001
J. F. Miller, T. Kalganova, N. Lipnitskaya and D. Job, The Genetic Algorithm as a Discovery Engine: Strange Circuits and New Principles, Creative Evolutionary Systems, Morgan Kaufmann Publishers.
T. Yu and J. F. Miller, Neutrality and Evolvability of a Boolean Function Landscape, In J. F. Miller, M. Tomassini, P. L. Lanzi, C. Ryan W. B. Langdon (eds.), Genetic Programming 4th European Conference on Genetic Programming. (EuroGP2001). Lecture Notes in Computer Science, Vol. 2038, pp. 204-217, Springer-Verlag.
J. F. Miller and M. Hartmann, Evolving Messy Gates for Fault Tolerance: Some Preliminary Findings, Proceedings of the 3rd NASA/DOD Workshop on Evolvable Hardware (EH'01), pp. 116-123, IEEE Computer Society.
J. F. Miller and M. Hartmann, Untidy Evolution: Evolving Messy Gates for Fault Tolerance, Proceedings of the 4th International Conference on Evolvable Systems: From Biology to Hardware, Tokyo, Lecture Notes in Computer Science, Vol. 2210, pp. 14-25, Springer-Verlag.
2000
J. F. Miller, D. Job, and V. K. Vassilev, Principles in the Evolutionary Design of Digital Circuits -- Part I, Journal of Genetic Programming and Evolvable Machines, Vol. 1, No. 1, 2000, pp. 8-35.
J. F. Miller, D. Job, and V. K. Vassilev, Principles in the Evolutionary Design of Digital Circuits -- Part II, Journal of Genetic Programming and Evolvable Machines, Vol. 3, No. 2, 2000, pp. 259-288.
V. K. Vassilev, T. C. Fogarty and J. F. Miller, Information Characteristics and the Structure of Landscapes, Evolutionary Computation, vol. 8, No. 1, 2000, pp. 31-60.
V. K. Vassilev and J. F. Miller, Embedding Landscape Neutrality to Build a Bridge from the Conventional to a More Efficient Three-bit Multiplier Circuit, Proceedings of the 2nd Genetic and Evolutionary Computation Conference (GECCO'00), page 539, Morgan Kaufmann.
V. K. Vassilev and J. F. Miller, Towards the Automatic Design of More Efficient Digital Circuits, 2nd NASA/DOD Workshop on Evolvable Hardware, July 13-15, Palo Alto, CA, pp. 151-160.
V. K. Vassilev and J. F. Miller, Scalability Problems of Digital Circuit Evolution, 2nd NASA/DOD Workshop on Evolvable Hardware, July 13-15, Palo Alto, CA, pp. 55-64.
J. F. Miller and P. Thomson, Cartesian Genetic Programming, Proceedings of the 3rd European Conference on Genetic Programming, Edinburgh, April 15-16, 2000, Proceedings published as Lecture Notes in Computer Science, Vol. 1802, pp. 121-132, Springer Verlag, Berlin.
V. Vassilev and J. F. Miller, The Advantages of Landscape Neutrality in Digital Circuit Evolution, Proceedings of the 3rd International Conference on Evolvable Systems: From Biology to Hardware, Edinburgh, April 17-19, 2000, Proceedings published as Lecture Notes in Computer Science, Vol. 1801, pp. 252-263 , Miller J. F., Thompson A., Thomson P., Fogarty T. C., (Eds.).
1999
J. F. Miller, Evolution of Digital Filters using a Gate Array Model, Proceedings of the First EvoIASP'99 Workshop on Image Analysis and Signal Processing, Goteborg, Sweden, 26-29 May 1999, Lecture Notes in Computer Science Vol. 1596, pp. 17-30.
J. F. Miller, Digital Filter Design at Gate-level using Evolutionary Algorithms, Proceedings of the 1999 Genetic and Evolutionary Computation Conference (GECCO 1999), Orlando, Florida, USA, 14-17 July, pp. 1127-1134.
J. F. Miller, An Empirical Study of the Efficiency of Learning Boolean Functions using a Cartesian Genetic Programming Approach, Proceedings of the 1999 Genetic and Evolutionary Computation Conference (GECCO 1999), Orlando, Florida, USA, 14-17 July, pp. 1135-1142.
J. F. Miller, On the Filtering Properties of Evolved Gate Arrays, Proceedings of the First NASA/DOD Workshop on Evolvable Hardware (EH'99), Pasadena, 19-21 July pp. 2-11, IEEE Computer Society, Piscataway, NJ, (ISBN 0-7695-0256-3).
V. K. Vassilev, J. F. Miller and T. C. Fogarty, On the Nature of Two-Bit Multiplier Landscapes, Proceedings of the 1st NASA/DoD Workshop on Evolvable Hardware, pp. 36-45. Los Alamitos, CA: IEEE Computer Society.
V. K. Vassilev, J. F. Miller and T. C. Fogarty, Co-evolving Demes of Non-uniform Cellular Automata for Synchronisation, Proceedings of the 1st NASA/DoD Workshop on Evolvable Hardware, pp. 111-119. Los Alamitos, CA: IEEE Computer Society.
J. F. Miller, T. Kalganova, N. Lipnitskaya and D. Job, The Genetic Algorithm as a Discovery Engine: Strange Circuits and New Principles, CES'99 (AISB'99) Edinburgh 6-7 April, pp. 65-74.
V. K. Vassilev, J. F. Miller and T. C. Fogarty, Digital Circuit Evolution and Fitness Landscapes, Proceedings of the Congress on Evolutionary Computation, (1999), Washington D.C, USA, 6-9 July, vol. 2, pp. 1299-1306, IEEE Press.
V. K. Vassilev, J. F. Miller and T. C. Fogarty, The Evolution of Computation in Co-evolving Demes of Non-uniform Cellular Automata for Global Synchronisation, Advances in Artificial Life (Proceedings of the 5th European Conference on Artificial Life), Lecture Notes in Artificial Intelligence 1674, pp. 159-169. Berlin: Springer-Verlag, Heidelberg.
T. Kalganova and J. F. Miller, Evolving More Efficient Digital Circuits by Allowing Circuit Layout Evolution and Multi-Objective Fitness, Proceedings of the 1st NASA/DoD Workshop on Evolvable Hardware, pp. 54-63. Los Alamitos, CA: IEEE Computer Society, 1999.
T. Kalganova, J. F. Miller and T. C. Fogarty, Evolution of Digital Circuits with Variable Layouts, Proceedings of the 1999 Genetic and Evolutionary Computation Conference (GECCO 1999), Orlando, Florida, USA, 14-17 July 1999 (poster).
D. Job, V. Shankaraman and J. F. Miller, Hybrid AI Techniques for Software Design, Proceedings of 1999 Conference on Software Engineering and Knowledge Engineering (SEKE 99), Published by Knowledge Systems Institute Graduate School, Skokie Illinois.
D. Job, V. Shankararaman and J. F.Miller, Hybrid AI Techniques for Automated Software Reuse, International Conference on Case-Based Reasoning. Technical Report of the Centre for Learning Systems and Applications (LSA) of the University of Kaiserslautern, 1999.
D. Job, V. Shankararaman and J. F. Miller, Combining CBR and GA for Designing FPGAs, Proceedings of the 3rd International Conference on Computational Intelligence and Multimedia Applications, 1999.
1998
J. F. Miller and P. Thomson, Evolving Digital Electronic Circuits for Real-Valued Function Generation using a Genetic Algorithm, Genetic Programming 1998: Proceedings of the Third Annual Conference, July 22-25, 1998, University of Wisconsin, Madison, Wisconsin, pp. 863-868, San Francisco, CA: Morgan Kaufmann.
J. F. Miller and P. Thomson, Aspects of Digital Evolution: Evolvability and Architecture, Proceedings of the 5th International Conference on Parallel Problem Solving from Nature (PPSN V), Lecture Notes in Computer Science, Vol. 1498, Springer-Verlag, Heidelberg, pp. 927-936.
J. F. Miller and P. Thomson, Aspects of Digital Evolution: Geometry and Learning, Proceedings of the 2nd International Conference on Evolvable Systems: From Biology to Hardware (ICES'98), Lecture Notes in Computer Science, Vol. 1478, Springer-Verlag, Heidelberg, pp. 25-35.