Julian Francis Miller

Martin Trefzer, Tüze Kuyucu, Julian F. Miller, Andy M. Tyrrell: On the Advantages of Variable Length GRNs for the Evolution of Multicellular Developmental Systems. IEEE Trans. Evolutionary Computation 17(1): 100-121 (2013)

Tom Seaton, Julian F. Miller, Tim Clarke: Semantic Bias in Program Coevolution. EuroGP 2013: 193-204

Hajo Broersma, Faustino Gomez, Julian F. Miller, Mike Petty, Gunnar Tufte: Nascence Project: Nanoscale Engineering for Novel Computation Using Evolution. IJUC 8(4): 313-317 (2012)

Tom Seaton, Julian F. Miller, Tim Clarke: An Ecological Approach to Measuring Locality in Linear Genotype to Phenotype Maps. EuroGP 2012: 170-181

Arbab Masood Ahmad, Gul Muhammad Khan, Sahibzada Ali Mahmud, Julian Francis Miller: Breast cancer detection using cartesian genetic programming evolved artificial neural networks. GECCO 2012: 1031-1038

Julian Francis Miller, Simon Harding: GECCO 2012 tutorial: cartesian genetic programming. GECCO (Companion) 2012: 1093-1116

Susan Stepney, Ada Diaconescu, René Doursat, Jean-Louis Giavitto, Taras Kowaliw, Ottoline Leyser, Bruce MacLennan, Olivier Michel, Julian F. Miller, Igor Nikolic, Antoine Spicher, Christof Teuscher, Gunnar Tufte, Francisco J. Vico, Lidia Yamamoto: Gardening Cyber-Physical Systems. UCNC 2012: 237-238

Gul Muhammad Khan, Julian F. Miller, David M. Halliday: Evolution of Cartesian Genetic Programs for Development of Learning Neural Architecture. Evolutionary Computation 19(3): 469-523 (2011)

Julian F. Miller, Gul Muhammad Khan: Where is the brain inside the brain? - On why artificial neural networks should be developmental. Memetic Computing 3(3): 217-228 (2011)

Tüze Kuyucu, Martin Trefzer, Julian Francis Miller, Andy M. Tyrrell: An Investigation of the Importance of Mechanisms and Parameters in a Multicellular Developmental System. IEEE Trans. Evolutionary Computation 15(3): 313-345 (2011)

Simon Harding, Julian F. Miller, Wolfgang Banzhaf: SMCGP2: finding algorithms that approximate numerical constants using quaternions and complex numbers. GECCO (Companion) 2011: 197-198

Julian F. Miller, Simon L. Harding: GECCO 2011 tutorial: cartesian genetic programming. GECCO (Companion) 2011: 1261-1284

Simon Harding, Julian F. Miller, Wolfgang Banzhaf: SMCGP2: self modifying cartesian genetic programming in two dimensions. GECCO 2011: 1491-1498

Maryam Mahsal Khan, Gul Muhammad Khan, Julian F. Miller: Developmental Plasticity in Cartesian Genetic Programming based Neural Networks. ICINCO (1) 2011: 449-458

Julian F. Miller, Riccardo Poli: Editorial to tenth anniversary issue on progress in genetic programming and evolvable machines. Genetic Programming and Evolvable Machines 11(3-4): 247-250 (2010)

Simon Harding, Julian F. Miller, Wolfgang Banzhaf: Developments in Cartesian Genetic Programming: self-modifying CGP. Genetic Programming and Evolvable Machines 11(3-4): 397-439 (2010)

Maryam Mahsal Khan, Gul Muhammad Khan, Julian F. Miller: Evolution of neural networks using Cartesian Genetic Programming. IEEE Congress on Evolutionary Computation 2010: 1-8

Song Zhan, Julian F. Miller, Andy M. Tyrrell: Modular design from gene regulation in a cellular system. IEEE Congress on Evolutionary Computation 2010: 1-8

Tom Seaton, Gavin Brown, Julian F. Miller: Analytic Solutions to Differential Equations under Graph-Based Genetic Programming. EuroGP 2010: 232-243

Simon Harding, Julian F. Miller, Wolfgang Banzhaf: Self modifying cartesian genetic programming: finding algorithms that calculate pi and e to arbitrary precision. GECCO 2010: 579-586

Martin Trefzer, Tüze Kuyucu, Julian F. Miller, Andy M. Tyrrell: Image compression of natural images using artificial gene regulatory networks. GECCO 2010: 595-602

Julian F. Miller, Stephen L. Smith, Yuan Zhang: Detection of microcalcifications in mammograms using multi-chromosome Cartesian genetic programming. GECCO (Companion) 2010: 1923-1930

Julian Francis Miller, Simon L. Harding: Cartesian genetic programming. GECCO (Companion) 2010: 2927-2948

Maryam Mahsal Khan, Gul Muhammad Khan, Julian Francis Miller: Evolution of Optimal ANNs for Non-Linear Control Problems using Cartesian Genetic Programming. IC-AI 2010: 339-346

Ricky D. Ledwith, Julian F. Miller: Introducing Flexibility in Digital Circuit Evolution: Exploiting Undefined Values in Binary Truth Tables. ICES 2010: 25-36

Martin Trefzer, Tüze Kuyucu, Julian F. Miller, Andy M. Tyrrell: Evolution and Analysis of a Robot Controller Based on a Gene Regulatory Network. ICES 2010: 61-72

Maryam Mahsal Khan, Gul Muhammad Khan, Julian F. Miller: Efficient representation of Recurrent Neural Networks for markovian/non-markovian non-linear control problems. ISDA 2010: 615-620

Gianluca Tempesti, Andy M. Tyrrell, Julian F. Miller (Eds.): Evolvable Systems: From Biology to Hardware - 9th International Conference, ICES 2010, York, UK, September 6-8, 2010. Proceedings. Lecture Notes in Computer Science 6274, Springer 2010, isbn 978-3-642-15322-8

Song Zhan, Julian F. Miller, Andy M. Tyrrell: An evolutionary system using development and artificial Genetic Regulatory Networks for electronic circuit design. Biosystems 98(3): 176-192 (2009)

James Alfred Walker, Katharina Völk, Stephen L. Smith, Julian Francis Miller: Parallel evolution using multi-chromosome cartesian genetic programming. Genetic Programming and Evolvable Machines 10(4): 417-445 (2009)

Simon Harding, Julian Francis Miller, Wolfgang Banzhaf: Self modifying Cartesian Genetic Programming: Parity. IEEE Congress on Evolutionary Computation 2009: 285-292

Martin Trefzer, Tüze Kuyucu, Julian Francis Miller, Andy M. Tyrrell: A model for intrinsic artificial development featuring structural feedback and emergent growth. IEEE Congress on Evolutionary Computation 2009: 301-308

Gul Muhammad Khan, Julian Francis Miller, David M. Halliday: In search of intelligent genes: The cartesian genetic programming computational neuron (CGPCN). IEEE Congress on Evolutionary Computation 2009: 574-581

Tüze Kuyucu, Martin Trefzer, Julian Francis Miller, Andy M. Tyrrell: Task decomposition and evolvability in intrinsic evolvable hardware. IEEE Congress on Evolutionary Computation 2009: 2281-2287

Song Zhan, Julian Francis Miller, Andy M. Tyrrell: Obtaining system robustness by mimicking natural mechanisms. IEEE Congress on Evolutionary Computation 2009: 3032-3039

Adam Faulconbridge, Susan Stepney, Julian F. Miller, Leo S. D. Caves: RBN-World - A Sub-symbolic Artificial Chemistry. ECAL (1) 2009: 377-384

Simon Harding, Julian Francis Miller, Wolfgang Banzhaf: Self Modifying Cartesian Genetic Programming: Fibonacci, Squares, Regression and Summing. EuroGP 2009: 133-144

Katharina Völk, Julian F. Miller, Stephen L. Smith: Multiple Network CGP for the Classification of Mammograms. EvoWorkshops 2009: 405-413

Simon Harding, Julian Francis Miller, Wolfgang Banzhaf: Evolution, development and learning using self-modifying cartesian genetic programming. GECCO 2009: 699-706

Gul Muhammad Khan, Julian F. Miller: Evolution of cartesian genetic programs capable of learning. GECCO 2009: 707-714

Julian Francis Miller, Simon L. Harding: Cartesian genetic programming. GECCO (Companion) 2009: 3489-3512

Simon Harding, Julian Francis Miller: Evolution in Materio. Encyclopedia of Complexity and Systems Science 2009: 3220-3233

Simon L. Harding, Julian F. Miller, Edward A. Rietman: Evolution in Materio: Exploiting the Physics of Materials for Computation. IJUC 4(2): 155-194 (2008)

James Alfred Walker, Julian Francis Miller: The Automatic Acquisition, Evolution and Reuse of Modules in Cartesian Genetic Programming. IEEE Trans. Evolutionary Computation 12(4): 397-417 (2008)

Song Zhan, Julian Francis Miller, Andrew M. Tyrrell: An evolutionary system using development and artificial Genetic Regulatory Networks. IEEE Congress on Evolutionary Computation 2008: 815-822

Tüze Kuyucu, Martin Trefzer, Andrew J. Greensted, Julian Francis Miller, Andy M. Tyrrell: Fitness functions for the unconstrained evolution of digital circuits. IEEE Congress on Evolutionary Computation 2008: 2584-2591

Yoshikazu Hirayama, Tim Clarke, Julian Francis Miller: Fault tolerant control using Cartesian genetic programming. GECCO 2008: 1523-1530

Gul Muhammad Khan, Julian Francis Miller, David M. Halliday: Developing neural structure of two agents that play checkers using cartesian genetic programming. GECCO (Companion) 2008: 2169-2174

Julian Francis Miller, Simon Harding: Cartesian genetic programming. GECCO (Companion) 2008: 2701-2726

Song Zhan, Julian Francis Miller, Andy M. Tyrrell: A Developmental Gene Regulation Network for Constructing Electronic Circuits. ICES 2008: 177-188

Gul Muhammad Khan, Julian Francis Miller, David M. Halliday: Coevolution of Neuro-developmental Programs That Play Checkers. ICES 2008: 352-361

Martin Trefzer, Tüze Kuyucu, Andrew J. Greensted, Julian Francis Miller, Andy M. Tyrrell: The Input Pattern Order Problem: Evolution of Combinatorial and Sequential Circuits in Hardware. ICES 2008: 382-391

Gul Muhammad Khan, Julian Francis Miller, David M. Halliday: Breaking the Synaptic Dogma: Evolving a Neuro-inspired Developmental Network. SEAL 2008: 11-20

James Alfred Walker, Julian Francis Miller: Predicting Prime Numbers Using Cartesian Genetic Programming. EuroGP 2007: 205-216

James Alfred Walker, Julian Francis Miller: Changing the Genospace: Solving GA Problems with Cartesian Genetic Programming. EuroGP 2007: 261-270

Gul Muhammad Khan, Julian Francis Miller, David M. Halliday: Coevolution of intelligent agents using cartesian genetic programming. GECCO 2007: 269-276

Simon Harding, Julian Francis Miller, Wolfgang Banzhaf: Self-modifying cartesian genetic programming. GECCO 2007: 1021-1028

Janet Clegg, James Alfred Walker, Julian Francis Miller: A new crossover technique for Cartesian genetic programming. GECCO 2007: 1580-1587

James Alfred Walker, Julian Francis Miller: Solving real-valued optimisation problems using cartesian genetic programming. GECCO 2007: 1724-1730

Gul Muhammad Khan, Julian F. Miller, David M. Halliday: A developmental model of neural computation using cartesian genetic programming. GECCO (Companion) 2007: 2535-2542

Tina Yu, Julian Francis Miller: Through the Interaction of Neutral and Adaptive Mutations, Evolutionary Search Finds a Way. Artificial Life 12(4): 525-551 (2006)

Julian F. Miller, Stephen L. Smith: Redundancy and Computational Efficiency in Cartesian Genetic Programming. IEEE Trans. Evolutionary Computation 10(2): 167-174 (2006)

James Alfred Walker, Julian Francis Miller, Rachel Cavill: A multi-chromosome approach to standard and embedded cartesian genetic programming. GECCO 2006: 903-910

James Alfred Walker, Julian Francis Miller: Embedded cartesian genetic programming and the lawnmower and hierarchical-if-and-only-if problems. GECCO 2006: 911-918

Heng Liu, Julian F. Miller, Andy M. Tyrrell: Intrinsic Evolvable Hardware Implementation of a Robust Biological Development Model for Digital Systems. Evolvable Hardware 2005: 87-92

Simon Harding, Julian F. Miller: Evolution In Materio : A Real-Time Robot Controller in Liquid Crystal. Evolvable Hardware 2005: 229-238

Simon Harding, Julian F. Miller: Evolution of Robot Controller Using Cartesian Genetic Programming. EuroGP 2005: 62-73

Heng Liu, Julian F. Miller, Andrew M. Tyrrell: A Biological Development Model for the Design of Robust Multiplier. EvoWorkshops 2005: 195-204

James Alfred Walker, Julian Francis Miller: Investigating the performance of module acquisition in cartesian genetic programming. GECCO 2005: 1649-1656

James Alfred Walker, Julian Francis Miller: Improving the Evolvability of Digital Multipliers Using Embedded Cartesian Genetic Programming and Product Reduction. ICES 2005: 131-142

Simon Harding, Julian F. Miller: Evolution In Materio: Investigating the Stability of Robot Controllers Evolved in Liquid Crystal. ICES 2005: 155-164

Davide Anguita, Iluminada Baturone, Julian Francis Miller: Special issue on hardware implementations of soft computing techniques. Appl. Soft Comput. 4(3): 204-205 (2004)

Simon Harding, Julian Francis Miller: Evolution in Materio: Initial Experiments with Liquid Crystal. Evolvable Hardware 2004: 298-

James Alfred Walker, Julian Francis Miller: Evolution and Acquisition of Modules in Cartesian Genetic Programming. EuroGP 2004: 187-197

Julian Francis Miller: Evolving a Self-Repairing, Self-Regulating, French Flag Organism. GECCO (1) 2004: 129-139

Joseph A. Rothermich, Fang Wang, Julian Francis Miller: Adaptivity in cell based optimization for information ecosystems. IEEE Congress on Evolutionary Computation (1) 2003: 490-497

Julian F. Miller: Evolving Developmental Programs for Adaptation, Morphogenesis, and Self-Repair. ECAL 2003: 256-265

Simon Harding, Julian F. Miller: A Scalable Platform for Intrinsic Hardware and in materio Ev olution. Evolvable Hardware 2003: 231-234

Julian F. Miller, Peter Thomson: A Developmental Method for Growing Graphs and Circuits. ICES 2003: 93-104

Erick Cantú-Paz, James A. Foster, Kalyanmoy Deb, Lawrence Davis, Rajkumar Roy, Una-May O'Reilly, Hans-Georg Beyer, Russell K. Standish, Graham Kendall, Stewart W. Wilson, Mark Harman, Joachim Wegener, Dipankar Dasgupta, Mitchell A. Potter, Alan C. Schultz, Kathryn A. Dowsland, Natasa Jonoska, Julian F. Miller (Eds.): Genetic and Evolutionary Computation - GECCO 2003, Genetic and Evolutionary Computation Conference, Chicago, IL, USA, July 12-16, 2003. Proceedings, Part I. Lecture Notes in Computer Science 2723, Springer 2003, isbn 3-540-40602-6

Erick Cantú-Paz, James A. Foster, Kalyanmoy Deb, Lawrence Davis, Rajkumar Roy, Una-May O'Reilly, Hans-Georg Beyer, Russell K. Standish, Graham Kendall, Stewart W. Wilson, Mark Harman, Joachim Wegener, Dipankar Dasgupta, Mitchell A. Potter, Alan C. Schultz, Kathryn A. Dowsland, Natasa Jonoska, Julian F. Miller (Eds.): Genetic and Evolutionary Computation - GECCO 2003, Genetic and Evolutionary Computation Conference, Chicago, IL, USA, July 12-16, 2003. Proceedings, Part II. Lecture Notes in Computer Science 2724, Springer 2003, isbn 3-540-40603-4

Julian F. Miller, Keith L. Downing: Evolution in materio: Looking Beyond the Silicon Box. Evolvable Hardware 2002: 167-176

Tina Yu, Julian F. Miller: Finding Needles in Haystacks Is Not Hard with Neutrality. EuroGP 2002: 13-25

Morten Hartmann, Frode Eskelund, Pauline C. Haddow, Julian F. Miller: Evolving Fault Tolerance On An Unreliable Technology Platform. GECCO 2002: 171-177

Joseph A. Rothermich, Julian F. Miller: Studying the Emergence of Multicellularity with Cartesian Genetic Programming in Artificial Life. GECCO Late Breaking Papers 2002: 397-403

Tina Yu, Julian F. Miller: The Role of Neutral and Adaptive Mutation in an Evolutionary Search on the OneMax Problem. GECCO Late Breaking Papers 2002: 512-519

Tina Yu, Julian F. Miller: Climbing Unimodal Landscapes With Neutrality: A Case Study Of The One-max Problem. GECCO 2002: 704

James A. Foster, Evelyne Lutton, Julian F. Miller, Conor Ryan, Andrea Tettamanzi (Eds.): Genetic Programming, 5th European Conference, EuroGP 2002, Kinsale, Ireland, April 3-5, 2002, Proceedings. Lecture Notes in Computer Science 2278, Springer 2002, isbn 3-540-43378-3

William B. Langdon, Erick Cantú-Paz, Keith E. Mathias, Rajkumar Roy, David Davis, Riccardo Poli, Karthik Balakrishnan, Vasant Honavar, Günter Rudolph, Joachim Wegener, Larry Bull, Mitchell A. Potter, Alan C. Schultz, Julian F. Miller, Edmund K. Burke, Natasa Jonoska (Eds.): GECCO 2002: Proceedings of the Genetic and Evolutionary Computation Conference, New York, USA, 9-13 July 2002. Morgan Kaufmann 2002, isbn 1-55860-878-8

Julian F. Miller, Morten Hartmann: Evolving Messy Gates For Fault Tolerance: Some Preliminary Findings. Evolvable Hardware 2001: 116-126

Tina Yu, Julian F. Miller: Neutrality and the Evolvability of Boolean Function Landscape. EuroGP 2001: 204-217

Julian F. Miller, Morten Hartmann: Untidy Evolution: Evolving Messy Gates for Fault Tolerance. ICES 2001: 14-25

Julian F. Miller, Marco Tomassini, Pier Luca Lanzi, Conor Ryan, Andrea Tettamanzi, William B. Langdon (Eds.): Genetic Programming, 4th European Conference, EuroGP 2001, Lake Como, Italy, April 18-20, 2001, Proceedings. Lecture Notes in Computer Science 2038, Springer 2001, isbn 3-540-41899-7

Vesselin K. Vassilev, Terence C. Fogarty, Julian F. Miller: Information Characteristics and the Structure of Landscapes. Evolutionary Computation 8(1): 31-60 (2000)

Julian F. Miller, Dominic Job, Vesselin K. Vassilev: Principles in the Evolutionary Design of Digital Circuits - Part I. Genetic Programming and Evolvable Machines 1(1/2): 7-35 (2000)

Julian F. Miller: Review: First NASA/DOD Workshop on Evolvable Hardware 1999. Genetic Programming and Evolvable Machines 1(1/2): 171-174 (2000)

Julian F. Miller, Dominic Job, Vesselin K. Vassilev: Principles in the Evolutionary Design of Digital Circuits - Part II. Genetic Programming and Evolvable Machines 1(3): 259-288 (2000)

Vesselin K. Vassilev, Julian F. Miller: Scalability Problems of Digital Circuit Evolution: Evolvability and Efficient Designs. Evolvable Hardware 2000: 55-64

Vesselin K. Vassilev, Dominic Job, Julian F. Miller: Towards the Automatic Design of More Efficient Digital Circuits. Evolvable Hardware 2000: 151-160

Julian F. Miller, Peter Thomson: Cartesian Genetic Programming. EuroGP 2000: 121-132

Vesselin K. Vassilev, Julian F. Miller: Embedding Landscape Neutrality to Build a Bridge from the Conventional to a More Efficient Three-bit Multiplier Circuit. GECCO 2000: 539-

Vesselin K. Vassilev, Julian F. Miller: The Advantages of Landscape Neutrality in Digital Circuit Evolution. ICES 2000: 252-263

Riccardo Poli, Wolfgang Banzhaf, William B. Langdon, Julian F. Miller, Peter Nordin, Terence C. Fogarty (Eds.): Genetic Programming, European Conference, Edinburgh, Scotland, UK, April 15-16, 2000, Proceedings. Lecture Notes in Computer Science 1802, Springer 2000, isbn 3-540-67339-3

Julian F. Miller, Adrian Thompson, Peter Thomson, Terence C. Fogarty (Eds.): Evolvable Systems: From Biology to Hardware, Third International Conference, ICES 2000, Edinburgh, Scotland, UK, April 17-19, 2000, Proceedings. Lecture Notes in Computer Science 1801, Springer 2000, isbn 3-540-67338-5

Vesselin K. Vassilev, Julian F. Miller, Terence C. Fogarty: The Evolution of Computation in Co-evolving Demes of Non-uniform Cellular Automata for Global Synchronisation. ECAL 1999: 159-169

Julian F. Miller: On the Filtering Properties of Evolved Gate Arrays. Evolvable Hardware 1999: 2-11

Vesselin K. Vassilev, Julian F. Miller, Terence C. Fogarty: On the Nature of Two-Bit Multiplier Landscapes. Evolvable Hardware 1999: 36-45

Tatiana Kalganova, Julian F. Miller: Evolving More Efficient Digital Circuits by Allowing Circuit Layout Evolution and Multi-Objective Fitness. Evolvable Hardware 1999: 54-

Vesselin K. Vassilev, Julian F. Miller, Terence C. Fogarty: Co-Evolving Demes of Non-Uniform Cellular Automata for Synchronisation. Evolvable Hardware 1999: 111-119

Julian F. Miller: Evolution of Digital Filters Using a Gate Array Model. EvoWorkshops 1999: 17-30

Dominic Job, V. Shankararaman, Julian F. Miller: Hybrid AI Techniques for Automated Software Reuse. ICCBR Workshops 1999: 3-12

Julian F. Miller, Peter Thomson: Aspects of Digital Evolution: Geometry and Learning. ICES 1998: 25-35

Tatiana Kalganova, Julian F. Miller, Terence C. Fogarty: Some Aspects of an Evolvable Hardware Approach for Multiple-Valued Combinational Circuit Design. ICES 1998: 78-89

Julian F. Miller, Peter Thomson: Aspects of Digital Evolution: Evolvability and Architecture. PPSN 1998: 927-936

Julian F. Miller, Peter Thompson: Restricted Evaluation Genetic Algorithms with Tabu Search for Optimising Boolean Functions as Multi-Level AND-EXOR Networks. Evolutionary Computing, AISB Workshop 1996: 85-101

Julian F. Miller, Peter Thomson, P. V. G. Bradbeer: Ternary Decision Diagram Optimisation of Reed-Muller Logic Functions using a Genetic Algorithm for Variable and Simplification Rule Ordering. Evolutionary Computing, AISB Workshop 1995: 181-190