@string{mlj = "Machine Learning"} @inproceedings{nordin_introns95, author={P. Nordin and F. Francone and W. Banzhaf}, title={Explicitly defined introns and destructive crossover in genetic programming}, booktitle={Proceedings of the Workshop on Genetic Programming: From Theory to Real-World Applications}, editor={J. Rosca}, year=1995, pages={6-22} } @inproceedings{fitness_deb, author={K. Deb and D.E. Goldberg}, title={An Investigation of Niche and Species Formation in Genetic Function Optimization}, booktitle={Proceedings of the Third International Conference on Genetic Algorithms}, editor={J.D. Schaffer}, publisher={Morgan Kaufmann Publishers,Inc. San Mateo, California}, year=1989, month=jun, pages={42-50} } @inproceedings{string_pgm:85, author={N.L. Cramer}, title={A Representation for the Adaptive Generation of Simple Sequential Programs}, booktitle={Proceedings of an International Conference on Genetic Algorithms and their Applications}, pages={183-187}, editor={J.J. Grefenstette}, publisher={J.J. Grefenstette}, month={July}, year=1985 } @inproceedings{goldberg_selection, author={D.E. Goldberg and K. Deb}, title={A Comparative Analysis of Selection Schemes Used in Genetic Algorithms}, booktitle={Foundations of Genetic Algorithms}, editor={G. Rawlins}, publisher={Morgan Kaufmann}, pages={69-93}, year=1991 } @inproceedings{baker_rank_selection, author={J.E. Baker}, title={Adaptive Selection Methods for Genetic Algorithms}, booktitle={Proceedings of an International Conference on Genetic Algorithms and Their Applications}, pages={100-111}, year=1985 } @inproceedings{WhighamICEC95, author={P.A. Whigham}, title={A Schema Theorem for Context-Free Grammars}, booktitle={Proceedings of the 1995 IEEE International Conference on Evolutionary Computation}, pages={178-182}, volume=1, publisher={Piscatawa, NJ, USA:IEEE Press}, month={December}, year=1995 } @inproceedings{WhighamAI94, author={P.A. Whigham}, title={Genetic Programming and Spatial Information}, booktitle={Proceedings of the 7th Australian Joint Conference on Artificial Intelligence: AI'94}, pages={124-131}, editor={C. Zhang and J. Debenham and D. Lukose}, publisher={World Scientific}, year=1994, month=Nov } @inproceedings{Whighamml95, author = {P.A. Whigham}, title = {Grammatically-based Genetic Programming}, booktitle = {Proceedings of the Workshop on Genetic Programming:From Theory to Real-World Applications}, pages = {33-41}, editor={J.Rosca}, publisher={Morgan Kaufmann Pub.}, month=jul, year=1995 } @inproceedings{WhighamGalesia, author = {P.A. Whigham}, title = {Inductive Bias and Genetic Programming}, booktitle = {First International Conference on Genetic Algorithms in Engineering Systems:Innovations and Applications}, pages = {461-466}, publisher={UK:IEE}, month=sep, year=1995 } @inproceedings{Whighamgp96, author = {P.A. Whigham}, title = {Search bias, language bias and genetic programming}, booktitle = {Genetic Programming 1996: Proceedings of the First Annual Conference}, publisher={Stanford University, Cambridge, MA:MIT Press}, month=jul, editor={J.R. Koza and D.E. Goldberg and D.B. Fogel and R.L. Riolo}, year=1996 } @incollection{kinnearmodule, author={P.J. Angeline}, title={Genetic Programming and Emergent Intelligence}, booktitle={Advances in Genetic Programming}, editor={Kinnear, Jr., K.E.}, chapter=6, year=1994, publisher={MIT Press} } @incollection{Whighamaigp99, author={P.A. Whigham and P.F. Crapper}, title={Time series modelling using genetic programming: An application to rainfall-runoff models}, publisher={USA:MIT Press}, year=1999, editor={L. Spector and W.B. Langdon and U. O'Reilly and P.J. Angeline}, chapter=5, booktitle={Advances in Genetic Programming 3}, pages={89-104} } @incollection{KeoghTimeSeries, author={E. Keogh and M. Pazzani}, year=1999, title={Relevance Feedback Retrieval of Time Series Data}, booktitle={The Twenty-Second Annual International ACM-SIGIR Conference on Research and Development in Information Retrieval} } @incollection{GYLee, author={G.Y. Lee}, title={Genetic Recursive Regression for Modeling and Foreasting Real-World Chaotic Time Series}, publisher={USA:MIT Press}, year=1999, editor={L. Spector and W.B. Langdon and U. O'Reilly P.J. Angeline}, chapter=17, booktitle={Advances in Genetic Programming 3}, pages={401-423} } @incollection{GruauAI2, author={F. Gruau}, title={On using Syntactic Constraints with Genetic Programming}, publisher={USA:MIT Press}, year=1996, editor={Angeline, P. and Kinnear, Jr., K.E.}, chapter=19, booktitle={Advances in Genetic Programming 2}, pages={402-417} } @incollection{AngelineAIGP2, author={P. Angeline}, title={Two self-adaptive crossover operators for genetic programming}, publisher={Cambridge, MA, USA:MIT Press}, editor={Angeline, P. and Kinnear, Jr., K.E.}, year=1996, chapter=3, booktitle={Advances in Genetic Programming 2}, } @inproceedings{WongIEEE95.1, author = {M.L. Wong and K.S. Leung}, title = {Combining Genetic Programming and Inductive Logic Programming using Logic Grammars}, booktitle = {Proceedings of the 1995 IEEE Conference on Evolutionary Computation}, publisher={USA:IEEE Press}, month=dec, pages={733-736}, year=1995 } @inproceedings{WongIEEE95.2, author = {M.L. Wong and K.S. Leung}, title = {Applying Logic Grammars to induce sub-functions in Genetic Programming}, booktitle = {Proceedings of the 1995 IEEE Conference on Evolutionary Computation}, publisher={USA:IEEE Press}, month=dec, pages={737-740}, year=1995 } @incollection{grefenbiasga87, author={J.J. Grefenstette}, title={Incorporating Problem Specific Knowledge into Genetic Algorithms}, booktitle={Research Notes in Artificial Intelligence:Genetic Algorithms and Simulated Annealing}, publisher={Morgan Kaufmann Publishers,Inc., Los Altos, California}, year=1987, chapter=4, editor={L. Davis} } @misc{stefanski93, author={P.A. Stefanski}, title={Genetic Programming using Abstract Syntax Trees}, year=1993, howpublished={Notes from the Genetic Programming Workshop, ICGA'93} } @incollection{jurgen_l_system, author={H. Jurgensen}, title={Probabilistic L Systems}, editor={A. Lindenmayer and G. Rozenberg}, year=1976, publisher={North-Holland Publishing Company}, booktitle={Automata, Languages, Development}, pages={211-225} } @inbook{WhighamCOSIT92, author={P.A. Whigham and R.I.McKay and J.R. Davis}, title={Machine Induction of Geospatial Knowledge}, publisher={Springer-Verlag}, year=1992, series={Lecture notes in Computer Science:Theories and Methods of Spatio-Temporal Reasoning in Geographic Space}, volume=639, pages={402-417} } @inbook{BarbCOSIT92, author={Barbanente,A. and Borri,D. and Esposito,F. and Leo,P. and Maciocco,G. and Selicato,F.}, title={Automatically Acquiring Knowledge by Digital Maps in Artificial Intelligence Planning Techniques}, publisher={Springer-Verlag}, year=1992, series={Theories and Methods of Spatio-Temporal Reasoning in Geographic Space}, volume=639, pages={381-401} } @inproceedings{Rosca94, author = {Rosca,J. and Ballard,D.}, title = {Learning by Adapting Representations in Genetic Programming}, booktitle = {The IEEE Conference on Evolutionary Computation}, pages = {407-412}, publisher={Morgan Kaufmann Pub.}, month=jun, year=1994 } @article{chomsky_phrase56, author={N. Chomsky}, title={Three Models for the Description of Language}, journal={IEEE Transactions on Information Theory}, volume=2, number=3, pages={113-124}, year=1956 } @article{bias_schaffer93, author={C. Schaffer}, title={Overfitting Avoidance as Bias}, journal={Machine Learning}, volume=10, pages={153-178}, year=1993 } @article{reck97, author={F. Recknagel}, year=1997, title={ANNA - Artificial Neural Network model for predicting species abundance and succession of blue-green algae}, journal={ Hydrobiologia}, volume= 394, pages={47-57} } @article{reck2-97, author={F. Recknagel and M. French and P. Harkonen and K. Yabunaka}, year=1997, title={ Aritificial neural network approach for modelling and prediction of algal blooms}, journal={Ecological Modelling}, volume=96, pages={11-28}, } @article{kitano1990, author={H. Kitano}, title={Designing Neural Networks Using Genetic Algorithms with Graph Generation System}, journal={Complex Systems}, volume=4, year=1990, pages={461-476} } @article{linden-system, author={A. Lindenmayer}, title={Development systems without cellular interactions, their languages and grammars}, journal={Theoretical Biology}, volume=30, pages={455-484}, year=1971 } @article{graucellularencoding93, author={F. Gruau and D. Whitley}, title={Adding Learning to the Cellular Developmental of Neural Networks: Evolution and the Baldwin Effect}, journal={Journal of Evolutionary Computation}, volume=1, number=3, pages={213-233}, year=1993 } @article{vosecomplexsystems91, author={M.D. Vose}, title={Punctuated Equilibria in Genetic Search}, journal={Complex Systems}, volume=5, pages={31-44}, year=1991 } @article{voseai91, author={M.D. Vose}, title={Generalizing the Notion of Schema in Genetic Algorithms}, journal={Artificial Intelligence}, volume=50, pages={385-396}, year=1991 } @article{battlega, author={D.L. Battle and M.D. Vose}, title={Isomorphisms of Genetic Algorithms}, journal={Artificial Intelligence}, volume=60, pages={155-165}, year=1993 } @inproceedings{mizoguchiICEC94, author={J. Mizoguchi and H. Hemmi and K. Shimohara}, title={Production Genetic Algorithms for Automated Hardware Design Through an Evolutionary Process}, booktitle={Proceedings of the First IEEE Conference on Evolutionary Computation}, month=Jun, year=1994, publisher={Piscatawa, NJ, USA:IEEE Press} } @inproceedings{hemmiALIFE4, author={H. Hemmi and J. Mizoguchi and K. Shimohara}, title={Development and Evolution of Hardware Behaviours}, booktitle={Proceedings of Artificial Life IV}, year=1994, editor={R. Brooks and P. Maes}, publisher={MIT Press}, pages={371-376} } @Article{Autocorrelate, author = {R.R. Sokal and N.L. Oden}, journal = {Biological Journal of the Linnean Society}, title = {Spatial Autocorrelation in Biology}, month = sep, volume = 10, year = 1978 } @Article{GGD, author = {D. Stockwell and S.M. Davey and J.R. Davis and I.R. Noble}, journal = {AI Applications in Natural Resource Management}, title = {Using Induction of Decision Trees to Predict Greater Glider Density}, number = 4, volume = 4, pages = {33-44}, year = 1990 } @Article{Galaxy, author = {P.J.E. Peebles}, journal = {Astronomy and Astrophysics}, title = {The Nature and Distribution of Galaxies}, volume = {32}, pages = {197-202}, year = 1974 } @Article{Kavanagh, author = {R.P. Kavanagh}, journal = {Possums and Gliders}, title = {Seasonal changes in habitat use by gliders and possums in southeastern New South Wales}, pages = {527-543}, year = 1984 } @Article{Broner, author = {I. Broner, P.King and A.Nevo}, journal = {Computers \@ Electronics in Agriculture}, title = {Structured Induction for Agricultural Expert Systems Knowledge Acquisition}, volume = {5}, pages = {87-99}, year = 1990 } @Article{PoF91ls, author = {Sara Porat and Jerome A. Feldman}, journal = mlj, month = sep, number = {2/3}, pages = {109-138}, title = {Learning automata from ordered examples}, volume = {7}, year = {1991}, library = "gjw" } @Article{MoB91ss, author = {Michael C. Mozer and Jonathon Bachrach}, journal = mlj, month = sep, number = {2/3}, pages = {139-160}, title = {SLUG: A connectionist architecture for inferring the structure of finite-state environments}, volume = {7}, year = {1991}, library = "gjw" } @Article{SCM91gs, author = {David Servan-Schreiber and Axel Cleeremans and James L. McClelland}, journal = mlj, month = sep, number = {2/3}, pages = {161-193}, title = {Graded state machines: The representation of temporal contingencies in simple reccurent networks}, volume = {7}, year = {1991}, library = "gjw" } @Article{Elm91de, author = {Jeffrey L. Elman}, journal = mlj, month = sep, number = {2/3}, pages = {195-225}, title = {Distributed representations, simple recurrent networks, and grammatical structure}, volume = {7}, year = {1991}, library = "gjw" } @Article{Pol91ts, author = {Jordan B. Pollack}, journal = mlj, month = sep, number = {2/3}, pages = {227-252}, title = {The induction of dynamic recognizers}, volume = {7}, year = {1991}, library = "gjw" } @Article{DeJ90is, author = {Kenneth De~Jong}, journal = mlj, number = {4}, pages = {351-353}, title = {Introduction to special issue on genetic algorithms}, volume = {5}, year = {1990} } @Article{GRS90ln, author = {John J. Grefenstette and Connie Loggia Ramsey and Alan C. Schultz}, journal = mlj, number = {4}, pages = {355-381}, title = {Learning sequential decision rules using simulation models of competition}, volume = {5}, year = {1990} } @Article{Zho90cg, author = {Hayong Harry Zhou}, journal = mlj, number = {4}, pages = {383-406}, title = {CSM: A computational model of cumulative learning}, volume = {5}, year = {1990} } @Article{Gol90pg, author = {D.E. Goldberg}, journal = mlj, number = {4}, pages = {407-425}, title = {Probability matching, the magnitude of reinforcement, and classifier system bidding}, volume = {5}, year = {1990} } @Article{Mon90es, author = {David J. Montana}, journal = mlj, number = {4}, pages = {427-450}, title = {Empirical learning using rule threshold optimization for detection of events in synthetic images}, volume = {5}, year = {1990} } @Article{Qui90, author = {J. R. Quinlan}, journal = mlj, number = {3}, pages = {239-266}, title = {Learning logical definitions from relations}, volume = {5}, year = {1990} } @Article{Mar89a, author = {Sandra Marcus}, journal = mlj, number = {3/4}, pages = {247-249}, title = {Introduction: A sampler in knowledge acquisition for the machine learning community}, volume = {4}, year = {1989} } @Article{Buc89, author = {Bruce G. Buchanan}, journal = mlj, number = {3/4}, pages = {251-254}, title = {Can machine learning offer anything to expert systems}, volume = {4}, year = {1989} } @Article{Len89a, author = {Douglas B. Lenat}, journal = mlj, number = {3/4}, pages = {255-257}, title = {When will machines learn?}, volume = {4}, year = {1989} } @Article{BPM89, author = {Ray Bareiss and Bruce W. Porter and Kenneth S. Murray}, journal = mlj, number = {3/4}, pages = {259-283}, title = {Supporting start-to-finish development of knowledge bases}, volume = {4}, year = {1989} } @Article{Cla89a, author = {William J. Clancey}, journal = mlj, number = {3/4}, pages = {285-291}, title = {The knowledge level reinterpreted: Modeling how systems interact}, volume = {4}, year = {1989} } @Article{Gru89a, author = {Thomas R. Gruber}, journal = mlj, number = {3/4}, pages = {293-336}, title = {Automated knowledge acquisition for strategic knowledge}, volume = {4}, year = {1989} } @Article{McD89, author = {John McDermott}, journal = mlj, number = {3/4}, pages = {337-338}, title = {The world would be a better place if non-programmers could program}, volume = {4}, year = {1989} } @Article{Cha89a, author = {B. Chandrasekaran}, journal = mlj, number = {3/4}, pages = {339-345}, title = {Task-structures, knowledge acquisition and learning}, volume = {4}, year = {1989} } @Article{Mus89a, author = {Mark A. Musen}, journal = mlj, number = {3/4}, pages = {347-375}, title = {Automated support for building and extending expert models}, volume = {4}, year = {1989} } @Article{BoG89, author = {John H. Boose and Brian R. Gaines}, journal = mlj, number = {3/4}, pages = {377-394}, title = {Knowledge acquisition for knowledge-based systems: Notes on the state-of-the-art}, volume = {4}, year = {1989} } @Article{ORo89, author = {Paul O'Rorke}, journal = mlj, number = {2}, pages = {117-159}, title = {LT revisited: Explanation-based learning and the logic of Principia Mathematica}, volume = {4}, year = {1989}, keywords = "Macro learning, rote learning, learning from experience, problem solving, theorem proving" } @Article{Utg89, author = {Paul E. Utgoff}, journal = mlj, number = {2}, pages = {161-186}, title = {Incremental induction of decision trees}, volume = {4}, year = {1989}, keywords = "Concept learning, learning from examples, ID3, ID5R" } @Article{FlD89, author = {Nicholas S. Flann and Thomas G. Dietterich}, journal = mlj, number = {2}, pages = {187-226}, title = {A study of explanation-based methods for inductive learning}, volume = {4}, year = {1989}, keywords = "Learning from examples,induction over explanations, knowledge compilation, evaluation of learning methods" } @Article{Min89a, author = {John Mingers}, journal = mlj, number = {2}, pages = {227-243}, title = {An empirical comparison of pruning methods for decision tree induction}, volume = {4}, year = {1989}, keywords = "Knowledge acquisition, uncertain data, pruning" } @Article{Hau89, author = {David Haussler}, journal = mlj, number = {1}, pages = {7-40}, title = {Learning conjunctive concepts in structural domains}, volume = {4}, year = {1989}, keywords = "Concept learning, PAC learning, empirical learning, VC dimension, version spaces, structural domains, conjuctive concepts" } @Article{BoP89, author = {Raymond Board and Leonard Pitt}, journal = mlj, number = {1}, pages = {41-65}, title = {Semi-supervised learning}, volume = {4}, year = {1989}, keywords = "Concept learning, classification, pac-learning, Boolean functions, polynomial-time identification" } @Article{Nat89, author = {B. K. Natarajan}, journal = mlj, number = {1}, pages = {67-97}, title = {On learning sets and functions}, volume = {4}, year = {1989}, keywords = "Probabilistic analysis, connectionist networks" } @Article{Van89a, author = {Kurt VanLehn}, journal = mlj, number = {1}, pages = {99-106}, title = {Efficient specialization of relational concepts}, volume = {4}, year = {1989}, keywords = "Concept induction, version spaces" } @Article{Ang88, author = {Dana Angluin}, journal = mlj, month = apr, number = {4}, pages = {319-342}, title = {Queries and concpet learning}, volume = {2}, year = {1988}, keywords = "Concept learning, supervised learning, queries" } @Article{AnL88, author = {Dana Angluin and Philip Laird}, journal = mlj, month = apr, number = {4}, pages = {343-370}, title = {Learning from noisy examples}, volume = {2}, year = {1988}, keywords = "Concept learning, learning from examples, probably approximately correct learning, noisy data, theoretical limitations" } @Article{BeF88, author = {Richard K. Belew and Stephanie Forrest}, journal = mlj, month = oct, number = {2,3}, pages = {193-223}, title = {Learning and programming in classifier systems}, volume = {3}, year = {1988}, keywords = "Subsymbolic representation, inheritance, tagging, default hierarchy, connectionism" } @Article{Boo88, author = {Lashon B. Booker}, journal = mlj, month = oct, number = {2,3}, pages = {161-192}, title = {Classifier systems that learn internal world models}, volume = {3}, year = {1988}, keywords = "Classifier systems, genetic algorithms, internal models, instinctive behaviour" } @Article{ClN89, author = {Peter Clark and Tim Niblett}, journal = mlj, month = mar, number = {4}, pages = {261-283}, title = {The CN2 induction algorithm}, volume = {3}, year = {1989}, keywords = "Concept learning, rule induction, noise, comprehensibility, ASSISTANT, AQR, Bayesian classifier, ID3, AQ" } @Article{DeM86, author = {Gerald DeJong and Raymond Mooney}, journal = mlj, number = {2}, title = {Explanation-based learning: An alternative view}, volume = {1}, year = {1986} } @Article{Die86, author = {T. G. Dietterich}, journal = mlj, number = {2}, title = {News and notes}, volume = {1}, year = {1986} } @Article{FiG88, author = {J. Michael Fitzpatrick and John J. Grefenstette}, journal = mlj, month = oct, number = {2,3}, pages = {101-120}, title = {Genetic algorithms in noisy environments}, volume = {3}, year = {1988}, keywords = "Image registration" } @Article{fisher.incremental:mlj87, author = "Douglas H. Fisher", journal = mlj, month = sep, number = 2, pages = "139-172", title = "Knowledge acquisition via incremental conceptual clustering", volume = 2, year = 1987, oldkey = "Fis87" } @inproceedings{UnamayFOGA3, author = {Una-May O'Reilly and Franz Oppacher}, title = {The Troubling Aspects of a Building Block Hypothesis for Genetic Programming}, booktitle = {Foundations of Genetic Algorithms 3}, publisher={Morgan Kaufmann Pub.}, year=1994 } @phdthesis{jones_fitness95, author={T. Jones}, title={Evolutionary Algorithms, Fitness Landscapes and Search}, school={Computer Science Dept., University of New Mexico}, year=1995, month=May, address={Albuquerque, New Mexico} } @phdthesis{UnamayPhd1995, author={Una-May O'Reilly}, title={An Analysis of Genetic Programming}, school={Ottawa-Carleton Institute for Computer Science}, year={1995}, month={Sept.}, address={Carleton University, Ottawa, Ontario} } @techreport{gatutorial, author={Whitley, D.}, title={A Genetic Algorithm Tutorial}, institution={Computer Science Dept., Colorado State University}, year=1993, number={CS-93-103} } @techreport{GPADRroscatr94.1, author={J.P. Rosca and D.H. Ballard}, title={Genetic Programming with Adaptive Representations}, institution={Computer Science Dept., The University of Rochester, N.Y.}, year=1994, month=Feb, number={489} } @book{chatfieldtime, author={C. Chatfield}, title={The Analysis of Time Series: An Introduction}, year=1989, publisher={Chapman and Hall}, edition=4 } @book{makridakisforecasting, author={S. Makridakis and S. Whellwright and V. McGee}, year=1983, publisher={John Wiley \& Sons, Inc.}, title={Forecasting: Methods and Applications}, edition=2 } @book{schwefel_es, author={H. Schwefel}, title={Numerical Optimization of Computer Models}, publisher={J. Wiley, Chichester; New York}, year=1981 } @book{eldredgeevol, author={N. Eldredge}, title={Macroevolutionary Dynamics: Species, Niches and Adaptive Peaks}, year=1989, publisher={McGraw-Hill} } @book{Goldberg89, author={D.E. Goldberg}, title={Genetic Algorithms in Search, Optimization, and Machine Learning}, publisher={Addison-Wesley}, year=1989, isbn={0-201-15767-5}, nnote={ Another all-there-is book, specialised to Genetic Algorithms by one of the people who developed them.} } @article{vuillemin_lazy, author={J. Vuillemin}, title={Correct and Optimal Implementations of Recursion in a Simple Programming Language}, journal={Computer and System Sciences}, volume=9, number=3, pages={332-354}, year=1974, month=Aug } @article{sim_annealing_83, author={S. Kirkpatrick and C.D. Gelatt and M.P. Vecchi}, title={Optimization by simulated annealing}, journal={Science}, volume=220, pages={671-680}, year=1983 } @Article{GoH88, author = {David E. Goldberg and John H. Holland}, journal = mlj, month = oct, number = {2,3}, pages = {95-99}, title = {Genetic algorithms and machine learning}, volume = {3}, year = {1988} } @Article{Gre88a, author = {J.J. Grefenstette}, journal = mlj, month = oct, number = {2,3}, pages = {225-245}, title = {Credit assignment in rule discovery systems based on genetic algorithms}, volume = {3}, year = {1988}, keywords = "Classifier systems, bucket brigade algorithm" } @Article{GSB88, author = {Russell Greiner and Bernard Silver and Sue Becker and Michael Gr\"uninger}, journal = mlj, month = aug, number = {1}, pages = {79-92}, title = {A review of machine learning at AAAI-87}, volume = {3}, year = {1988} } @Article{HaB89, author = {Stephen Jos\'e Hanson and Malcolm Bauer}, journal = mlj, month = mar, number = {4}, pages = {343-372}, title = {Conceptual clustering, categorization and polymorhy}, volume = {3}, year = {1989}, keywords = "Correlation, knowledge structures, coherence, WITT" } @Article{Hal88a, author = {Robert J. Hall}, journal = mlj, month = aug, number = {1}, pages = {45-77}, title = {Learning by failing to explain: Using partial explanations to learn in incomplete or intractable domains}, volume = {3}, year = {1988}, keywords = "Explanation-based learning, graph grammar, design, LPARSIFAL, SIERRA, LAS, OCCAM" } @Article{Hau88, author = {David Haussler}, journal = mlj, month = apr, number = {4}, pages = {281-284}, title = {Guest editorial: New theoretical directions in machine learning}, volume = {2}, year = {1988} } @Article{Iba89, author = {Glenn A. Iba}, journal = mlj, month = mar, number = {4}, pages = {285-317}, title = {A heuristic approach to the discovery of macro-operators}, volume = {3}, year = {1989}, keywords = "Macro operators, search, problem solving, composition, empirical learning MACLEARN" } @Article{Jon88, author = {Kenneth de Jong}, journal = mlj, month = oct, number = {2,3}, pages = {121-138}, title = {Learning with genetic algorithms: An overview}, volume = {3}, year = {1988}, keywords = "Genetic algorithms, competition-based learning, learning task programs, classifier systems" } @Article{Lan86, author = {Pat Langley}, journal = mlj, number = {1}, pages = {5-10}, title = {On Machine Learning}, volume = {1}, year = {1986} } @Article{Lan86a, author = {P. Langley}, journal = mlj, number = {2}, title = {Editorial: The terminology of machine learning}, volume = {1}, year = {1986} } @Article{Lan87a, author = {Pat Langley}, journal = mlj, month = nov, number = {3}, pages = {195-198}, title = {Editorial: Research papers in machine learning}, volume = {2}, year = {1987} } @Article{Lan88, author = {Pat Langley}, journal = mlj, month = aug, number = {1}, pages = {5-8}, title = {Editorial: Machine learning as an experimental science}, volume = {3}, year = {1988} } @Article{Lan89, author = {Pat Langley}, journal = mlj, month = mar, number = {4}, pages = {253-259}, title = {Editorial: Toward a unified science of machine learning}, volume = {3}, year = {1989} } @Article{Leb87, author = {Michael Lebowitz}, journal = mlj, month = sep, number = {2}, pages = {103-138}, title = {Experiments with incremental concept formation: UNIMEM}, volume = {2}, year = {1987}, annote = {This article seems to be very relevant to my own Thesis work. I should follow up Lebowitz's work.}, keywords = "Frames, generalization-based memory, learning by observation, clustering of universities" } @Article{Lit88, author = {Nick Littlestone}, journal = mlj, month = apr, number = {4}, pages = {285-318}, title = {Learning quickliy when irrelevant attributes abound: A new linear-threshold algorithm}, volume = {2}, year = {1988} } @Article{LRN86, author = {John E. Laird and Paul S. Rosenbloom and Allen Newell}, journal = mlj, number = {1}, pages = {11-46}, title = {Chunking in Soar: The anatomy of a general learning mechanism}, volume = {1}, year = {1986}, keywords = "Learning from experience, general learning mechanisms, problem solving chunking, production systems, macro-operators, transfer" } @Article{Min89, author = {John Mingers}, journal = mlj, number = {4}, pages = {319-342}, title = {An empirical comparison of selection measures for decision tree induction}, volume = {3}, year = {1989}, annote = {The conclusion is that the choice of measures for choosing attributes affects the size of an induced decision tree, but not its accuracy.}, keywords = "Decision trees, knowledge acquisition, induction, noisy data, ID3" } @article{MKK86, author = {Tom M. Mitchell and Richard M. Keller and Smadar T. Kedar-Cabelli}, journal = mlj, number = {1}, pages = {47-80}, title = {Explanation-based generalization: A unifying view}, volume = {1}, year = {1986}, keywords = "explanation-based learning, goal regression, constraint back propogation, operationalization, similarity-based generalization" } @Article{PiR88, author = {Leonard Pitt and Robert E. Reinke}, journal = mlj, month = apr, number = {4}, pages = {371-396}, title = {Criteria for polynomial-time (conceptual) clustering.}, volume = {2}, year = {1988}, keywords = "Cluster analysis, conceptual clustering, analysis of algorithms" } @Article{Qui86a, author = {J. R. Quinlan}, journal = mlj, number = {1}, pages = {81-106}, title = {Induction of decision trees}, volume = {1}, year = {1986}, annote = {(Also NSWIT Technical Report 85.6)}, keywords = "Classificiation, induction, decision trees, information theory, knowledge acquisition, expert systems" } @Article{Ren86, author = {Larry Rendell}, journal = mlj, number = {2}, title = {A general framework for induction and a study of selective induction}, volume = {1}, year = {1986} } @Article{Riv87a, author = {Ronald L. Rivest}, journal = mlj, month = nov, number = {3}, pages = {229-246}, title = {Learning decision lists}, volume = {2}, year = {1987}, keywords = "Learning from examples, decision lists, Boolean formulae, polynomial-time identification" } @Article{RoR88, author = {George G. Robertson and Rick L. Riolo}, journal = mlj, month = oct, number = {2,3}, pages = {139-159}, title = {A tale of two classifier systems}, volume = {3}, year = {1988}, keywords = "Classifier systems, genetic algorithms, parallelism, sequence prediction" } @Article{Shr87, author = {Jeff Shrager}, journal = mlj, month = nov, number = {3}, pages = {247-276}, title = {Theory change via view application in instructionless learning}, volume = {2}, year = {1987}, keywords = "Cognitive modelling, induction, conceptual combination, theory formation, categorization, analogy, device model learning" } @Article{Sut88, author = {Richard S. Sutton}, journal = mlj, month = aug, number = {1}, pages = {9-44}, title = {Learning to predict by the methods of temporal differences}, volume = {3}, year = {1988}, keywords = "Incremental learning, prediction, connectionism, credit assignment, evaluation functions" } @Article{Wil87c, author = {Stewart W. Wilson}, journal = mlj, month = nov, number = {3}, pages = {199-228}, title = {Classifier systems and the animat problem}, volume = {2}, year = {1987}, keywords = "Classifier systems, incremental learning, disjunctive concepts, payoff, animal learning, genetic algorithm" } @Article{quinlan.foil:mlj.5.90, author = {J.R. Quinlan}, title = {Learning logical definitions from relations}, journal = mlj, volume = 5, number = 3, month = aug, year = 1990, pages = {239--266}, library = {gjw} } @Article{rendell.cho:mlj.5.90, author = {Larry Rendell and Howard Cho}, title = {Empirical learning as a function of concept character}, journal = mlj, year = 1990, volume = 5, number = 3, pages = {267--298}, month = aug, library = {gjw}, authoraddr = {Department of Computer Science, University of Illinois at Urbana-Champaign} } @Article{tambe.newell.rosenbloom:mlj.5.90, author = {Milind Tambe and Allen Newell and Paul S. Rosenbloom}, title = {The problem of expensive chunks and its solution by restructuring expressions}, journal = mlj, year = 1990, volume = 5, number = 3, pages = {299--348}, month = aug, library = {gjw} } @Article{GMS91rm, author = {Roberto Gemello and Franco Mana and Lenza Saitta}, journal = mlj, month = jan, number = {1}, pages = {7-35}, title = {Rigel: An inductive learning system}, volume = {6}, year = {1991}, library = "gjw", keywords = "Inductive learning, specialisation, generalisation, integrated learning, Rigel, Induce, AQ", summary = "RIGEL develops upon Michalski's INDUCE by introducing a priori control knowledge. The appendix of this paper provides a very concise and clear description of the AQ and Induce algorithms, including VL. [910424]" } @Article{AKA91is, author = {David W. Aha and Dennis Kibler and Marc K. Albert}, journal = mlj, month = jan, number = {1}, pages = {37-66}, title = {Instance-based learning algorithms}, volume = {6}, year = {1991}, library = "gjw", keywords = "Supervised concept learning, incremental learning, learning theory, noise, similarity" } @Article{KoB91ie, author = {Igor Kononenko and Ivan Bratko}, journal = mlj, month = jan, number = {1}, pages = {67-80}, title = {Information-based evaluation criterion for classifier's performance}, volume = {6}, year = {1991}, library = "gjw" } @Article{DeM91an, author = {R. L\'opez De~M\'antaras}, journal = mlj, month = jan, number = {1}, pages = {81-92}, title = {A distance-based attribute selection measure for decision tree induction}, volume = {6}, year = {1991}, library = "gjw", keywords = "Distance between partitions, information measures" } @Article{Qui91is, author = {J. R. Quinlan}, journal = mlj, month = jan, number = {1}, pages = {93-98}, title = {Improved estimates for the accuracy of small disjuncts}, volume = {6}, year = {1991}, library = "gjw" } @Article{SMT91sn, author = {Jude W. Shavlik and Raymond J. Mooney and Geoffrey G. Towell}, journal = mlj, month = mar, number = {2}, pages = {111-143}, title = {Symbolic and neural learning algorithms: An experimental comparison}, volume = {6}, year = {1991}, library = "gjw", keywords = "Empirical learning, connectionism, neural networks, inductive learning, ID3, perceptron, backpropogation" } @Article{LaG91as, author = {Philip Laird and Evan Gamble}, journal = mlj, month = mar, number = {2}, pages = {145-160}, title = {A ``PAC'' algorithm for making feature maps}, volume = {6}, year = {1991}, library = "gjw", keywords = "Topological feature-map, PAC-learning, probability distribution" } @Article{FrS91ls, author = {Peter W. Frey and David J. Slate}, journal = mlj, month = mar, number = {2}, pages = {161-182}, title = {Letter recognition using Holland-style adaptive classifiers}, volume = {6}, year = {1991}, library = "gjw", keywords = "Category learning, parallel rule-based systems, exemplar-based induction, apportionment of credit, fuzzy-match rule activation" } @Article{SER91al, author = {Alberto Serge and Charles Elkan and Alexander Russell}, journal = mlj, month = mar, number = {2}, pages = {183-195}, title = {A critical look at experimental evaluations of EBL}, volume = {6}, year = {1991}, library = "gjw", keywords = "Explanation-based learning, speedup learning, performance measures" } @Article{Zit91lh, author = {Roland J. Zito-Wolf}, journal = mlj, month = mar, number = {2}, pages = {197-204}, title = {Book review: Learning search control knowledge: An explanation-based approach, by Steven Minton}, volume = {6}, year = {1991}, library = "gjw" } @inproceedings{Eshelman91, author = {Eshelman, Larry J. and Schaffer, J. David}, title = {Preventing Premature Convergence in Genetic Algorithms by Preventing Incest}, booktitle={Proceedings of the 4th International Conference on Genetic Algorithms}, pages={115-121}, publisher={Morgan Kaufmann Publishers}, month=jul, year=1991 } @inproceedings{Manderick91, author = {Bernard Manderick and Mark de Weger and Piet Spiessens }, title={The Genetic Algorithm and the Structure of the Fitness Landscape}, booktitle={Proceedings of the 4th International Conference on Genetic Algorithms}, pages={143-149}, publisher={Morgan Kaufmann Publishers}, month=jul, year=1991 } @book{Tanselltimedm, author={A. Tansel and J. Clifford and S. Gadia and S. Jajodia and A. Sesgev and R. Snodgrass}, publisher={Redwood City, Calif.:Benjamin/Cummings Pub. Co}, title={Temporal databases: theory, design and implementation}, year=1993 } @book{UtgoffBias, author={Paul Utgoff}, publisher={Kluwer Academic Publishers}, title={Machine Learning of Inductive Bias}, year=1986 } @book{DarwinOriginSpecies, author={C. Darwin}, publisher={Penguin Books (Reprinted 1975)}, title={The Origin of Species by means of Natural Selection}, year=1859 } @book{Kinnear94, editor={Kenneth E. Kinnear, Jr.}, title={Advances in Genetic Programming}, publisher={cambridge, MA: The MIT Press}, year=1994 } @book{BarretCOMPILER, author={Barrett,W.A. and Bates,R. and Gustafson, D. and J.D.Couch}, title={Compiler Construction: Theory and Practice}, publisher={Science Research Assoc, Inc.}, chapter=2, year=1986 } @book{genprog92, author={Koza, J.R.}, title={Genetic Programming:on the programming of computers by means of natural selection}, publisher={A Bradford Book, The MIT Press}, nnote={Detailed description of Kozas work}, year=1992 } @book{statsintro, author={Walpole, R.E.}, title={Introduction to Statistics}, publisher={The Macmillan Co. New York, Collier-Macmillan Ltd.}, year=1978 } @book{Allen78, author={Allen, John}, title={Anatomy of Lisp}, publisher={McGraw-Hill Computer Science Series}, year=1978 } @incollection{mitchell83, author={T.M. Mitchell and P.E. Utgoff and R. Banerji}, booktitle={Machine Learning: An Artificial Intelligence Approach}, title={Learning by Experimentation: Acquiring and Refining Problem-Solving Heuristics}, publisher={Springer-Verlag}, chapter=6, pages={163-190}, year=1984 } @book{Kreysig_ttest, author={Kreyszig, E.}, title={Advanced Engineering Mathematics}, publisher={John Wiley and Sons Inc.}, year={1979}, pages={899-902}, edition=4 } @incollection{lenat83, author={Douglas Lenat}, booktitle={Machine Learning: An Artificial Intelligence Approach}, title={The Role of Heuristics in Learning by Discovery: Three Case Studies}, publisher={Springer-Verlag}, editor={Michalski,R.S. and Carbonell,J.G. and Mitchell,T.M}, chapter=9, pages={243-306}, year=1984 } @incollection{michalskistar83, author={Ryszard S. Michalski}, booktitle={Machine Learning: An Artificial Intelligence Approach}, title={A Theory and Methodology of Inductive Learning}, publisher={Springer-Verlag}, editor={Michalski,R.S. and Carbonell,J.G. and Mitchell,T.M}, chapter=4, pages={83-134}, year=1984 } @book{humeinduction, author={A.J. Ayer}, title={Hume}, publisher={Oxford University Press}, year=1980, pages=102 } @book{humetreatise, author={D. Hume}, title={A Treatise of Human Nature}, publisher={London : Collins}, year=1967 } @book{erewhon1, author={Samuel Butler}, title={Erewon: or Over the Range}, publisher={Jonathan Cape, The Travellers' Library, London}, year=1927 } @book{winstonAI, author={P.H. Winston}, title={Artificial Intelligence}, edition=2, publisher={Addison-Wesley, Reading}, year=1983 } @book{mlvol3, editor={Y. Kodratoff and R. Michalski}, title={Machine Learning: An Artificial Intelligence Approach}, vol=3, publisher={Morgan Kaufmann Pub. San Mateo, California}, year=1983 } @book{popgens1, author={W.J. Ewens}, title={Mathematical Population Genetics}, publisher={Springer-Verlag Berlin Heidelberg}, year=1979 } @book{fogelsnr66, author={Fogel, L.J. and Owens, A.J. and Walsh, M.J.}, title={Aritificial Intelligence Through Simulated Evolution}, publisher={John Wiley & Sons, Inc.}, year=1966 } @article{convergencega.1, author={G. Rudolph}, title={Convergence Analysis of Canonical Genetic Algorithms}, journal={IEEE Transactions on Neural Networks}, volume=5, number=1, year=1994, month=Jan, pages={96-101} } @article{wah:pop_learning92, author={B.W. Wah}, title={Population-Based Learning: A Method for Learning from Examples Under Resource Constraints}, journal={IEEE Transactions on Knowledge and Data Engineering}, volume=4, number=5, month=Oct, year=1992, pages={454-474} } @article{knowledge_bias:pazzani, author={M. Pazzani and D. Kibler}, title={The Utility of Knowledge in Inductive Learning}, journal={Machine Learning}, volume=9, number=1, month=jun, year=1992 } publisher={Academic @article{wah:heuristics95, author={B.W. Wah and A. Ieumwananonthachai and L. Chu and A.N. Aizawa}, title={Genetics-Based Learning of New Heuristics: Rational Scheduling of Experiments and Generalisation}, journal={IEEE Transactions on Knowledge and Data Engineering}, volume=7, number=5, year=1995, month=Oct } @article{friedbergv1, author={R.M. Friedberg}, title={A Learning Machine: Part I}, journal={IBM Journal}, volume=2, year=1958, month=Jan, pages={2-13} } @article{friedbergv2, author={R.M. Friedberg}, title={A Learning Machine: Part II}, journal={IBM Journal}, volume=3, number=3, year=1959, month=Jul, pages={282-287} } @incollection{kozachaosbook, author={Koza, J.R.}, title={The Genetic Programming Paradigm:Genetically Breeding Populations of Computer Programs to Solve Problems}, booktitle={Dynamic, Genetic and Chaotic Programming}, publisher={John Wiley and Sons, Inc.}, chapter=10, pages={203-323}, year=1992, } @incollection{Muggletonapc, editor={Muggleton,S.}, author={Muggleton,S.}, booktitle={Inductive Logic Programming}, title={Inductive Logic Programming}, year=1992, publisher={Academic Press Inc. San Diego, CA 92101}, pages={4-28} } @incollection{Rouveirol, author={Rouveirol,C.}, editor={Muggleton,S.}, booktitle={Inductive Logic Programming}, title={Extensions of Inversion of Resolution Applied to Theory Completion}, year=1992, publisher={Academic Press Inc. San Diego, CA 92101}, pages={63-93} } @incollection{invres1, author={Muggleton, S. and Buntine, W.}, editor={Muggleton,S.}, booktitle={Inductive Logic Programming}, title={Machine Invention of First-Order Predicates by Inverting Resolution}, year=1992, publisher={Academic Press Inc. San Diego, CA 92101}, pages={261-281} } @incollection{invres2, author={Muggleton, S. and Feng, C.}, editor={Muggleton,S.}, booktitle={Inductive Logic Programming}, title={Efficient Induction of Logic Programs}, year=1992, publisher={Academic Press Inc. San Diego, CA 92101}, pages={281-299} } @inproceedings{dzeroski93, author={S. Dzeroski and L. Todorovski}, title={Discovering Dynamics}, year=1993, booktitle={Proceedings of the 10th International Conference on Machine Learning}, pages={97-103}, publisher={Morgan Kaufmann, San Mateo, CA} } @inproceedings{Todor97, author={L. Todorovski and S. Dzeroski}, title={Declarative Bias in Equation Discovery}, booktitle={Proceedings of the 14th International Conference on Machine Learning}, pages={376-384}, year=1997, publisher={Morgan Kaufmann, San Mateo, CA} } @inproceedings{whighamcla99, author={P.A. Whigham and F. Recknagel}, title={Predictive Modelling of Plankton Dynamics in Freshwater Lakes using Genetic Programming}, booktitle={Proceedings of the International Congress on Modelling and Simulation, MODSIM'99}, year=1999, editor={Oxley, L. and Scrimgeour, F. and Jakeman, A.}, volume=3, publisher={Modelling and Simulation Society of Australia and New Zealand Inc.}, pages={679-684} } @article{zhang001, author={B.-T Zhang and P. Ohm and H. M$\ddot{u}$hlenbein}, title={Evolutionary Induction of Sparse Neural Trees}, journal={Evolutionary Computation}, year=1997, volume=5, number=2, pages={213-236} } @article{reynoldsperiodicity, author={C.S. Reynolds}, title={Phytoplankton periodicity: the interactions of form, function and environmental variability}, journal={Freshwater Biology}, year=1984, volume=14, pages={111-142} } @article{Reckprocess82, author={F. Recknagel and J. Benndorf}, title={Validation of the ecological simulation model SALMO}, journal={Int. Revue ges..Hydrobiol.}, volume=394, pages={47-57}, year=1982 } @inbook{harris86, author={G.P. Harris}, title={Phytoplankton Ecology:Structure, Function and Fluctuation}, publisher={Chapman and Hall Ltd.}, chapter=6, year=1986 } @inbook{harris86pg114, author={G.P. Harris}, title={Phytoplankton Ecology:Structure, Function and Fluctuation}, publisher={Chapman and Hall Ltd.}, chapter=6, page=114, year=1986 } @inbook{reynolds84, author={C.S. Reynolds}, title={The Ecology of Freshwater Plankton}, publisher={Cambridge:Cambridge University Press}, year=1984 } @inproceedings{Whigham90, author={Whigham,P.A. and Davis, J.R. and Cuddy,S.}, title={Modelling with a Spatial Expert System}, booktitle={Proceedings of the Australian Artificial Intelligence Conference}, editor={C.P.Tsang}, pages={448-461}, publisher={World Scientific:Singapore}, year=1990 } @inproceedings{FitnessGP, author={Kenneth E. Kinnear,Jr.}, title={Fitness Landscapes and Difficulty in Genetic Programming}, booktitle={The IEEE Conference on Evolutionary Computation}, publisher={Morgan Kaufmann Pub.}, month=jun, year=1994 } @inproceedings{Davidor1, author={Davidor, Y.}, title={A Naturally Occuring Niche and Species Phenomenon - The Model and First Results}, booktitle={Proceedings of the 4th International conference on Genetic Algorithms}, editor={Belew, R.K. and Booker, L.B.}, pages={257-263}, year=1991, publisher={Morgan Kaufmann Publishers, San Mateo, California} } @inproceedings{dejong87, author={K.A. De Jong}, title={On Using Genetic Algorithms to Search Program Spaces}, booktitle={Genetic Algorithms and Their Applications: Proceedings of the Second International Conference on Genetic Algorithms}, editor={J.G. Grefenstette}, year=1987, publisher={Erlbaum} } @inproceedings{Koza89, author={Koza, J.R.}, title={Hierarchical genetic algorithms operating on populations of computer programs}, booktitle={Proc. 11th International Joint Conf. on Artificial Intelligence (IJCAI)}, year=1989, volume=1, publisher={Morgan Kaufman, San Mateo, Calif.,}, pages={768-774} } @article{valiant83, author={Valiant, L.G.}, title={A theory of the learnable}, journal={ACM}, year=1984, volume=27, number=11, pages={1134-1142} } @article{ga_concept_learning:dejong, author={K.A. De Jong and W.M. Spears and D.F. Gordon}, title={Using Genetic Algorithms for Concept Learning}, journal={Machine Learning}, volume=13, number={2/3}, pages={5-32}, year=1993, month={Nov/Dec} } @article{knowledge_ga:janikow, author={C.Z. Janikow}, title={A Knowledge-Intensive Genetic Algorithm for Supervised Learning}, journal={Machine Learning}, volume=13, number={2/3}, pages={33-72}, year=1993, month={Nov/Dec} } @article{vere80, author={S.A. Vere}, title={Multilevel counterfactuals for genereralisations of relational concepts and productions}, journal={Artificial Intelligence}, year=1980, volume=14, number=2, pages={138-164} } @article{cuddy90, author={Cuddy, S.M. and Laut, P. and Davis, J.R. and Whigham,P.A. and Goodspeed, J. and Duell, T.}, title={Modelling the environmental effects of training on a major Australian Army Base}, journal={Mathematics and Computers in Simulation {\bf 32}}, pages={83-88}, year=1990 } @book{prog_langs_Sethi, author={R. Sethi}, title={Programming Languages: Concepts and Constructs}, publisher={Addison-Wesley}, year=1989, pages=478 } @book{Holland92, author={Holland, J.H.}, title={Adaptation in Natural and Artificial Systems}, publisher={MIT Press}, edition={second}, year=1992 } @inproceedings{cultural_alg:zannoni, author={E. Zannoni and R.G. Reynolds}, title={Extracting Design Knowledge from Genetic Programs Using Cultural Algorithms}, booktitle={Preprint Proceedings of the Fifth Annual Conference on Evolutionary Programming}, year=1996 } @inproceedings{Oreilly92, author={O'Reilly, U. and Oppacher, F.}, title={An Experimental Perspective on Genetic Programming}, booktitle={Parallel Problem Solving from Nature 2}, editor={Manner,R. and Manderick, B.}, pages={331-340}, publisher={Elsevier Science Publishers B.V.}, year=1992 } @inproceedings{Kozaconcept, author={Koza, J.R.}, title={Concept Formation and Decision Tree Induction Using the Genetic Programming Paradigm}, booktitle={Parallel Problem Solving from Nature}, editor={Schwefel, H.P. and Manner,R.}, pages={124-129}, publisher={Springer-Verlag}, year=1990 } @Article{roston:1995:gdmsc, author = "G. Roston and R. Sturges", title = "A Genetic Design Methodology for Stucture Configuration", journal = "ASME Advances in Design Automation", year = "1995", volume = "DE 82", pages = "73--90" } @phdthesis{GeneticDesignTR, author={G.P. Roston}, title={A Genetic Methodology for Configuration Design}, month=Dec, year=1994, school={Carnegie Mellon University} } @techreport{kozaarchitecture, author={J.R. Koza}, title={Architecture-altering operations for evolving the architecture of a multipart program in genetic programming}, institution={Dept. of Computer Science, Stanford University, Stanford, California, U.S.A.}, year=1994, number={STAN-CS-94-1528} } @techreport{nfl:wolpert, author={D.H. Wolpert and W.G. Macready}, title={No Free Lunch Theorems for Search}, institution={Santa Fe, NM, 87501}, year=1996, month=feb, number={SFI-TR-95-02-010} } @techreport{Cohen51193, author={William W. Cohen}, title={Grammatically Biased Learning: Learning Logic Programs Using an Explicit Antecedent Description Language}, institution={AT and T Bell Laboratories, Murray Hill, NJ}, year=1993, number={} } @techreport{MontanaSTGP, author={David J. Montana}, title={Strongly Typed Genetic Programming}, institution={Bolt Beranek and Newman, Inc.,Cambridge, MA 02138}, year=1994, number={BBN 7866} } @techreport{McKayrel1, author={McKay, R.I.}, title={Relational Learning for Geospatial Problems}, institution={University College, University of New South Wales}, year=1994, number={CS15/94} } @techreport{whighamcfg1, author={P.A. Whigham}, title={Context-free Grammars and Genetic Programming}, institution={Dept. of Comp. Sci., University College, University of New South Wales}, year=1994, month=Nov, number={CS20/94} } @techreport{whighamschema_restated, author={P.A. Whigham}, title={Grammatical Genetic Learning and Schemata:Restated}, institution={Dept. of Comp. Sci., University College, University of New South Wales}, year=1995, number={CS13/95} } @inproceedings{dejongIJCAI91, author={K.A. De Jong and W.M. Spears}, title={Learning Concept Classification Rules Using Genetic Algorithms}, booktitle={Proceedings of the Twelfth International Conference on Artificial Intelligence}, year=1991, month=Aug, volume=2, pages={651-657}, publisher={Morgan Kaufmann Publishers,Inc.} } @inproceedings{nicolasIJCAI91, author={J. Nicolas}, title={Empirical Bias for Version Space}, booktitle={Proceedings of the Twelfth International Conference on Artificial Intelligence}, year=1991, month=Aug, volume=2, pages={671-677}, publisher={Morgan Kaufmann Publishers,Inc.} } @inproceedings{kellyIJCAI91, author={Kelly, Jr., J.D. and L. Davis}, title={A Hybrid Genetic Algorithm for Classification}, booktitle={Proceedings of the Twelfth International Conference on Artificial Intelligence}, year=1991, month=Aug, volume=2, pages={645-650}, publisher={Morgan Kaufmann Publishers,Inc.} } @inproceedings{siedleckiICGA89, author={W. Siedlecki and J. Sklansky}, title={Constrained Genetic Optimization via Dynamic Reward-Penalty Balancing and Its Use in Pattern Recognition}, booktitle={Proceedings of the Third International conference on Genetic Algorithms}, pages={141-150}, year=1989, month=Jun, editor={J.D.Schaffer}, publisher={Morgan Kaufmann Publishers, Inc. San Mateo, California} } @inproceedings{scheduleICGA89.1, author={G.A. Cleveland and S.F. Smith}, title={Using Genetic Algorithms to Schedule Flow Shop Releases}, booktitle={Proceedings of the Third International conference on Genetic Algorithms}, pages={160-169}, year=1989, month=Jun, editor={J.D.Schaffer}, publisher={Morgan Kaufmann Publishers, Inc. San Mateo, California} } @inproceedings{grefenstettecontrolCGA89, author={J.J. Grefenstette}, title={A System for Learning Control Strategies with Genetic Algorithms}, booktitle={Proceedings of the Third International conference on Genetic Algorithms}, pages={183-190}, year=1989, month=Jun, editor={J.D.Schaffer}, publisher={Morgan Kaufmann Publishers, Inc. San Mateo, California} } @inproceedings{nnICGA89, author={G.F. Miller and P.M.Todd and S.U.Hegde}, title={Designing Neural Networks using Genetic Algorithms}, booktitle={Proceedings of the Third International conference on Genetic Algorithms}, pages={379-384}, year=1989, month=Jun, editor={J.D.Schaffer}, publisher={Morgan Kaufmann Publishers, Inc. San Mateo, California} } @inproceedings{bramletteICGA91, author={M.F. Bramlette}, title={Initialization, Mutation and Selection Methods in Genetic Algorithms for Function Optimization}, booktitle={Proceedings of the Fourth International conference on Genetic Algorithms}, pages={100-107}, year=1991, month=Jul, editor={R.K. Belew and L.B.Booker}, publisher={Morgan Kaufmann Publishers, Inc. San Mateo, California} } @inproceedings{databaseoptICGA91, author={K. Bennet and M.C. Ferris and Y.E. Ioannidis}, title={A Genetic Algorithm for Database Query Optimization}, booktitle={Proceedings of the Fourth International conference on Genetic Algorithms}, pages={400-407}, year=1991, month=Jul, editor={R.K. Belew and L.B.Booker}, publisher={Morgan Kaufmann Publishers, Inc. San Mateo, California} } @inproceedings{sysICGA91, author={G. Syswerda and J. Palmucci}, title={The Application of Genetic Algorithms to Resource Scheduling}, booktitle={Proceedings of the Fourth International conference on Genetic Algorithms}, pages={502-508}, year=1991, month=Jul, editor={R.K. Belew and L.B.Booker}, publisher={Morgan Kaufmann Publishers, Inc. San Mateo, California} } @inproceedings{nnICGA91.ga, author={D. Whitley and S. Dominic and R. Das}, title={Genetic Reinforcement Learning with Multilayer Neural Networks}, booktitle={Proceedings of the Fourth International conference on Genetic Algorithms}, pages={562-570}, year=1991, month=Jul, editor={R.K. Belew and L.B.Booker}, publisher={Morgan Kaufmann Publishers, Inc. San Mateo, California} } @inproceedings{RoscaICGA95, author={J.P. Rosca and D.H. Ballard}, title={Causality in Genetic Programming}, booktitle={Proceedings of the Sixth International conference on Genetic Algorith ms}, pages={256-263}, year=1995, month=Jul, editor={L.J. Eshelman}, publisher={Morgan Kaufmann Publishers, Inc. San Francisco, California} } @inproceedings{cearayICGA95, author={C.Z. Janikow}, title={A Genetic ALgorithm for Optimizing Fuzzy Decision Trees}, booktitle={Proceedings of the Sixth International conference on Genetic Algorithms}, pages={421-428}, year=1995, month=Jul, editor={L.J. Eshelman}, publisher={Morgan Kaufmann Publishers, Inc. San Francisco, California} } @inproceedings{kozaarchitectureICGA95, author={J.R. Koza}, title={Two ways of discovering the size and shape of a computer program to solve a problem}, booktitle={Proceedings of the Sixth International conference on Genetic Algorith ms}, pages={287-294}, year=1995, month=Jul, editor={L.J. Eshelman}, publisher={Morgan Kaufmann Publishers, Inc. San Francisco, California} } @inproceedings{schedulingICGA95, author={S. Kobayashi and I.Ono and M.Yamamura}, title={An Efficient Genetic Algorithm for Job Shop Scheduling Problems}, booktitle={Proceedings of the Sixth International conference on Genetic Algorithms}, pages={506-511}, year=1995, month=Jul, editor={L.J. Eshelman}, publisher={Morgan Kaufmann Publishers, Inc. San Francisco, California} } @inproceedings{controlICGA95, author={A.T. Hatjimihail and T.T. Hatjimihail}, title={Design of Statistical Quality Control Procedures Using Genetic Algorithms}, booktitle={Proceedings of the Sixth International conference on Genetic Algorithms}, pages={551-557}, year=1995, month=Jul, editor={L.J. Eshelman}, publisher={Morgan Kaufmann Publishers, Inc. San Francisco, California} } @inproceedings{STGPICGA95, author={T. Haynes and R. Wainwright and S. Sen and D. Schoenefeld}, title={Strongly Typed Genetic Programming in Evolving Cooperation Strategies}, booktitle={Proceedings of the Sixth International conference on Genetic Algorithms}, pages={271-278}, year=1995, month=Jul, editor={L.J. Eshelman}, publisher={Morgan Kaufmann Publishers, Inc. San Francisco, California} } @article{goldbergcomplex89, author={D.E. Goldberg and B. Korb and K. Deb}, title={Messy Genetic Algorithms:Motivation, analysis and first results}, journal={Complex Systems}, volume=3, number=5, pages={493-530}, year=1989 } @article{grefmanmc85, author={J.J. Grefenstette}, title={Optimization of Control Parameters for Genetic Algorithms}, journal={IEEE Trans. on Systems, Man and Cybernetics}, volume=16, number=1, year=1985, pages={122-128} } @inproceedings{wellerGALESIA, author={P.R. Weller and R. Summers}, title={Using a Genetic Algorithm to evolve an Optimum input set for a predictive Neural Network}, booktitle={Genetic Algorithms in Engineering Systems: Innovations and Applications (GALESIA '95)}, publisher={Institution of Electrical Engineers, London}, year=1995, month=Sep, pages={256-258} } @inproceedings{controlGALESIA, author={A. Chipperfield and P.J. Flemming}, title={Gas Turbine engine Controller design using Multiobjective Genetic Algorithms}, booktitle={Genetic Algorithms in Engineering Systems: Innovations and Applications (GALESIA '95)}, publisher={Institution of Electrical Engineers, London}, year=1995, pages={214-219} } @inproceedings{galesiacfg, author={Whigham, P.A.}, title={Inductive Bias and Genetic Programming}, booktitle={Genetic Algorithms in Engineering Systems: Innovations and Applications (GALESIA '95)}, publisher={Institution of Electrical Engineers, London}, year=1995, month=Sep, pages={461-467} } @techreport{whighamparsimony, author={Whigham, P.A.}, title={Controlling Parsimony in Genetic Programming}, institution={University College, University of New South Wales}, year=1994, number={CS19/94} } @techreport{whighamgp, author={Whigham, P.A.}, title={An Empirical Investigation of the Genetic Programming Paradigm}, institution={University College, University of New South Wales}, year=1994, number={CS10/94} } @techreport{Whighamcfg2, author={Whigham, P.A.}, title={Operations that Modify a Grammar to Direct the Search Space of a Genetic Program}, institution={University College, University of New South Wales}, year=1995, number={CS2/95} }