@INPROCEEDINGS{AdeandBruynooghe1992, Author = "H. Ad\'e and M. Bruynooghe", Title = "A comparative study of declarative and dynamically adjustable language bias in concept learning", Booktitle = "Proc. Workshop on Biases in Inductive Learning, Ninth International Conference on Machine Learning", Address = "Aberdeen, Scotland", Year = 1992} @INPROCEEDINGS{Bain1991, Author = "M. Bain", Title = "Experiments in non-monotonic learning", Booktitle = "Proc. Eighth International Workshop on Machine Learning", Pages = "380--384", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1991} @INPROCEEDINGS{BenedekandItai1988, Author = "G. Benedek and A. Itai", Title = "Learnability by fixed distributions", Booktitle = "Proc. First ACM Workshop on Computational Learning Theory", Pages = "80--90", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1988} @INPROCEEDINGS{BergadanoandGiordana1988, Author = "F. Bergadano and A. Giordana", Title = "A knowledge intensive approach to concept induction", Booktitle = "Proc. Fifth International Conference on Machine Learning", Pages = "305--317", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1988}, @INPROCEEDINGS{BergadanoandGiordana1990, Author = "F. Bergadano and A. Giordana", Booktitle = "Machine Learning: An Artificial Intelligence Approach", Volume = "III", Title = "Guiding induction with domain theories", Editor = "Y. Kodratoff and R.S. Michalski", Pages = "474--492", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1990}, @ARTICLE{Bergadanoetal.1988, Author = "F. Bergadano and A. Giordana and L. Saitta", Title = "Concept acquisition in noisy environments", Journal = "IEEE Transactions on Pattern Analysis and Machine Intelligence", Volume = 10, Year = 1988, Pages = "555--578"} @INPROCEEDINGS{Bergadanoetal.1989, Author = "F. Bergadano and A. Giordana and S. Ponsero", Title = "Deduction in top-down inductive learning", Booktitle = "Proc. Sixth International Workshop on Machine Learning", Pages = "23--25", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1989} @INPROCEEDINGS{BloedornandMichalski1991, Author = "E. Bloedorn and R.S. Michalski", Title = "Data-driven constructive induction in {AQ17-PRE}: A method and experiments", Booktitle = "Proc. Third International Conference on Tools for Artificial Intelligence", Pages = "30--37", Publisher = "IEEE Computer Society Press", Address = "Los Alamitos, CA", Year = 1991} @INPROCEEDINGS{Bratko1989, Author = "I. Bratko", Booktitle = "Human and Machine Problem Solving", Title = "Machine learning", Editor = "K.J. Gilhooly", Publisher = "Plenum Press", Address = "New York", Year = 1989} @BOOK{Bratko1990, Author = "I. Bratko", Title = "Prolog Programming for Artificial Intelligence", Edition = "2nd", Publisher = "Addison-Wesley", Address = "Wokingham", Year = 1990} @INPROCEEDINGS{Bratko1991, Author = "I. Bratko", Title = "Qualitative modelling: learning and control", Booktitle = "Proc. International Conference on Artificial Intelligence", Address = "Prague", Year = 1991} @INPROCEEDINGS{Bratko1992, Author = "I. Bratko", Title = "Applications of machine learning: Towards knowledge synthesis", Booktitle = "Proc. International Conference on Fifth Generation Computer Systems", Pages = "1207--1218", Address = "Tokyo", Year = 1992} @ARTICLE{Bratko1993, Author = "I. Bratko", Title = "Machine learning and qualitative reasoning", Journal = "Machine Learning", Year = 1993, Note = "To appear"}, @INPROCEEDINGS{BratkoandGrobelnik1993, Author = "I. Bratko and M. Grobelnik", Title = "Inductive learning applied to program construction and verification", Booktitle = "Proc. Third International Workshop on Inductive Logic Programming", Pages = "279--292", Address = "Bled, Slovenia", Year = 1993} @BOOK{Bratkoetal.1989, Author = "I. Bratko and I. {Mozeti\v c} and N. {Lavra\v c}", Title = "{KARDIO}: A Study in Deep and Qualitative Knowledge for Expert Systems", Publisher = "MIT Press", Address = "Cambridge, MA", Year = 1989} @INPROCEEDINGS{Bratkoetal.1991, Author = "I. Bratko and S.H. Muggleton and A. {Var\v sek}", Title = "Learning qualitative models of dynamic systems", Booktitle = "Proc. Eighth International Workshop on Machine Learning", Pages = "385--388", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1991} @INPROCEEDINGS{Bratkoetal.1992, Author = "I. Bratko and S.H. Muggleton and A. {Var\v sek}", Title = "Learning qualitative models of dynamic systems", Booktitle = "Inductive Logic Programming", Editor = "S.H. Muggleton", Publisher = "Academic Press", Address = "London", Pages = "437--452", Year = 1992} @INPROCEEDINGS{BrazdilandClark1988, Author = "P. Brazdil and P. Clark", Title = "Learning from imperfect data", Editor = "P. Brazdil and K. Konolige", Booktitle = "Machine Learning, Meta-Reasoning and Logics", Pages = "207--232", Publisher = "Kluwer", Address = "Boston", Year = 1990} @BOOK{Breimanetal.1984, Author = "L. Breiman and J. H. Friedman and R. A. Olshen and C. J. Stone", Title = "Classification and Regression Trees", Publisher = "Wadsworth", Address = "Belmont", Year = 1984} @INPROCEEDINGS{BrunkandPazzani1991, Author = "C.A. Brunk and M.J. Pazzani", Title = "An investigation of noise-tolerant relational concept learning algorithms", Booktitle = "Proc. Eighth International Workshop on Machine Learning", Pages = "389--393", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1991} @ARTICLE{Bry1990, Author = "F. Bry", Title = "Query evaluation in recursive databases", Journal = "Data and Knowledge Engineering", Volume = 5, Year = 1990, Pages = "289--312"} @ARTICLE{Buntine1988, Author = "W. Buntine", Title = "Generalized subsumption and its applications to induction and redundancy", Journal = "Artificial Intelligence", Number = 2, Volume = 36, Year = 1988, Pages = "149--176"} @ARTICLE{BuntineandNiblett1992, Author = "W. Buntine and T. Niblett", Title = "A further comparison of splitting rules for decision-tree induction", Journal = "Machine Learning", Number = 1, Volume = 8, Year = 1992, Pages = "75--85"} @INPROCEEDINGS{CameronandQuinlan1993, Author = "R.J. {Cameron-Jones} and J.R. Quinlan", Title = "Avoiding pitfalls when learning recursive theories", Booktitle = "Proc. Thirteenth International Joint Conference on Artificial Intelligence", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1993} @ARTICLE{Carbonell1989, Author = "J.G. Carbonell", Title = "Introduction: Paradigms for machine learning", Journal = "Artificial Intelligence", Number = "1--3", Volume = 40, Year = 1989, Pages = "1--9"} @INPROCEEDINGS{Cestnik1990, Author = "B. Cestnik", Title = "Estimating probabilities: A crucial task in machine learning", Booktitle = "Proc. Ninth European Conference on Artificial Intelligence", Publisher = "Pitman", Address = "London", Pages = "147--149", Year = 1990} @PHDTHESIS{Cestnik1991, Author = "B. Cestnik", Title = "Estimating probabilities in machine learning", School = "Faculty of Electrical Engineering and Computer Science, University of Ljubljana", Year = 1991, Address = "Ljubljana, Slovenia", Note = "In Slovenian"} @INPROCEEDINGS{CestnikandBratko1988, Author = "B. Cestnik and I. Bratko", Title = "Learning redundant rules in noisy domains", Booktitle = "Proc. Eighth European Conference on Artificial Intelligence", Pages = "348--350", Publisher = "Pitman", Address = "London", Year = 1988} @INPROCEEDINGS{CestnikandBratko1991, Author = "B. Cestnik and I. Bratko", Title = "On estimating probabilities in tree pruning", Booktitle = "Proc. Fifth European Working Session on Learning", Editor = "Y. Kodratoff", Pages = "151--163", Publisher = "Springer", Address = "Berlin", Year = 1991} @INPROCEEDINGS{Cestniketal.1987, Author = "B. Cestnik and I. Kononenko and I. Bratko", Title = "{ASSISTANT} 86: A knowledge elicitation tool for sophisticated users", Booktitle = "Progress in Machine Learning", Editor = "I. Bratko and N. {Lavra\v c}", Pages = "31--45", Publisher = "Sigma Press", Address = "Wilmslow, UK", Year = 1987} @INPROCEEDINGS{Clark1978, Author = "K.L. Clark", Title = "Negation as failure", Booktitle = "Logic and Databases", Editor = "H. Gallaire and J. Minker", Publisher = "Plenum Press", Address = "New York", Pages = "293--322", Year = 1978} @INPROCEEDINGS{ClarkandBoswell1991, Author = "P. Clark and R. Boswell", Title = "Rule induction with {CN2}: Some recent improvements", Booktitle = "Proc. Fifth European Working Session on Learning", Pages = "151--163", Publisher = "Springer", Address = "Berlin", Year = 1991} @INPROCEEDINGS{ClarkandNiblett1987, Author = "P. Clark and T. Niblett", Title = "Induction in noisy domains", Booktitle = "Progress in Machine Learning", Editor = "I. Bratko and N. {Lavra\v c}", Pages = "11--30", Publisher = "Sigma Press", Address = "Wilmslow, UK", Year = 1987}, @ARTICLE{ClarkandNiblett1989, Author = "P. Clark and T. Niblett", Title = "The {CN2} induction algorithm", Journal = "Machine Learning", Number = 4, Volume = 3, Year = 1989, Pages = "261--283"} @INPROCEEDINGS{Coiera1989, Author = "E. Coiera", Title = "Learning qualitative models from example behaviours", Booktitle = "Proc. Third International Workshop on Qualitative Physics", Address = "Stanford, California", Year = 1989}, @ARTICLE{David1987, Author = "H.A. David", Title = "Ranking from unbalanced paired-comparison data", Journal = "Biometrica", Volume = 74, Pages = "432--436", Year = 1987}, @ARTICLE{DeKleerandBrown1984, Author = "J. {De Kleer} and J.S. Brown", Title = "A qualitative physics based on confluences", Journal = "Artificial Intelligence", Volume = 24, Year = 1984, Pages = "7--83"} @BOOK{DeRaedt1992, Author = "L. {De~Raedt}", Title = "Interactive Theory Revision: An Inductive Logic Programming Approach", Publisher = "Academic Press", Address = "London", Year = 1992} @TECHREPORT{DeRaedt1993, Author = "L. {De~Raedt}", Title = "Inductive logic programming and scientific discovery", Institution= "Katholieke Universiteit Leuven", Address = "Leuven, Belgium", Year = 1993} @INPROCEEDINGS{DeRaedtandBruynooghe1989, Author = "L. {De~Raedt} and M. Bruynooghe", Title = "Towards friendly concept-learners", Booktitle = "Proc. Eleventh International Joint Conference on Artificial Intelligence", Pages = "849--854", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1989} @ARTICLE{DeRaedtandBruynooghe1990, Author = "L. {De~Raedt} and M. Bruynooghe", Title = "Indirect relevance and bias in inductive concept-learning", Journal = "Knowledge Acquisition", Number = 4, Volume = 2, Year = 1990, Pages = "365--390"} @ARTICLE{DeRaedtandBruynooghe1992, Author = "L. {De~Raedt} and M. Bruynooghe", Title = "Interactive concept learning and constructive induction by analogy", Journal = "Machine Learning", Number = 2, Volume = 8, Year = 1992, Pages = "107--150"} @INPROCEEDINGS{DeRaedtandBruynooghe1992a, Author = "L. {De~Raedt} and M. Bruynooghe", Title = "An overview of the interactive concept-learner and theory revisor {CLINT}", Booktitle = "Inductive Logic Programming", Editor = "S.H. Muggleton", Publisher = "Academic Press", Address = "London", Pages = "163--191", Year = 1992} @ARTICLE{DeRaedtandBruynooghe1992b, Author = "L. {De~Raedt} and M. Bruynooghe", Title = "A unifying framework concept-learning algorithms", Journal = "The Knowledge Engineering Review", Number = 3, Volume = 7, Year = 1992, Pages = "251--269"} @INPROCEEDINGS{DeRaedtandBruynooghe1993, Author = "L. {De~Raedt} and M. Bruynooghe", Title = "A theory of clausal discovery", Booktitle = "Proc. Thirteenth International Joint Conference on Artificial Intelligence", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1993} @INPROCEEDINGS{DeRaedtetal.1991, Author = "L. {De~Raedt} and M. Bruynooghe and B. Martens", Title = "Integrity constraints in interactive concept learning", Booktitle = "Proc. Eighth International Workshop on Machine Learning", Pages = "394--398", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1991} @INPROCEEDINGS{DeRaedtetal.1991a, Author = "L. {De~Raedt} and G. Sablon and M. Bruynooghe", Title = "Using interactive concept-learning for knowledge base validation and verification", Booktitle = "Validation, Verification and Testing of Knowledge Based Systems", Editor = "M. Ayel and J.P. Laurent", Publisher = "John Wiley", Address = "London", Pages = "177--190", Year = 1991} @INPROCEEDINGS{DeRaedtetal.1993, Author = "L. {De~Raedt} and N. {Lavra\v c} and S. {D\v zeroski}", Title = "Multiple predicate learning", Booktitle = "Proc. Thirteenth International Joint Conference on Artificial Intelligence", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1993} @INPROCEEDINGS{DeRaedtetal.1993a, Author = "L. {De~Raedt} and N. {Lavra\v c} and S. {D\v zeroski}", Title = "Multiple predicate learning", Booktitle = "Proc. Third International Workshop on Inductive Logic Programming", Pages = "221--240", Address = "Bled, Slovenia", Year = 1993} @INPROCEEDINGS{DietterichandMichalski1986, Author = "T.G. Dietterich and R.S. Michalski", Booktitle = "Machine Learning: An Artificial Intelligence Approach", Volume = "II", Title = "Learning to predict sequences", Editor = "R.S. Michalski and J.G. Carbonell and T.M. Mitchell", Publisher = "Morgan Kaufmann", Address = "Los Altos, CA", Year = 1986}, @MASTERSTHESIS{Dolsak1991, Author = "B. {Dol\v sak}", Title = "Constructing finite element meshes using artificial intelligence methods", School = "Faculty of Technical Sciences, University of Maribor", Address = "Maribor, Slovenia", Note = "In Slovenian", Year = 1991} @INPROCEEDINGS{Dolsaketal.1992, Author = "B. {Dol\v sak} and A. Jezernik and I. Bratko", Title = "A knowledge base for finite element mesh design", Booktitle = "Proc. Sixth ISSEK Workshop", Publisher = "{Jo\v zef} Stefan Institute", Address = "Ljubljana, Slovenia", Year = 1992}, @INPROCEEDINGS{DolsakandMuggleton1992, Author = "B. {Dol\v sak} and S.H. Muggleton", Title = "The application of inductive logic programming to finite element mesh design", Booktitle = "Inductive Logic Programming", Editor = "S.H. Muggleton", Publisher = "Academic Press", Address = "London", Pages = "453--472", Year = 1992} @MASTERSTHESIS{Dzeroski1991, Author = "S. {D\v zeroski}", Title = "Handling noise in inductive logic programming", School = "Faculty of Electrical Engineering and Computer Science, University of Ljubljana", Address = "Ljubljana, Slovenia", Year = 1991} @INPROCEEDINGS{DzeroskiandBratko1992, Author = "S. {D\v zeroski} and I. Bratko", Title = "Handling noise in inductive logic programming", Booktitle = "Proc. Second International Workshop on Inductive Logic Programming", Address = "Tokyo, Japan", Note = "ICOT TM-1182", Year = 1992} @INPROCEEDINGS{DzeroskiandBratko1992a, Author = "S. {D\v zeroski} and I. Bratko", Title = "Using the $m$-estimate in inductive logic programming", Booktitle = "Proc. Workshop on Logical Approaches to Machine Learning, Tenth European Conference on Artificial Intelligence", Address = "Vienna, Austria", Year = 1992} @INPROCEEDINGS{DzeroskiandDolsak1991, Author = "S. {D\v zeroski} and B. {Dol\v sak}", Title = "A comparison of relation learning algorithms on the problem of finite element mesh design", Booktitle = "Proc. XXVI Yugoslav Conference of the Society for ETAN", Address = "Ohrid, Yugoslavia", Note = "In Slovenian", Year = 1991} @INPROCEEDINGS{DzeroskiandDolsak1992, Author = "S. {D\v zeroski} and B. {Dol\v sak}", Title = "Comparison of ILP systems on the problem of finite element mesh design", Booktitle = "Proc. Sixth ISSEK Workshop", Publisher = "{Jo\v zef} Stefan Institute", Address = "Ljubljana, Slovenia", Year = 1992}, @INPROCEEDINGS{DzeroskiandLavrac1991, Author = "S. {D\v zeroski} and N. {Lavra\v c}", Title = "Learning relations from noisy examples: An empirical comparison of {LINUS} and {FOIL}", Booktitle = "Proc. Eighth International Workshop on Machine Learning", Pages = "399--402", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1991} @TECHREPORT{DzeroskiandLavrac1991a, Author = "S. {D\v zeroski} and N. {Lavra\v c}", Title = "Learning relations from imperfect data", Institution= "Jo\v zef Stefan Institute", Address = "Ljubljana, Slovenia", Number = "IJS-DP-6163", Year = 1991} @INPROCEEDINGS{DzeroskiandLavrac1992, Author = "S. {D\v zeroski} and N. {Lavra\v c}", Title = "Refinement graphs for {FOIL} and {LINUS}", Booktitle = "Inductive Logic Programming", Editor = "S.H. Muggleton", Publisher = "Academic Press", Address = "London", Pages = "319--333", Year = 1992} @INPROCEEDINGS{Dzeroskietal.1992, Author = "S. {D\v zeroski} and B. Cestnik and I. Petrovski", Title = "The use of {B}ayesian probability estimates in rule induction", Booktitle = "Proc. First Slovenian Electrical Engineering and Computer Science Conference", Publisher = "Slovenia Section IEEE", Address = "Ljubljana", Pages = "155-158", Year = 1992} @INPROCEEDINGS{Dzeroskietal.1992a, Author = "S. {D\v zeroski} and S. Muggleton and S. Russell", Title = "{PAC}-learnability of determinate logic programs", Booktitle = "Proc. Fifth ACM Workshop on Computational Learning Theory", Publisher = "ACM Press", Address = "New York, NY", Pages = "128--135", Year = 1992} @INPROCEEDINGS{Dzeroskietal.1992b, Author = "S. {D\v zeroski} and S. Muggleton and S. Russell", Title = "{PAC}-learnability of constrained nonrecursive logic programs", Booktitle = "Proc. Third International Workshop on Computational Learning Theory and Natural Learning Systems", Address = "Wisconsin, Madison", Year = 1992} @INPROCEEDINGS{FalkenheinerandForbus1990, Author = "B. Falkenheiner and K. Forbus", Title = "Self-explanatory simulations: an integration of quantitative and qualitative knowledge", Booktitle = "Proc. Fourth International Workshop on Qualitative Physics", Address = "Lugano, Switzerland", Year = 1990}, @INPROCEEDINGS{Feng1991, Author = "C. Feng", Title = "Inducing temporal fault diagnostic rules from a qualitative model", Booktitle = "Proc. Eighth International Workshop on Machine Learning", Pages = "403--406", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1991}, @INPROCEEDINGS{Feng1992, Author = "C. Feng", Title = "Inducing temporal fault diagnostic rules from a qualitative model", Booktitle = "Inductive Logic Programming", Editor = "S.H. Muggleton", Publisher = "Academic Press", Address = "London", Pages = "471--493", Year = 1992} @ARTICLE{Flach1992, Author = "P.A. Flach", Title = "Logical approaches to machine learning - an overview", Journal = "THINK", Number = 2, Volume = 1, Year = 1992, Pages = "25--36"} @INPROCEEDINGS{Flach1992a, Author = "P.A. Flach", Title = "A framework for inductive logic programming", Booktitle = "Inductive Logic Programming", Editor = "S.H. Muggleton", Publisher = "Academic Press", Address = "London", Pages = "193--211", Year = 1992} @INPROCEEDINGS{Flach1993, Author = "P.A. Flach", Title = "Predicate invention in inductive data engineering", Booktitle = "Proc. Sixth European Conference on Machine Learning", Editor = "P. Brazdil", Pages = "83--94", Publisher = "Springer", Address = "Berlin", Year = 1993} @ARTICLE{Forbus1984, Author = "K. Forbus", Title = "Qualitative process theory", Journal = "Artificial Intelligence", Volume = 24, Year = 1984, Pages = "85--168"} @INPROCEEDINGS{FuandBuchanan1985, Author = "L. M. Fu and B. G. Buchanan", Title = "Learning intermediate concepts in constructing a hierarchical knowledge base", Booktitle = "Proc. Ninth International Joint Conference on Artificial Intelligence", Pages = "659--666", Publisher = "Morgan Kaufmann", Address = "Los Altos, CA", Year = 1985}, @INPROCEEDINGS{Gams1989, Author = "M. Gams", Title = "New measurements highlight the importance of redundant knowledge", Booktitle = "Proc. Fourth European Working Session on Learning", Pages = "71--79", Publisher = "Pitman", Address = "London", Year = 1989}, @INPROCEEDINGS{GamsandLavrac1987, Author = "M. Gams and N. Lavra\v c", Title = "Review of five empirical learning algorithms within a proposed schemata", Booktitle = "Progress in Machine Learning", Editor = "I. Bratko and N. {Lavra\v c}", Pages = "46--66", Publisher = "Sigma Press", Address = "Wilmslow, UK", Year = 1987}, @INPROCEEDINGS{Grobelnik1992, Author = "M. Grobelnik", Title = "{MARKUS}: An optimized {M}odel {I}nference {S}ystem", Booktitle = "Proc. Workshop on Logical Approaches to Machine Learning, Tenth European Conference on Artificial Intelligence", Address = "Vienna, Austria", Year = 1992} @ARTICLE{Hanschetal.1982, Author = "C. Hansch and R.I. Li and J.M. Blaney and R. Langridge", Title = "Comparison of the Inhibition of Escherichia coli and Lactobacillus casei Dihydrofolate Reductase by 2,4-Diamino-5-(Substituted-benzyl)pyrimidines: Quantitative Structure-Activity Relationships, X-ray Crystallography, and Computer Graphics in Structure-Activity Analysis", Journal = "J. Med. Chem.", Volume = 25, Pages = "777--784", Year = 1982}, @BOOK{Harmonetal.1988, Author = "P. Harmon and R. Maus and W. Morrissey", Title = "Expert systems: Tools \& Applications", Publisher = "John Wiley", Address = "New York", Year = 1988} @ARTICLE{Haussler1988, Author = "D. Haussler", Title = "Quantifying inductive bias: {AI} learning algorithms and {V}aliant's model", Journal = "Artificial Intelligence", Number = 2, Volume = 36, Year = 1988, Pages = "177-221"} @ARTICLE{Haussler1989, Author = "D. Haussler", Title = "Learning conjunctive concepts in structural domains", Journal = "Machine Learning", Volume = 4, Year = 1989, Pages = "7-40"} @ARTICLE{Hinton1989, Author = "G. E. Hinton", Title = "Connectionist learning procedures", Journal = "Artificial Inteligence", Volume = 40, Number = "1--3", Pages = "185--234", Year = 1989}, @BOOK{Huntetal.1966, Author = "E. B. Hunt and J. Marin and P. J. Stone", Title = "Experiments in Induction", Publisher = "Academic Press", Address = "New York", Year = 1966}, @BOOK{Kalbfleish1979, Author = "J. Kalbfleish", Title = "Probability and Statistical Inference", Volume = "II", Publisher = "Springer", Address = "New York", Year = 1979} @ARTICLE{KaralicandPirnat1991, Author = "A. {Karali\v c} and V. Pirnat", Title = "Machine learning in rheumatology", Journal = "Sistemica", Number = 2, Volume = 1, Year = 1990, Pages = "113--123"} @INPROCEEDINGS{KietzandWrobel1992, Author = "J.U. Kietz and S. Wrobel", Title = "Controlling the complexity of learning in logic through syntactic and task-oriented models", Booktitle = "Inductive Logic Programming", Editor = "S.H. Muggleton", Publisher = "Academic Press", Address = "London", Pages = "335--359", Year = 1992}, @INPROCEEDINGS{Kijsirkuletal.1991, Author = "B. Kijsirikul and M. Numao and M. Shimura", Title = "Efficient learning of logic programs with non-determinate non-discriminating literals", Booktitle = "Proc. Eighth International Workshop on Machine Learning", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Pages = "417--421", Year = 1991}, @INPROCEEDINGS{Kijsirkuletal.1992, Author = "B. Kijsirikul and M. Numao and M. Shimura", Title = "Discrimination-based constructive induction of logic programs", Booktitle = "Proc. Tenth National Conference on Artificial Intelligence", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1992}, @ARTICLE{KingandSternberg1990, Author = "R. King and M. Sternberg", Title = "Machine learning approach for the prediction of protein secondary structure", Journal = "J. Mol. Biol.", Volume = 216, Pages = "441--457", Year = 1990}, @ARTICLE{Kingetal.1992, Author = "R. King and S. Muggleton and R. Lewis and M. Sternberg", Title = "Drug design by machine learning: The use of inductive logic programming to model the structure-activity relationships of trimethoprim analogues binding to dihydrofolate reductase", Journal = "Proc. National Academy of Sciences", Year = 1992}, @ARTICLE{Knelleretal.1990, Author = "D.G. Kneller and F.E. Cohen and R. Langridge", Title = "Improvements in protein secondary structure prediction by an enhanced neural network", Journal = "J. Mol. Biol.", Volume = 214, Pages = "171--182", Year = 1990}, @INCOLLECTION{Kodratoffetal.1992, Author = "Y. Kodratoff and D. Sleeman and M. Uszynski and K. Causse and S. Craw", Title = "Building a machine learning toolbox", Booktitle = "Enhancing the Knowledge Engineering Process -- Contributions from {ESPRIT}", Editor = "B. {Le~Pape} and L. Steels", Publisher = "Elsevier", Year = 1992}, @ARTICLE{KononenkoandBratko1991, Author = "I. Kononenko and I. Bratko", Title = "Information-based evaluation criterion for classifier's performance", Journal = "Machine Learning", Number = 1, Volume = 6, Year = 1991, Pages = "67--80"} @BOOK{Kowalski1979, Author = "R. Kowalski", Title = "Logic for Problem Solving", Publisher = "North Holland", Address = "New York", Year = 1979} @INPROCEEDINGS{Kraanetal.1991, Author = "I. Kraan and B. Richards and B. Kuipers", Title = "Automatic abduction of qualitative models", Booktitle = "Proc. Fifth International Workshop on Qualitative Physics", Address = "Austin, TX", Year = 1991}, @ARTICLE{Kuipers1986, Author = "B. Kuipers", Title = "Qualitative simulation", Journal = "Artificial Intelligence", Number = 3, Volume = 29, Year = 1986, Pages = "289--338"} @BOOK{Laird1988, Author = "P. Laird", Title = "Learning from Good and Bad Data", Publisher = "Kluwer", Address = "Boston, MA", Year = 1988} @ARTICLE{Lavracetal.1985, Author = "N. {Lavra\v c} and I. Bratko and I. {Mozeti\v c} and B. {\v Cer\v cek} and M. Horvat and A. Grad", Title = "{KARDIO-E}: An expert system for electrocardiographic diagnosis of cardiac arrhythmias", Journal = "Expert Systems", Volume = 2, Number = 1, Pages = "46--49", Year = 1985}, @PHDTHESIS{Lavrac1990, Author = "N. {Lavra\v c}", Title = "Principles of knowledge acquisition in expert systems", School = "Faculty of Technical Sciences, University of Maribor", Address = "Maribor, Slovenia", Year = 1990}, @INPROCEEDINGS{LavracandDzeroski1992, Author = "N. {Lavra\v c} and S. {D\v zeroski}", Title = "Inductive learning of relations from noisy examples", Booktitle = "Inductive Logic Programming", Editor = "S.H. Muggleton", Publisher = "Academic Press", Address = "London", Pages = "495--514", Year = 1992}, @INPROCEEDINGS{LavracandDzeroski1992a, Author = "N. {Lavra\v c} and S. {D\v zeroski}", Title = " Background knowledge and declarative bias in inductive concept learning", Booktitle = "Proc. Third International Workshop on Analogical and Inductive Inference", Editor = "K. Jantke", Publisher = "Springer", Address = "Berlin", Pages = "51--71", Year = 1992}, @INPROCEEDINGS{Lavracetal.1991, Author = "N. {Lavra\v c} and S. {D\v zeroski} and M. Grobelnik", Title = "Learning nonrecursive definitions of relations with {LINUS}", Booktitle = "Proc. Fifth European Working Session on Learning", Pages = "265--281", Publisher = "Springer", Address = "Berlin", Year = 1991}, @INPROCEEDINGS{Lavracetal.1991a, Author = "N. {Lavra\v c} and S. {D\v zeroski} and V. Pirnat and V. {Kri\v zman}", Title = "Learning rules for early diagnosis of rheumatic diseases", Booktitle = "Proc. Third Scandinavian Conference on Artificial Intelligence", Pages = "138--149", Publisher = "IOS Press", Address = "Amsterdam", Year = 1991}, @INPROCEEDINGS{Lavracetal.1992, Author = "N. {Lavra\v c} and B. Cestnik and S. {D\v zeroski}", Title = "Use of heuristics in empirical inductive logic programming", Booktitle = "Proc. Second International Workshop on Inductive Logic Programming", Address = "Tokyo, Japan", Note = "ICOT TM-1182", Year = 1992} @INPROCEEDINGS{Lavracetal.1992a, Author = "N. {Lavra\v c} and B. Cestnik and S. {D\v zeroski}", Title = "Search heuristics in empirical inductive logic programming", Booktitle = "Proc. Workshop on Logical Approaches to Machine Learning, Tenth European Conference on Artificial Intelligence", Address = "Vienna, Austria", Year = 1992} @ARTICLE{LavracandDzeroski1993, Author = "N. {Lavra\v c} and S. {D\v zeroski}", Title = "Weakening the language bias in {LINUS}", Journal = "Journal of Experimental and Theoretical Artificial Intelligence", Volume = 5, Number = 2, Year = 1993, Note = "In press"}, @ARTICLE{Lavracetal.1993, Author = "N. {Lavra\v c} and S. {D\v zeroski} and V. Pirnat and V. {Kri\v zman}", Title = "The utility of background knowledge in learning medical diagnostic rules", Journal = "Applied Artificial Intelligence", Volume = 7, Pages = "273--293", Year = 1993}, @ARTICLE{LiandVitanyi1991, Author = "M. Li and P. {Vit\'anyi}", Title = "Learning simple concepts under simple distributions", Journal = "SIAM Journal of Computing", Number = 5, Volume = 20, Pages = "911--935", Year = 1991} @BOOK{Lloyd1987, Author = "J.W. Lloyd", Title = "Foundations of Logic Programming", Edition = "2nd", Publisher = "Springer", Address = "Berlin", Year = 1987} @BOOK{Lloyd1990, Editor = "J.W. Lloyd", Title = "Computational Logic", Publisher = "Springer", Address = "Berlin", Year = 1990} @INPROCEEDINGS{Michalski1969, Author = "R. S. Michalski", Title = "On the quasi-minimal solution of the general covering problem", Booktitle = "Proc. Fifth Int. Symposium on Information Processing, FCIP 69", Address = "Bled, Yugoslavia", Volume = "A3", Year = 1969}, @INPROCEEDINGS{Michalski1973, Author = "R. S. Michalski", Title = "Discovering classification rules using variable-valued logic system {VL1}", Booktitle = "Proc. Third International Joint Conference on Artificial Intelligence", Pages = "162--172", Publisher = "Stanford Research Institute", Address = "Menlo Park, CA", Year = 1973}, @INPROCEEDINGS{Michalski1974, Author = "R. S. Michalski", Title = "{VL1}: Variable-valued logic system", Booktitle = "Proc. Int. Symposium on Multiple-Valued Logic", Publisher = "West Virginia University", Address = "Morgantown, WY", Year = 1974}, @ARTICLE{Michalski1980, Author = "R.S. Michalski", Title = "Pattern recognition as rule-guided inductive inference", Journal = "IEEE Transactions on Pattern Analysis and Machine Intelligence", Number = 4, Volume = 2, Year = 1980, Pages = "349--361"} @INPROCEEDINGS{Michalski1983, Author = "R.S. Michalski", Title = "A theory and methodology of inductive learning", Booktitle = "Machine Learning: An Artificial Intelligence Approach", Volume = "I", Editor = "R.S. Michalski and J.G. Carbonell and T.M. Mitchell", Pages = "83--134", Publisher = "Tioga", Address = "Palo Alto, CA", Year = 1983}, @INPROCEEDINGS{Michalskietal.1986, Author = "R.S. Michalski and I. {Mozeti\v c} and J. Hong and N. {Lavra\v c}", Title = "The multi-purpose incremental learning system {AQ15} and its testing application on three medical domains", Booktitle = "Proc. Fifth National Conference on Artificial Intelligence", Pages = "1041--1045", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1986}, @BOOK{MichalskiandTecuci1991, Author = "R.S. Michalski and G. Tecuci", Title = "Proc. First International Workshop on Multistrategy Learning", Publisher = "George Mason University", Address = "Fairfax, VA", Year = 1991}, @INPROCEEDINGS{Michie1988, Author = "D. Michie", Title = "Machine learning in the next five years", Booktitle = "Proc. Third European Working Session on Learning", Pages = "107--122", Publisher = "Pitman", Address = "London", Year = 1988}, @ARTICLE{Mingers1989, Author = "J. Mingers", Title = "An empirical comparison of selection measures for decision-tree induction", Journal = "Machine Learning", Number = 4, Volume = 3, Year = 1989, Pages = "319--342"} @ARTICLE{Mingers1989a, Author = "J. Mingers", Title = "An empirical comparison of pruning methods for decision tree induction", Journal = "Machine Learning", Number = 2, Volume = 4, Year = 1989, Pages = "227-243"} @ARTICLE{Mitchell1982, Author = "T.M. Mitchell", Title = "Generalization as search", Journal = "Artificial Intelligence", Number = 2, Volume = 18, Year = 1982, Pages = "203--226"} @INPROCEEDINGS{MladenicandKaralic1992, Author = "D. {Mladeni\'{c}} and A. {Karali\v c}", Title = "Drug design by machine learning: modelling drug activity", Booktitle = "Proc. Sixth ISSEK Workshop", Publisher = "{Jo\v zef} Stefan Institute", Address = "Ljubljana, Slovenia", Year = 1992}, @INPROCEEDINGS{MooneyandRichards1992, Author = "R. Mooney and B. Richards", Title = "Automated debugging of logic programs via theory revision", Booktitle = "Proc. Second International Workshop on Inductive Logic Programming", Address = "Tokyo, Japan", Note = "ICOT TM-1182", Year = 1992} @PHDTHESIS{Morales1992, Author = "E. Morales", Title = "First-order induction of patterns in chess", School = "Department of Computer Science, University of Strathclyde", Address = "Glasgow, Scotland", Year = 1992}, @INPROCEEDINGS{Morik1989, Author = "K. Morik", Title = "Sloppy modelling", Booktitle = "Knowledge Representation and Organization in Machine Learning", Editor = "K. Morik", Publisher = "Springer", Address = "Berlin", Year = 1989}, @INPROCEEDINGS{Morik1991, Author = "K. Morik", Title = "Balanced cooperative modelling", Booktitle = "Proc. First International Workshop on Multistrategy Learning", Pages = "65--80", Publisher = "George Mason University", Address = "Fairfax, VA", Year = 1991}, @INPROCEEDINGS{Moriketal.1991, Author = "K. Morik and K. Causse and R. Boswell", Title = "A common knowledge representation integrating learning tools", Booktitle = "Proc. First International Workshop on Multistrategy Learning", Pages = "81--96", Publisher = "George Mason University", Address = "Fairfax, VA", Year = 1991}, @MASTERSTHESIS{Mozetic1984, Author = "I. {Mozeti\v c}", Title = "Qualitative model of the heart", School = "Faculty of Electrical Engineering, University of Ljubljana", Address = "Ljubljana, Slovenia", Note = "In Slovenian", Year = 1984}, @TECHREPORT{Mozetic1985, Author = "I. {Mozeti\v c}", Title = "{NEWGEM}: Program for learning from examples, technical documentation and user's guide", Type = "Reports of Intelligent Systems Group", Institution= "Department of Computer Science, University of Illinois", Address = "Urbana Champaign, IL", Number = "UIUCDCS-F-85-949", Year = 1985}, @TECHREPORT{Mozetic1985a, Author = "I. {Mozeti\v c}", Title = "Compression of the ECG knowledge-base using the AQ inductive learning algorithms", Type = "Reports of Intelligent Systems Group", Institution= "Department of Computer Science, University of Illinois", Address = "Urbana Champaign, IL", Number = "UIUCDCS-F-85-943", Year = 1985}, @INPROCEEDINGS{Mozetic1987, Author = "I. {Mozeti\v c}", Title = "Learning of qualitative models", Booktitle = "Progress in Machine Learning", Editor = "I. Bratko and N. {Lavra\v c}", Pages = "201--217", Publisher = "Sigma Press", Address = "Wilmslow, UK", Year = 1987}, @INPROCEEDINGS{Mozetic1988, Author = "I. {Mozeti\v c}", Title = "The role of abstractions in learning qualitative models", Booktitle = "Proc. Fourth International Workshop on Machine Learning", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1988}, @INPROCEEDINGS{Mozeticetal.1984, Author = "I. {Mozeti\v c} and I. Bratko and N. {Lavra\v c}", Title = "The derivation of medical knowledge from a qualitative model of the heart", Booktitle = "Proc. ISSEK Workshop", Address = "Bled, Slovenia", Year = 1984}, @INPROCEEDINGS{MozeticandLavrac1988, Author = "I. {Mozeti\v c} and N. {Lavra\v c}", Title = "Incremental learning from examples in a logic-based formalism", Booktitle = "Proc. Workshop on Machine Learning, Meta-Reasoning and Logics", Editor = "P. Brazdil", Pages = "109--127", Address = "Sesimbra, Portugal", Year = 1988}, @INPROCEEDINGS{Muggleton1987, Author = "S.H. Muggleton", Title = "{DUCE}: An oracle-based approach to constructive induction", Booktitle = "Proc. Tenth International Joint Conference on Artificial Intelligence", Pages = "287--292", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1989}, @ARTICLE{Muggleton1991, Author = "S.H. Muggleton", Title = "Inductive logic programming", Journal = "New Generation Computing", Number = 4, Volume = 8, Year = 1991, Pages = "295--318"} @BOOK{Muggleton1992, Editor = "S.H. Muggleton", Title = "Inductive Logic Programming", Publisher = "Academic Press", Address = "London", Year = 1992}, @INPROCEEDINGS{Muggleton1992a, Author = "S.H. Muggleton", Title = "A theoretical framework for predicate invention", Booktitle = "Proc. Second International Workshop on Inductive Logic Programming", Address = "Tokyo, Japan", Note = "ICOT TM-1182", Year = 1992} @INPROCEEDINGS{Muggleton1992b, Author = "S.H. Muggleton", Title = "Inverting implication", Booktitle = "Proc. Second International Workshop on Inductive Logic Programming", Address = "Tokyo, Japan", Note = "ICOT TM-1182", Year = 1992} @INPROCEEDINGS{MuggletonandBuntine1988, Author = "S.H. Muggleton and W. Buntine", Title = "Machine invention of first-order predicates by inverting resolution", Booktitle = "Proc. Fifth International Conference on Machine Learning", Pages = "339--352", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1988}, @INPROCEEDINGS{MuggletonandFeng1990, Author = "S.H. Muggleton and C. Feng", Title = "Efficient induction of logic programs", Booktitle = "Proc. First Conference on Algorithmic Learning Theory", Pages = "368--381", Publisher = "Ohmsha", Address = "Tokyo", Year = 1990}, @INPROCEEDINGS{Muggletonetal.1989, Author = "S.H. Muggleton and M. Bain and J. Hayes-Michie and D. Michie", Title = "An experimental comparison of human and machine learning formalisms", Booktitle = "Proc. Sixth International Workshop on Machine Learning", Pages = "113--118", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1989}, @INPROCEEDINGS{Muggletonetal.1992, Title = "Protein secondary structure prediction using logic", Author = "S.H. Muggleton and R. King and M. Sternberg", Booktitle = "Proc. Second International Workshop on Inductive Logic Programming", Address = "Tokyo, Japan", Note = "ICOT TM-1182", Year = 1992} @INPROCEEDINGS{Muggletonetal.1992a, Author = "S.H. Muggleton and A. Srinivasan and M. Bain", Title = "Compression, significance and accuracy", Booktitle = "Proc. Ninth International Conference on Machine Learning", Pages = "338--347", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1992}, @INPROCEEDINGS{Niblett1988, Author = "T. Niblett", Title = "A study of generalisation in logic programs", Booktitle = "Proc. Third European Working Session on Learning", Pages = "131--138", Publisher = "Pitman", Address = "London", Year = 1988}, @INPROCEEDINGS{NiblettandBratko1986, Author = "T. Niblett and I. Bratko", Title = "Learning decision rules in noisy domains", Booktitle = "Research and Development in Expert Systems III", Editor = "M.A. Bramer", Pages = "24--25", Publisher = "Cambridge University Press", Address = "Cambridge", Year = 1986}, @ARTICLE{Nunez1991, Author = "M. Nunez", Title = "The use of background knowledge in decision tree induction", Journal = "Machine Learning", Number = 3, Volume = 6, Pages = "231--250", Year = 1991}, @ARTICLE{PagalloandHaussler1990, Author = "G. Pagallo and D. 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Eighth International Workshop on Machine Learning", Pages = "432--436", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1991}, @TECHREPORT{Pearce1988, Author = "D. Pearce", Title = "The induction of fault diagnosis systems from qualitative models", Institution= "The Turing Institute", Address = "Glasgow, Scotland", Number = "TIRM-88-029", Year = 1988} @INPROCEEDINGS{Pearce1988a, Author = "D. Pearce", Title = "The induction of fault diagnosis systems from qualitative models", Booktitle = "Proc. Seventh National Conference on Artificial Intelligence", Pages = "353-357", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1988}, @BOOK{PiatetskyandFrawley1991, Editor = "G. Piatetsky-Shapiro and W.J. Frawley", Title = "Knowledge discovery in databases", Publisher = "AAAI Press/MIT Press", Address = "Menlo Park, CA/Cambridge, MA", Year = 1991}, @INPROCEEDINGS{Frawleyetal.1991, Author = "W.J. Frawley and G. Piatetsky-Shapiro and C.J. Matheus", Title = "Knowledge discovery in databases: an overview", Editor = "G. Piatetsky-Shapiro and W.J. Frawley", Booktitle = "Knowledge discovery in databases", Pages = "1--27", Publisher = "AAAI Press/MIT Press", Address = "Menlo Park, CA/Cambridge, MA", Year = 1991}, @INPROCEEDINGS{Pirnatetal.1989, Author = "V. Pirnat and I. Kononenko and T. Janc and I. Bratko", Title = "Medical analysis of automatically induced diagnostic rules", Booktitle = "Proc. Second European Conference on Artificial Intelligence in Medicine", Pages = "24--36", Publisher = "Springer", Address = "Berlin", Year = 1989}, @INPROCEEDINGS{Plotkin1969, Author = "G.D. Plotkin", Title = "A note on inductive generalization", Booktitle = "Machine Intelligence 5", Editor = "B. Meltzer and D. Michie", Pages = "153--163", Publisher = "Edinburgh University Press", Address = "Edinburgh", Year = 1969}, @INPROCEEDINGS{Quinlan1979, Author = "J.R. Quinlan", Title = "Discovering rules by induction from large collections of examples", Booktitle = "Expert Systems in the Microelectronic Age", Editor = "D. Michie", Pages = "168--201", Publisher = "Edinburgh University Press", Address = "Edinburgh", Year = 1979}, @ARTICLE{Quinlan1986, Author = "J.R. Quinlan", Title = "Induction of decision trees", Journal = "Machine Learning", Number = 1, Volume = 1, Pages = "81--106", Year = 1986}, @INPROCEEDINGS{Quinlan1987, Author = "J.R. Quinlan", Title = "Generating production rules from decision trees", Booktitle = "Proc. Tenth International Joint Conference on Artificial Intelligence", Pages = "304--307", Publisher = "Morgan Kaufman", Address = "San Mateo, CA", Year = 1987}, @ARTICLE{Quinlan1987a, Author = "J.R. Quinlan", Title = "Simplifying decision trees", Journal = "International Journal of Man-Machine Studies", Number = 3, Volume = 27, Pages = "221--234", Year = 1987}, @TECHREPORT{Quinlan1989, Author = "J.R. Quinlan", Title = "Learning relations: Comparison of a symbolic and a connectionist approach", Institution= "Basser Department of Computer Science, University of Sydney", Address = "Sydney, Australia", Year = 1989}, @ARTICLE{Quinlan1990, Author = "J.R. Quinlan", Title = "Learning logical definitions from relations", Journal = "Machine Learning", Number = 3, Volume = 5, Pages = "239--266", Year = 1990}, @ARTICLE{Quinlan1991, Author = "J.R. Quinlan", Title = "Knowledge acquisition from structured data -- using determinate literals to assist search", Journal = "IEEE Expert", Number = 6, Volume = 6, Pages = "32--37", Year = 1991}, @INPROCEEDINGS{Quinlan1991a, Author = "J.R. Quinlan", Title = "Determinate literals in inductive logic programming", Booktitle = "Proc. Eighth International Workshop on Machine Learning", Pages = "442--446", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1991}, @BOOK{Quinlan1993, Author = "J.R. 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Robinson", Title = "A machine-oriented logic based on the resolution principle", Journal = "Journal of the ACM", Number = 1, Volume = 12, Pages = "23--41", Year = 1965}, @ARTICLE{Rothetal.1981, Author = "B. Roth and E. Aig and B.S. Rauckman and J.Z. Strelitz and A.P. Phillips and R. Pherone and S.R.M. Bushby and C.W. Sigel", Title = "2,4-Diamino-5-benzylpyrimidines and Analogues as Antibacterial Agents. 5. 3',5'-Dimethoxy-4'-substituted-benzyl Analogues of Trimethoprim", Journal = "J. Med. Chem.", Volume = 24, Pages = "933--941", Year = 1981}, @ARTICLE{Rothetal.1987, Author = "B. Roth and B.S. Rauckman and R. Pherone and D.P. Baccanari and J.N. Champness and R.M. Hyde", Title = "2,4-Diamino-5-benzylpyrimidines as Antibacterial Agents. 7. Analysis of the Effect of 3,5-Dialkyl Substituent Size and Shape on Binding to Four Different Dihydrofolate Reductase Enzymes", Journal = "J. Med. Chem.", Volume = 30, Pages = "348--356", Year = 1987}, @INPROCEEDINGS{Rouveirol1990, Author = "C. Rouveirol", Title = "Saturation: Postponing choices when inverting resolution", Booktitle = "Proc. Ninth European Conference on Artificial Intelligence", Pages = "557--562", Publisher = "Pitman", Address = "London", Year = 1990}, @INPROCEEDINGS{Rouveirol1991, Author = "C. Rouveirol", Title = "Completeness for inductive procedures", Booktitle = "Proc. Eighth International Workshop on Machine Learning", Pages = "452--456", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1991}, @INPROCEEDINGS{Rouveirol1992, Author = "C. Rouveirol", Title = "Extensions of inversion of resolution applied to theory completion", Booktitle = "Inductive Logic Programming", Editor = "S.H. Muggleton", Publisher = "Academic Press", Address = "London", Pages = "63--92", Year = 1992} @BOOK{Russell1989, Author = "S. Russell", Title = "The Use of Knowledge in Analogy and Induction", Publisher = "Pitman", Address = "London", Year = 1989}, @INPROCEEDINGS{SammutandBanerji1986, Author = "C. Sammut and R. Banerji", Title = "Learning concepts by asking questions", Booktitle = "Machine Learning: An Artificial Intelligence Approach", Volume = "II", Editor = "R.S. Michalski and J.G. Carbonell and T.M. Mitchell", Pages = "167--191", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1986}, @BOOK{ShanonandWeaver1964, Author = "E. C. Shanon and W. Weaver", Title = "The Mathematical Theory of Communications", Publisher = "University of Illinois Press", Address = "Urbana, IL", Year = 1964}, @BOOK{Shapiro1983, Author = "E.Y. Shapiro", Title = "Algorithmic Program Debugging", Publisher = "MIT Press", Address = "Cambridge, MA", Year = 1983}, @INPROCEEDINGS{Smythetal.1990, Author = "P. Smyth and R.M. Goodman and C. Higgins", Title = "A hybrid rule-based/{B}ayesian classifier", Booktitle = "Proc. Ninth European Conference on Artificial Intelligence", Pages = "610--615", Publisher = "Pitman", Address = "London", Year = 1990}, @ARTICLE{Solomonoff1964, Author = "R. Solomonoff", Title = "A formal theory of inductive inference", Journal = "Information and Control", Volume = 7, Pages = "1-22, 224--254", Year = 1964}, @INPROCEEDINGS{Srinivasanetal.1992, Author = "A. Srinivasan and S.H. Muggleton and M.Bain", Title = "Distinguishing exceptions from noise in non-monotonic learning", Booktitle = "Proc. Second International Workshop on Inductive Logic Programming", Address = "Tokyo, Japan", Note = "ICOT TM-1182", Year = 1992} @ARTICLE{Sternbergetal.1992, Author = "M. Sternberg and R. Lewis and R. King and S.H. Muggleton", Title = "Modelling the structure and function of enzymes by machine learning", Journal = "Faraday Discuss.", Volume = 93, Year = 1992}, @INPROCEEDINGS{TangandShimura1992, Author = "S. Tangkitvanich and M. Shimura", Title = "Refining a relational theory with multiple faults in the concept and subconcepts", Booktitle = "Proc. Ninth International Conference on Machine Learning", Pages = "436--444", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1992}, @INPROCEEDINGS{TecuciandKodratoff1990, Author = "G. Tecuci and Y. Kodratoff", Booktitle = "Machine Learning: An Artificial Intelligence Approach", Volume = "III", Title = "Apprenticeship learning in non-homogenuous domain theories", Editor = "Y. Kodratoff and R.S. Michalski", Pages = "514--551", Publisher = "Morgan Kaufmann", Address = "San Mateo, CA", Year = 1990}, @BOOK{Ullman1988, Author = "J.D. Ullman", Title = "Principles of Database and Knowledge Base Systems", Volume = "I", Publisher = "Computer Science Press", Address = "Rockville, MA", Year = 1988}, @INPROCEEDINGS{Utgoff1986, Author = "P.E. Utgoff", Title = "Shift of bias for inductive concept learning", Booktitle = "Machine Learning: An Artificial Intelligence Approach", Volume = "II", Editor = "R.S. Michalski and J.G. Carbonell and T.M. Mitchell", Pages = "107--148", Publisher = "Morgan Kaufmann", Address = "Los Altos, CA", Year = 1986}, @INPROCEEDINGS{UtgoffandMitchell1982, Author = "P.E. Utgoff and T. M. Mitchell", Title = "Acquisition of appropriate bias for inductive concept learning", Booktitle = "Proc. National Conference on Artificial Intelligence", Pages = "414--417", Publisher = "Morgan Kaufmann", Address = "Los Altos, CA", Year = 1982}, @ARTICLE{Valiant1984, Author = "L. Valiant", Title = "A theory of the learnable", Journal = "Communications of the ACM", Number = 11, Volume = 27, Pages = "1134--1142", Year = 1984}, @INPROCEEDINGS{Varsek1991, Author = "A. {Var\v sek}", Title = "Qualitative model evolution", Booktitle = "Proc. Twelfth International Joint Conference on Artificial Intelligence", Pages = "1311--1316", Publisher = "Morgan Kaufman", Address = "San Mateo, CA", Year = 1991}, @INPROCEEDINGS{Williams1990, Author = "B. Williams", Title = "Interaction-based invention: designing devices from first principles", Booktitle = "Proc. Fourth International Workshop on Qualitative Physics", Address = "Lugano, Switzerland", Year = 1990}, @INPROCEEDINGS{Wirth1988, Author = "R. Wirth", Title = "Learning by failure to prove", Booktitle = "Proc. Third European Working Session on Learning", Pages = "237--251", Publisher = "Pitman", Address = "London", Year = 1988}, @INPROCEEDINGS{Wirth1989, Author = "R. Wirth", Title = "Completing logic programs by inverse resolution", Booktitle = "Proc. Fourth European Working Session on Learning", Pages = "239--250", Publisher = "Pitman", Address = "London", Year = 1989}, @INPROCEEDINGS{Winston1975, Author = "P. H. Winston", Booktitle = "The Psychology of Computer Vision", Title = "Learning structural descriptions from examples", Editor = "P. H. Winston", Publisher = "McGraw-Hill", Address = "New York", Year = 1975}, @INPROCEEDINGS{Wneketal.1990, Author = "J. Wnek and J. Sarma and A. A. Wahab and R. S. Michalski", Title = "Comparing learning paradigms via diagrammatic visualization: A case study in single concept learning using symbolic, neural net and genetic algorithm methods", Booktitle = "Proc. Fifth International Symposium on Methodologies for Intelligent Systems", Address = "Knoxville, TN", Year = 1990}, @INPROCEEDINGS{Wrobel1988, Author = "S. Wrobel", Title = "Automatic representation adjustment in an observational discovery system", Booktitle = "Proc. Third European Working Session on Learning", Pages = "253--262", Publisher = "Pitman", Address = "London", Year = 1988}, @TECHREPORT{Zitnik1991, Author = "K. {\v Zitnik}", Title = "Machine learning of qualitative models", Institution= "Jo\v zef Stefan Institute", Address = "Ljubljana, Slovenia", Number = "IJS-DP-6239", Note = "In Slovenian", Year = 1991}