MACHINE LEARNING An Artificial Intelligence Approach

This book contains tutorial overviews and research papers on contemporary trends in the area of machine learning viewed from an AI perspective. Research directions covered include: learning from examples, modeling human learning strategies, knowledge acquisition for expert systems, learning heuristics, discovery systems, and conceptual data analysis.

[1]  Patrick Henry Winston,et al.  Learning structural descriptions from examples , 1970 .

[2]  Joshua Lederberg,et al.  A Heuristic Programming Study of Theory Formation in Science , 1971, IJCAI.

[3]  Ryszard S. Michalski,et al.  Discovering Classification Rules Using variable-Valued Logic System VL1 , 1973, IJCAI.

[4]  Earl D. Sacerdoti,et al.  Planning in a Hierarchy of Abstraction Spaces , 1974, IJCAI.

[5]  Ryszard S. Michalski,et al.  Variable-Valued Logic and Its Applications to Pattern Recognition and Machine Learning , 1975 .

[6]  Frederick Hayes-Roth,et al.  Collected papers on the learning and recognition of structured patterns , 1975 .

[7]  S. Vera,et al.  Induction of Concepts in the Predicate Calculus , 1975, IJCAI.

[8]  Douglas B. Lenat,et al.  AM, an artificial intelligence approach to discovery in mathematics as heuristic search , 1976 .

[9]  Frederick Hayes-Roth.  Patterns of induction and associated knowledge acquisition algorithms , 1976 .

[10]  Tom M. Mitchell,et al.  Version Spaces: A Candidate Elimination Approach to Rule Learning , 1977, IJCAI.

[11]  Raj Reddy,et al.  The LOCUS Model of Search and its Use in Image Interpretation , 1977, IJCAI.

[12]  Ryszard S. Michalski,et al.  Inductive inference of VL decision rules , 1977, SGAR.

[13]  Frederick Hayes-Roth,et al.  Knowledge acquisition from structural descriptions , 1977, IJCAI 1977.

[14]  Elliot Morris Soloway,et al.  Learning = interpretation + generalization: a case study in knowledge-directed learning. , 1978 .

[15]  Bruce G. Buchanan,et al.  Dendral and Meta-Dendral: Their Applications Dimension , 1978, Artif. Intell..

[16]  Frederick Hayes-Roth,et al.  An interference matching technique for inducing abstractions , 1978, CACM.

[17]  Tom Michael Mitchell.  Version spaces: an approach to concept learning. , 1979 .

[18]  J. R. Quinlan,et al.  Induction over large data bases , 1979 .

[19]  Ryszard S. Michalski,et al.  Pattern Recognition as Rule-Guided Inductive Inference , 1980, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[20]  Steven A. Vere,et al.  Multilevel Counterfactuals for Generalizations of Relational Concepts and Productions , 1980, Artif. Intell..