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Keyword

version space

Description: A set of hypotheses consistent with observed examples, used in machine learning to represent possible models of a concept.
Wikidata ID: wiki/Q1418474
OpenAlex ID: keywords/version-space
10.1162/153244302760185243
2000 · Applied Physics Letters · 850
Toward Optimal Active Learning through Sampling Estimation of Error Reduction
2001 · Nicholas Roy, Andrew McCallum · 826
Version spaces: an approach to concept learning.
1979 · Tom M. Mitchell · Defense Technical Information Center (DTIC) · 351
Version spaces: a candidate elimination approach to rule learning
1977 · Tom M. Mitchell · International Joint Conference on Artificial Intelligence · 334
Programming by Demonstration Using Version Space Algebra
2003 · Tessa Lau, Steven A. Wolfman, et al. · Machine Learning · 178
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Effective multi-label active learning for text classification
2009 · Bishan Yang, Jian-Tao Sun, et al. · ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) · 162
Machine Learning of Inductive Bias
1986 · Paul E. Utgoff · Kluwer international series in engineering and computer science · 154
The levelwise version space algorithm and its application to molecular fragment finding
2001 · Luc De Raedt, Stefan Krämer · Lirias · 133
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Agnostic Active Learning Without Constraints
2010 · Beygelzimer, Alina, Hsu, Daniel, et al. · arXiv (Cornell University) · 131
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Machine Learning and Formal Concept Analysis
2004 · Sergei O. Kuznetsov · Lecture notes in computer science · 128
Orthopairs and granular computing
2016 · Davide Ciucci · Granular Computing · 112
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Quantum Perceptron Models
2016 · Wiebe, Nathan, Kapoor, Ashish, et al. · arXiv (Cornell University) · 103
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On dynamically updating a computer program: From concept to prototype
1991 · Ophir Frieder, Mark E. Segal · Journal of Systems and Software · 99
Introduction to Machine Learning
1988 · Yves Kodratoff · CERN Document Server (European Organization for Nuclear Research) · 96
Generalizing Version Spaces
1994 · Haym Hirsh · Machine Learning · 89
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Version Space Algebra and its Application to Programming by Demonstration
2000 · Tessa Lau, Pedro Domingos, et al. · 86
Constraint acquisition
2015 · Christian Bessiere, Frédéric Koriche, et al. · Artificial Intelligence · 83
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A Theory of Inductive Query Answering
2010 · Luc De Raedt, Manfred Jaeger, et al. · Springer eBooks · 82
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Feature Construction with Version Spaces for Biochemical Applications
2001 · Stefan Krämer, Luc De Raedt · Lirias (KU Leuven) · 81
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On-line Prediction and Conversion Strategies
1996 · Nicol� Cesa-Bianchi, Yoav Freund, et al. · Machine Learning · 72
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Synthesis from Examples: Interaction Models and Algorithms
2012 · Sumit Gulwani · International Symposium on Symbolic and Numeric Algorithms for Scientific Computing (SYNASC) · 69
Incremental Version-Space Merging: A General Framework for Concept Learning
1990 · Haym Hirsh · Kluwer international series in engineering and computer science · 67
Foundations of Assisted Cognition Systems
2003 · Henry Kautz, Oren Etzioni, et al. · 62
Machine Learning on the Basis of Formal Concept Analysis
2001 · S. O. Kuznetsov · Automation and Remote Control · 57
Playing Billiards in Version Space
1997 · Pál Ruján · Neural Computation · 56
Works count: 414
Citation count: 6,712
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