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Abstract: interpreter for logic programs (Sterling & Shapiro, 1986)...................138 1 1. INTRODUCTION The most important outcome of AI research during the 70s was the general acceptance of the major role of knowledge in intelligent systems (Buchanan & Feigenbaum, 1982). Lenat and Feigenbaum (1989) call this belief the knowledge as power hypothesis and assert it as: "The knowledge principle (KP) A system exhibits intelligent understanding and action at a high level of competence primarily because ... (Update)
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.... of cases we are forced to remove might be too large, and unavoidably result in a degradation of classification accuracy (Markovitch and Scott, 1993; Smyth and Keane, 1995) Usually, the principle objective of an instance selection scheme is unintrusive storage reduction....
.... This in turn can have an adverse affect on problem solving performance and cause the early onset of the utility problem (see, e.g. 9] 10] [20], 23] 31] 32] 38] 39] 42] HCBR avoids this type of problem because learning operates at a finer level of granularity....
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BibTeX entry: (Update)
Markovitch, S. & Scott, P.D. (1993). Information Filtering: Selection Mechanisms in Learning Systems. Machine Learning, 10:113--151. http://citeseer.ist.psu.edu/article/markovitch89information.html More
@article{ markovitch93information,
author = "Shaul Markovitch and Paul D. Scott",
title = "Information Filtering: Selection Mechanisms in Learning Systems",
journal = "Machine Learning",
volume = "10",
pages = "113-151",
year = "1993",
url = "citeseer.ist.psu.edu/article/markovitch89information.html" }
Citations (may not include all citations):1359 Induction of Decision trees (context) - Quinlan - 1986
537 A theory of the learnable (context) - Valiant - 1984
440 The Art of Prolog (context) - Sterling, Shapiro - 1986
410 Principles of Artificial Intelligence (context) - Nilsson - 1980
363 Programming in Prolog (context) - Clocksin, Mellish - 1981
331 Logical foundations of artificial intelligence (context) - Genesereth, Nilsson - 1988
295 Some Studies in Machine Learning Using the Game of Checkers (context) - Samuel - 1963
266 Heuristics : intelligent search strategies for computer prob.. (context) - Pearl - 1984
225 Learning and Executing Generalized Robot Plans (context) - Fikes, Hart et al. - 1972
207 Explanation-based Learning: An Alternative View (context) - Dejong, Mooney - 1986
185 Escaping Brittleness: The possibilities of GeneralPurpose Le.. (context) - Holland - 1986
182 Logic for Problem Solving (context) - Kowalski - 1979
154 Quantitative Results Concerning the Utility of Explanation-B.. (context) - Minton
145 Chunking in Soar: The Anatomy of a General Learning Mechanis.. (context) - Laird, Rosenbloom et al. - 1986
121 Learning Structural Descriptions from Examples (context) - Winston - 1975
68 Learning Search Control Knowledge: An ExplanationBased Appro.. (context) - Minton
51 Automatic mode inference for logic programs - Debray, Warren - 1988
48 Learning by Experimentation: Acquiring and Refining Problem-.. (context) - Mitchell, Utgoff et al. - 1983
37 A Heuristic Approach to the Discovery of Macrooperators (context) - Iba - 1989
37 Noise-Tolerant Instance-Based learning Algorithms (context) - Aha, Kibler - 1989
32 Deduction Revision by Intelligent Backtracking (context) - Bruynooghe, Periera - 1984
32 The Relevance of Irrelevance (context) - Subramanian, Genesereth - 1987
30 Learning to Solve Problems by Searching for MacroOperators (context) - Korf - 1985
28 Understanding the Nature of Learning: Issues and Research Di.. - Michalski - 1986
28 Knowledge based systems in Artificial Intelligence (context) - Lenat - 1987
23 the Thresholds of Knowledge (context) - Lenat, Feigenbaum - 1989
22 The Role of Heuristics in Learning by Discovery: Three case .. (context) - Lenat - 1983
20 PROLOG- The Language and its Implementation Compared with Li.. (context) - Warren, Pereira et al. - 1977
19 The Effect of Rule Use on the Utility of ExplanationBased Le.. (context) - Mooney - 1989
19 The Control Facilities of IC-Prolog (context) - Clark, McCabe - 1979
16 Metalevel Control for Logic Programs (context) - Gallaire, Lasserre - 1982
15 Eliminating Expensive Chunks by Restricting Expressiveness (context) - Tambe, Rosenbloom - 1989
14 Problem Solving and Rule Induction: A Unified View (context) - Simon, Lea - 1974
13 Logic Programming (context) - Clark, Tarnlund - 1978
13 Some Chunks Are Expensive (context) - Tambe, Newell - 1988
13 Utilization Filtering: a method for reducing the inherent ha.. - Markovitch, Scott
12 A Truth Maintenance Systems for Problem Solving (context) - Doyle - 1979
12 Efficient Processing of Interactive Relational Data Base Que.. (context) - Warren - 1981
11 The Role of Forgetting in Learning - Markovitch, Scott
11 Selective Backtracking (context) - Pereira, Porto - 1982
9 Finding Backtrack Points for Intelligent Backtracking (context) - Cox - 1984
9 Automatic control for logic programs (context) - Naish
7 Logic Programming and Databases (context) - Parker, Carey et al. - 1986
6 Prolog: A Database Query Language for All Seasons (context) - Zaniolo - 1986
6 Concept learning in Context (context) - Keller - 1987
6 Learning Novel Domains Through Curiosity and Conjecture - Scott, Markovitch
6 A Graph-Dynamic Model of the Power Law of Practice and the P.. (context) - Shrager - 1989
6 An Analysis of Generalization as a Search Problem (context) - Mitchell - 1979
6 Improved Training Via Incremental Learning (context) - Utgoff - 1989
6 Focused Concept Formation (context) - Gennari - 1989
5 generality Trade-Off in Explanation-Based Learning (context) - Segre - 1987
5 A Lemma Driven Automatic Theorem Prover for Recursive Functi.. (context) - Boyer, Moore - 1977
5 Logic Control with Logic (context) - Pereira - 1984
5 A Formal Analysis of Machine Learning Systems for Knowledge .. (context) - Shalin, Wisniewski et al. - 1987
4 Towards an Integrated Database-Prolog System (context) - Sciore, Warren - 1986
4 On Integrating Logic Programming and Databases (context) - Brodie, Mattias - 1986
4 Information filters and their implementation in the SYLLOG s.. - Markovitch, Scott
3 Uncertainty Based Selection of Learning Experiences - Scott, Markovitch
3 Knowledge Considered Harmful (context) - Markovitch, Scott
3 Selective Learning of Macro-operators with Perfect Causality (context) - Yamada, Tsuji - 1989
2 EPILOG: A language for Extended Programming (context) - Porto - 1984
2 Apprenticeship Learning Techniques for Knowledge Based Syste.. (context) - Wilkins - 1987
2 Directions for Logic Programming (context) - Kowalski - 1985
2 Recent Results on Boolean Concept Learning (context) - Learning, Kearns et al. - 1987
2 Knowledge Oriented Learning (context) - Scott, Vogt - 1983
2 POST-prolog: Structured Partially Ordered prolog (context) - Markovitch, Scott
1 Integrating Databases & Prolog (context) - Sciore, Warren - 1988
1 Learning : The Construction of A Postriori Knowledge Structu.. (context) - Scott - 1983
1 Logic Programming for Constructive Expert Database Systems (context) - Campbell, Implementations et al. - 1986
1 IC-Prolog Language Features (context) - University, Clark et al. - 1982
1 Introduction to Logic Programming (context) - Michigan - 1984
1 Hypothesis Filtering: A Practical Approach to Reliable Learn.. (context) - Intelligence - 1988
1 Expert Database Systems: A Database Perspective (context) - Intelligence, Smith - 1986
1 Machine Learning: An Artificial Intelligence Approach (context) - Ed - 1985
1 Exponential Improvement of Efficient Backtracking (context) - Pietryzykowski, Matwin - 1982
1 EPILOG: Re-interpreting and extending Prolog for a Multiproc.. (context) - Winston, The et al. - 1984
1 PROLEARN: Toward a Prolog Interpreter that Learns (context) - Campbell, Implementations et al. - 1987
1 Foundations of Logic Programming (context) - Quinlan, Applications et al. - 1984
1 Intelligent Backtracking for an Interpreter of Horn Clause L.. (context) - Park, The et al. - 1978
1 What Good are Experiments (context) - Ruff, Dietrich - 1989
The graph only includes citing articles where the year of publication is known.
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Uncertainty Based Selection Of Learning Experiences - Scott, Markovitch (1989) (Correct)
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