📰 Machine Learning 1986 — papers

The works of Machine Learning published in 1986 that our library holds (publisher: Springer Science+Business Media): 1 work, listed below with the most cited first; each has a page with our summary, its key points and its references.

Most cited papers

By their OpenAlex citations; a paper with our summary links to its page here, the others to the original.

1. Induction of Decision Trees ↗J. R. Quinlan21,170 citations
2. Explanation-Based Generalization: A Unifying View ↗Tom M. Mitchell, Richard M. Keller, Smadar T. Kedar-Cabelli1,174 citations
3. Editorial: On Machine Learning ↗Pat Langley951 citations
4. Explanation-Based Learning: An Alternative ViewGERALD F. DEJONG, Raymond J. Mooney950 citations · our summary
5. Explanation-based generalization: A unifying view ↗Tom M. Mitchell, Richard M. Keller, Smadar T. Kedar-Cabelli711 citations
6. Incremental Learning from Noisy Data ↗Jeffrey C. Schlimmer, Richard Granger653 citations
7. Chunking in Soar: The Anatomy of a General Learning Mechanism ↗John E. Laird, Paul S. Rosenbloom, Allen Newell507 citations
8. Chunking in Soar: The anatomy of a general learning mechanism ↗John E. Laird, Paul S. Rosenbloom, Allen Newell287 citations
9. Learning at the Knowledge Level ↗Thomas G. Dietterich221 citations
10. Integrating Quantitative and Qualitative Discovery: The ABACUS System ↗Brian C. Falkenhainer, Ryszard S. Michalski179 citations

All works of the year (31)

The most cited first; 1 with our summary link to their page here, the others to the original.

1. Induction of Decision Trees ↗J. R. Quinlan21,170 citations
2. Explanation-Based Generalization: A Unifying View ↗Tom M. Mitchell, Richard M. Keller, Smadar T. Kedar-Cabelli1,174 citations
3. Editorial: On Machine Learning ↗Pat Langley951 citations
4. Explanation-Based Learning: An Alternative ViewGERALD F. DEJONG, Raymond J. Mooney950 citations · our summary
5. Explanation-based generalization: A unifying view ↗Tom M. Mitchell, Richard M. Keller, Smadar T. Kedar-Cabelli711 citations
6. Incremental Learning from Noisy Data ↗Jeffrey C. Schlimmer, Richard Granger653 citations
7. Chunking in Soar: The Anatomy of a General Learning Mechanism ↗John E. Laird, Paul S. Rosenbloom, Allen Newell507 citations
8. Chunking in Soar: The anatomy of a general learning mechanism ↗John E. Laird, Paul S. Rosenbloom, Allen Newell287 citations
9. Learning at the Knowledge Level ↗Thomas G. Dietterich221 citations
10. Integrating Quantitative and Qualitative Discovery: The ABACUS System ↗Brian C. Falkenhainer, Ryszard S. Michalski179 citations
11. A General Framework for Induction and a Study of Selective Induction ↗Larry A. Rendell138 citations
12. Escaping Brittleness : the Possibilities of General Purpose Learning Algorithms Applied to Parallel Rule-based System ↗John H. Holland121 citations
13. Determining Arguments of Invariant Functional Descriptions ↗Mieczyslaw M. Kokar87 citations
14. A Theory of Historical Discovery: The Construction of Componential Models ↗Jan M. Żytkow, Herbert A. Simon81 citations
15. Chemical Discovery as Belief Revision ↗Donald Rose, Pat Langley74 citations
16. Integrating quantitative and qualitative discovery: The ABACUS system ↗Brian C. Falkenhainer, Ryszard S. Michalski55 citations
17. Integrating Qualitative and Quantitative Discovery : The ABACUS System ↗Brian C. Falkenhainer54 citations
18. Experimental Goal Regression: A Method for Learning Problem-Solving Heuristics ↗Bruce Porter, Dennis F. Kibler44 citations
19. Editorial: On machine learning ↗Pat Langley9 citations
20. Editorial: Machine Learning and Discovery ↗Pat Langley, Ryszard S. Michalski5 citations
21. News and Notes ↗4 citations
22. Editorial: The Terminology of Machine Learning ↗Pat Langley3 citations
23. Editorial: Machine learning and discovery ↗Pat Langley, Ryszard S. Michalski2 citations
24. Editorial: The terminology of machine learning ↗Pat Langley2 citations
25. Editorial: Human and Machine Learning ↗Pat Langley1 citation

See all 31 papers in Machine Learning 1986 — papers →

📄 Works with our summary in our library (1)

The most cited first (OpenAlex citations plus our library's).

1. Explanation-based learning: An alternative viewMachine LearningGerald DeJong, Raymond Mooney1986 · 968 citations

🧭 Top topics

Topics of its works in our library, with the number of works on each.

🧮Reasoning (1)

📚 Fields

🖥️Computer Science (1)

🧑‍🔬 Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

🏛️ Top institutions

Institutions on the bylines of its works here, by the number of works.

🎓University of Illinois Urbana-ChampaignUrbana · United States1 work here

works and citations from OpenAlex and our library.

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