(Enter summary)
Abstract: We present a memory-based approach to learning commonsense causal relations from
episodic text. The method relies on dynamic memory which consists of events, event schemata,
episodes, causal heuristics, and causal hypotheses. The learning algorithms are based on applying
causal heuristics to precedents of new information. The heuristics are derived from principles of
causation, and, to a limited extent, from domain-related causal reasoning. Learning is defined as
finding---and later... (Update)
Context of citations to this paper: More
.... tasks like learning phonological representations [Stetham, 1991] and higher level tasks like learning causal relationships [Bozsahin and Findler, 1992, Pazzani, 1991] it has not been used to learn solutions to the lexical and structural disambiguation tasks handled...
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BibTeX entry: (Update)
Bozsahin, H. C., and Findler, N. V., Memory-Based Hypothesis Formation: Heuristic Learning of Commonsense Causal Relations from Text, Cognitive Science, 16, pp. 431-454, Ablex Publishing Corporation (1992). http://citeseer.ist.psu.edu/bozsahin92memorybased.html More
@article{ bozsahin92memorybased,
author = "H. Cem Bozsahin and Nicholas V. Findler",
title = "Memory-Based Hypothesis Formation: Heuristic Learning of Commonsense Causal Relations from Text",
journal = "Cognitive Science",
volume = "16",
number = "4",
pages = "431-454",
year = "1992",
url = "citeseer.ist.psu.edu/bozsahin92memorybased.html" }
Citations (may not include all citations):
349
Knowledge acquisition via incremental conceptual clustering (context) - Fisher - 1987
269
Toward memory-based reasoning (context) - Stanfill, Waltz - 1986
149
Derivational analogy: a theory of reconstructive problem sol.. (context) - Carbonell - 1986
142
Reasoning About Change: Time and Causation from the Standpoi.. (context) - Shoham - 1988
76
Conceptual Information Processing (context) - Schank - 1975
67
and structuring in belief networks (context) - Pearl - 1986
51
Planning and Understanding (context) - Wilensky - 1983
48
Causes for events: Their computation and applications (context) - Cox, Pietrzykowski - 1986
35
A computational model for causal and diagnostic reasoning in.. (context) - Kim, Pearl - 1983
34
Dynamic Memory (context) - Schank - 1982
34
Goals and Understanding: An Inquiry into Human Knowledge Str.. (context) - Schank, Abelson - 1977
32
A probabilistic causal model for diagnostic problem solving .. (context) - Peng, Reggia - 1987
30
Case-based Planning (context) - Hammond - 1989
19
Direct memory access parsing (context) - Riesbeck, Martin - 1985
18
Notes on schema for stories (context) - Rumelhart - 1975
10
Failure-driven reminding for incremental learning (context) - Riesbeck - 1981
9
Generalization from natural language text (context) - Lebowitz - 1983
8
Contributions to a Computer-based Theory of Strategies (context) - Findler - 1990
5
The use of memory in text processing (context) - Lebowitz - 1988
5
Causal relatedness and importance of story events (context) - Trabasso, Sperry - 1985
5
A computational theory of learning causal relationships (context) - Pazzani - 1991
4
Routine computing tasks: Planning as understanding (context) - Mannes, Kintsch - 1991
4
A common representation for problem-solving and language-com.. (context) - Charniak, Goldman - 1989
3
Models of incremental concept formation (context) - IEEE, on et al. - 1990
2
Preservation of specific experiences in the representation o.. (context) - Whittlesea - 1987
1
Hierarchical representation of causal knowledge (context) - Gabrielian, Stickney - 1987
1
Embracing causality in formal reasoning (context) - Error, argument
1
Organization and retrieval in a conceptual memory for events (context) - Kolodner - 1981
1
Learning schemata for natural language processing (context) - Science, Mooney et al. - 1985
1
A model-based method for computeraided medical decision-maki.. (context) - Error, argument et al. - 1978
1
a mechanical reasoning about causal relations (context) - Error, argument et al. - 1986
1
Degree of causal relatedness and memory (context) - the, Joint et al. - 1987
1
Explanation-based learning: An alternative view (context) - the, Conference et al. - 1986
1
Logic modelling of cognitive reasoning (context) - Hagers, Hansson - 1983
1
Integrated learning with incorrect and incomplete theories (context) - Memory, Pazzani - 1988
1
Causal and plausible reasoning in expert systems (context) - Error, argument - 1986
1
Distributed version of composite beliefs (context) - Pearl
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