Heikki Mannila, Hannu Toivonen  Home/Search
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Abstract: Sequences of events are an important special form of data that arises in several contexts, including telecommunications, user interface studies, and epidemiology. We present a general and flexible framework of specifying classes of generalized episodes. These are recurrent combinations of events satisfying certain conditions. The framework can be instantiated to a wide variety of applications by selecting suitable primitive conditions. We present algorithms for discovering frequently occurring... (Update)
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BibTeX entry: (Update)
H. Mannila and H. Toivonen. Discovering generalized episodes using minimal occurrences. In Proceedings of the Second Int'l Conference on Knowledge Discovery and Data Mining (KDD'96), pp. 146 -- 151, Portland, Oregon, August 1996. AAAI Press. http://citeseer.ist.psu.edu/mannila96discovering.html More
@inproceedings{ mannila96discovering,
author = "Heikki Mannila and Hannu Toivonen",
title = "Discovering Generalized Episodes Using Minimal Occurrences",
booktitle = "Knowledge Discovery and Data Mining",
pages = "146-151",
year = "1996",
url = "citeseer.ist.psu.edu/mannila96discovering.html" }
Citations (may not include all citations):388 Inductive Logic Programming - Muggleton - 1992 ACM DBLP
208 Fast algorithms for mining association rules in large databa.. (context) - Agrawal, Srikant - 1994
189 Discovering frequent episodes in sequences (context) - Mannila, Toivonen et al. - 1995 DBLP
106 Composite event specification in active databases - Gehani, Jagadish et al. - 1992 ACM
51 Combinatorial pattern discovery for scientific data: Some pr.. (context) - Wang, Chirn et al. - 1994 DBLP
38 Situation recognition: Representation and algorithms (context) - Dousson, Gaborit et al. - 1993 DBLP
36 Knowledge discovery from telecommunication network alarm dat.. - Hatonen, Klemettinen et al. - 1996 ACM DBLP
21 Testing complex temporal relationships involving multiple gr.. - Bettini, Wang et al. - 1996
13 Identifying and using patterns in sequential data (context) - Laird - 1993 ACM DBLP
8 and Verkamo (context) - Mannila, Toivonen - 1994
6 Generating scenarios from specifications of repeating events (context) - Morris, Khatib et al. - 1995
1 and Ramakrishnan (context) - Seshadri, Livny - 1996
1 implementation of sequence database system (context) - Design - 1996
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