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» Mining Surprising Patterns Using Temporal Description Length
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VLDB
1998
ACM
100views Database» more  VLDB 1998»
14 years 3 months ago
Mining Surprising Patterns Using Temporal Description Length
Soumen Chakrabarti, Sunita Sarawagi, Byron Dom
KI
2004
Springer
14 years 4 months ago
Mining Hierarchical Temporal Patterns in Multivariate Time Series
Abstract. The Unification-based Temporal Grammar is a temporal extension of static unification-based grammars. It defines a hierarchical temporal rule language to express comple...
Fabian Mörchen, Alfred Ultsch
SDM
2012
SIAM
289views Data Mining» more  SDM 2012»
12 years 1 months ago
Mining Compressing Sequential Patterns
Compression based pattern mining has been successfully applied to many data mining tasks. We propose an approach based on the minimum description length principle to extract seque...
Hoang Thanh Lam, Fabian Moerchen, Dmitriy Fradkin,...
ICDE
2005
IEEE
180views Database» more  ICDE 2005»
15 years 6 days ago
A Unified Framework for Monitoring Data Streams in Real Time
Online monitoring of data streams poses a challenge in many data-centric applications, such as telecommunications networks, traffic management, trend-related analysis, webclick st...
Ahmet Bulut, Ambuj K. Singh
KDD
2012
ACM
217views Data Mining» more  KDD 2012»
12 years 1 months ago
The long and the short of it: summarising event sequences with serial episodes
An ideal outcome of pattern mining is a small set of informative patterns, containing no redundancy or noise, that identifies the key structure of the data at hand. Standard freq...
Nikolaj Tatti, Jilles Vreeken