The Center for Education and Research in Information Assurance and Security (CERIAS)

The Center for Education and Research in
Information Assurance and Security (CERIAS)

Deformable Markov Model Templates for Time-Series Pattern Matching

Author

Xianping Ge, Padhriac Smyth

Entry type

article

Abstract

This paper addresses the problem of automatically detecting specific patterns or shapes in time-series data. A novel and flexible approach is proposed based on segmental semi-Markov models. Unlike dynamic time-warping or template-matching, the proposed framework provides a principled and coherent framework for leveraging both prior knowledge and training data....

Key alpha

Ge

Pages

16

Affiliation

University of California, Irvine

Publication Date

2001-01-01

Language

English

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