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» Online summarization of dynamic time series data
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AINA
2008
IEEE
15 years 3 months ago
Missing Value Estimation for Time Series Microarray Data Using Linear Dynamical Systems Modeling
The analysis of gene expression time series obtained from microarray experiments can be effectively exploited to understand a wide range of biological phenomena from the homeostat...
Connie Phong, Raul Singh
ICDM
2007
IEEE
196views Data Mining» more  ICDM 2007»
15 years 3 months ago
Diagnosing Similarity of Oscillation Trends in Time Series
Sensor networks have increased the amount and variety of temporal data available, requiring the definition of new techniques for data mining. Related research typically addresses...
Leonardo E. Mariote, Claudia Bauzer Medeiros, Rica...
117
Voted
BIOCOMP
2006
14 years 10 months ago
Dynamic Bayesian Network (DBN) with Structure Expectation Maximization (SEM) for Modeling of Gene Network from Time Series Gene
Exploring gene regulatory network is a key topic in molecular biology. In this paper, we present a new dynamic Bayesian network (DBN) framework embedded with structural expectatio...
Yu Zhang, Zhidong Deng, Hongshan Jiang, Peifa Jia
146
Voted
SDM
2012
SIAM
285views Data Mining» more  SDM 2012»
12 years 11 months ago
A Novel Approximation to Dynamic Time Warping allows Anytime Clustering of Massive Time Series Datasets
Given the ubiquity of time series data, the data mining community has spent significant time investigating the best time series similarity measure to use for various tasks and dom...
Qiang Zhu 0002, Gustavo E. A. P. A. Batista, Thana...
BIOINFORMATICS
2007
100views more  BIOINFORMATICS 2007»
14 years 9 months ago
Boolean dynamics of genetic regulatory networks inferred from microarray time series data
Shawn Martin, Zhaoduo Zhang, Anthony Martino, Jean...