LNCS 2810 Compression Technique Preserving Correlations of a Multivariate Temporal Sequence 1st Edition by Ahlame Chouakria Douzal  ISBN 3540452311 9783540452317

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Product details:

ISBN 10: 3540452311

ISBN 13: 9783540452317

Author:  Ahlame Chouakria-Douzal  

LNCS 2810 – Compression Technique Preserving Correlations of a Multivariate Temporal Sequence 1st Edition: The application of Data Analysis methods to temporal sequences is limited because of the inherent high temporal dimension of the data. One promising solution consists in performing dimensionality reduction before analysing the sequences. We propose a new technique that reduces the temporal dimension of a multivariate sequence while preserving correlations between the sequence’s descriptive features, a highly important property for many Data Analysis process. We illustrate the effectiveness of the proposed technique for a multivariate temporal sequence of an intensive care unit application.

 

LNCS 2810 – Compression Technique Preserving Correlations of a Multivariate Temporal Sequence 1st Edition Table of contents:

1 Introduction

2 Local Variance-Covariance

3 Temporal Variance-Covariance

4 Definitions and Properties

4.1 Definitions

4.2 Properties

5 Temporal Sequence Compression

5.1 Initialization

5.2 Segmentation

5.3 Regression

5.4 Correlation Loss Estimation

6 Experimental Results

6.1 The Multivariate Temporal Sequence

6.2 Temporal Sequence Compression

7 Conclusion

 

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