International Journal of Computational Intelligence Systems

Volume 4, Issue 4, June 2011, Pages 728 - 738

Mining Multi-scale Intervention Rules from Time Series and Complex Network

Authors
Jiaoling Zheng, Changjie Tang, Shaojie Qiao, Ning Yang, Yue Wang
Corresponding Author
Shaojie Qiao
Received 2 September 2010, Accepted 18 August 2011, Available Online 2 September 2011.
DOI
https://doi.org/10.2991/ijcis.2011.4.4.25How to use a DOI?
Keywords
Intervention rule, Complex network, Time series, Decomposition, Multi-scale
Abstract

This paper proposes the concept of intervention rule which tries to reveal the interventional relationship between elements in a system in the following three aspects. (1) Casual relationship. Intervention rule shows which element is the cause and which element is the consequence. (2) Quantitative relationship: Intervention rule shows the quantitative intensity of how the change of the causal element interferes with the change of the consequential element. (3) Multi-scale intervention relationship. Intervention rule shows the intervention at different decomposition scale of the original system, since sub system may exhibit different mechanism from the original system. This paper first introduces a general intervention rule framework, and then transforms the framework into concrete intervention rules for complex network data and time series data. Then, it proposes two algorithms to mine the intervention rules from the two different systems. Finally, the experimental results show that multi-scale intervention rules do exist in real dataset. And the intervention intensity of each sub graph and sub series are always 4 or 5 time larger than intervention intensity of the original data.

Copyright
© 2011, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Journal
International Journal of Computational Intelligence Systems
Volume-Issue
4 - 4
Pages
728 - 738
Publication Date
2011/09/02
ISSN (Online)
1875-6883
ISSN (Print)
1875-6891
DOI
https://doi.org/10.2991/ijcis.2011.4.4.25How to use a DOI?
Copyright
© 2011, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - JOUR
AU  - Jiaoling Zheng
AU  - Changjie Tang
AU  - Shaojie Qiao
AU  - Ning Yang
AU  - Yue Wang
PY  - 2011
DA  - 2011/09/02
TI  - Mining Multi-scale Intervention Rules from Time Series and Complex Network
JO  - International Journal of Computational Intelligence Systems
SP  - 728
EP  - 738
VL  - 4
IS  - 4
SN  - 1875-6883
UR  - https://doi.org/10.2991/ijcis.2011.4.4.25
DO  - https://doi.org/10.2991/ijcis.2011.4.4.25
ID  - Zheng2011
ER  -