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author:

Pan, Ding (Pan, Ding.) [1] | Pan, Yan (Pan, Yan.) [2] (Scholars:潘琰)

Indexed by:

CPCI-S EI Scopus

Abstract:

A continuous data mining based on a session model generates a measure sequence of first-order rule. The parameter estimation for the measure sequence obtains basic characteristic of dynamic evolution, used to explain the interestingness and evolutional regularity of the rule. The information diffusion estimation method for the sequence with a small sample is proposed. Being one of higher order mining technique, it attempts to solve the parameter estimation problem of measure sequence composed of incomplete data set, based on the principle of information diffusion. The algorithms are considered from two aspects of descriptive modeling and predictive modeling, and presented for the diffusion estimation in ascend/descend trend, using the measure sequence regarded as incomplete sample. Experiment results show the effectiveness, fine robustness and simplicity.

Keyword:

incomplete sample information diffusion parameter estimation

Community:

  • [ 1 ] [Pan, Ding]Jinan Univ, Sch Management, Guangzhou 510632, Guangdong, Peoples R China
  • [ 2 ] [Pan, Yan]Fuzhou Univ, Sch Management, Fuzhou 350002, Peoples R China

Reprint 's Address:

  • [Pan, Ding]Jinan Univ, Sch Management, Guangzhou 510632, Guangdong, Peoples R China

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Source :

PROCEEDINGS OF 2006 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7

Year: 2006

Page: 1025-,

Language: English

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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