Title:
USER UTILITY BILL PAYMENT ANALYSIS METHOD BASED ON CLUSTERING ALGORITHM AND TSVM MODEL
Document Type and Number:
WIPO Patent Application WO/2024/007094
Kind Code:
A1
Abstract:
The present invention relates to a user utility bill payment analysis method based on a clustering algorithm and a TSVM model. The method is characterized by comprising the following steps: S1, acquiring basic information and utility bill payment information of residential users within a set time and in a set area; S2, pre-classifying the utility bill payment information, so as to obtain pre-classified data of two categories; S3, performing clustering analysis on the pre-classified data, and respectively acquiring the optimal number of clustering categories corresponding to the two categories; S4, mixing the pre-classified data and original utility bill payment information, so as to obtain mixed data; S5, inputting the mixed data into a trained TSVM model, and respectively performing classification recognition on the mixed data in the two categories according to the optimal number of clustering categories; and S6, obtaining distribution situations of bill payment types and the basic information of the residential users within the set time and in the set area. Compared with the prior art, the present invention has the advantages of improving the effectiveness and rationality of analyzing utility bill payment behavior, etc.
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Inventors:
WANG XIAODONG (CN)
Application Number:
PCT/CN2022/103565
Publication Date:
January 11, 2024
Filing Date:
July 04, 2022
Export Citation:
Assignee:
JIAXING SHANGKUN TECH COMPANY LIMITED (CN)
International Classes:
G06Q20/02
Foreign References:
| CN112258067A | 2021-01-22 | |||
| CN111626614A | 2020-09-04 | |||
| CN110363071A | 2019-10-22 | |||
| US10949825B1 | 2021-03-16 |
Other References:
WANG, LIMEII; LI, JINFENG; YUE, QI: "k Means Clustering based Transductive Support Vector Machine Algorithm", COMPUTER ENGINEERING AND APPLICATIONS, HUABEI JISUAN JISHU YANJIUSUO, CN, vol. 49, no. 14, 31 December 2013 (2013-12-31), CN , pages 144 - 146, XP009552294, ISSN: 1002-8331
DU, HONGLE; ZHANG, YAN: "Transductive Support Vector Machine Algorithm Based on Cluster and Cooperative Labeling", HENAN SCIENCE, vol. 35, no. 1, 31 January 2017 (2017-01-31), pages 22 - 27, XP009552295, ISSN: 1004-3918
DU, HONGLE; ZHANG, YAN: "Transductive Support Vector Machine Algorithm Based on Cluster and Cooperative Labeling", HENAN SCIENCE, vol. 35, no. 1, 31 January 2017 (2017-01-31), pages 22 - 27, XP009552295, ISSN: 1004-3918
Attorney, Agent or Firm:
JIAXING BEICHUANG PATENT AGENCY (GENERAL PARTNERSHIP) (CN)
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