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Fuzzy Personalized Scoring Model for Recommendation System

Abstract: 

In this research, we aim to propose a data preprocessing framework particularly for financial sector to generate the rating data as input to the collaborative system. First, clustering technique is applied to cluster all users based on their demographic information which might be able to differentiate the customers’ background. Then, for each customer group, the importance of demographic characteristics which are highly associated with financial products purchasing are analyzed by the proposed fuzzy integral technique. The importance scores across items and customers are generated either on customer groups and individuals. The analysis shows the proposed method is able to differentiate customers based on their demographic and purchasing behaviors. Also, the generated rating matrix can be directly used for collaborative filtering model.

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Paper Details

Authors:
Chao-Lung Yang, Shang-Che Hsu, Kai-Lung Hua, Wen-Huang Cheng
Submitted On:
8 May 2019 - 7:40am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Chao-Lung Yang
Paper Code:
3505
Document Year:
2019
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Document Files

Poster_design_20190508_final.pdf

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[1] Chao-Lung Yang, Shang-Che Hsu, Kai-Lung Hua, Wen-Huang Cheng, "Fuzzy Personalized Scoring Model for Recommendation System", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4077. Accessed: Aug. 25, 2019.
@article{4077-19,
url = {http://sigport.org/4077},
author = {Chao-Lung Yang; Shang-Che Hsu; Kai-Lung Hua; Wen-Huang Cheng },
publisher = {IEEE SigPort},
title = {Fuzzy Personalized Scoring Model for Recommendation System},
year = {2019} }
TY - EJOUR
T1 - Fuzzy Personalized Scoring Model for Recommendation System
AU - Chao-Lung Yang; Shang-Che Hsu; Kai-Lung Hua; Wen-Huang Cheng
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4077
ER -
Chao-Lung Yang, Shang-Che Hsu, Kai-Lung Hua, Wen-Huang Cheng. (2019). Fuzzy Personalized Scoring Model for Recommendation System. IEEE SigPort. http://sigport.org/4077
Chao-Lung Yang, Shang-Che Hsu, Kai-Lung Hua, Wen-Huang Cheng, 2019. Fuzzy Personalized Scoring Model for Recommendation System. Available at: http://sigport.org/4077.
Chao-Lung Yang, Shang-Che Hsu, Kai-Lung Hua, Wen-Huang Cheng. (2019). "Fuzzy Personalized Scoring Model for Recommendation System." Web.
1. Chao-Lung Yang, Shang-Che Hsu, Kai-Lung Hua, Wen-Huang Cheng. Fuzzy Personalized Scoring Model for Recommendation System [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4077