Movie Recommendation System Using Color Psychology Based on Emotions

被引:0
作者
Ramya, G. R. [1 ]
Bhatnagar, Priyadarshini [1 ]
机构
[1] Amrita Vishwa Vidyapeetham, Dept Comp Sci & Engn, Amrita Sch Engn, Coimbatore, Tamil Nadu, India
来源
INVENTIVE COMPUTATION AND INFORMATION TECHNOLOGIES, ICICIT 2021 | 2022年 / 336卷
关键词
Content-based filtering; Collaborative filtering; Movie recommendation; Color psychology; K-nearest neighbours; Singular value decomposition; Hybridisation;
D O I
10.1007/978-981-16-6723-7_35
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Emotions are the undeniable reliance of information in bridging human and machine intercommunication. Machines are able to recommend better when they can comprehend an individual's emotions. Producing emotions in the users is conventionally recognised as the fundamental goal of movies. Hence, movie recommendations based on one's emotional trajectory is key as it allows them to map movie recommendations based on their emotional stage. This paper uses color psychology in capturing user emotions. Two criterions including collaborative filtering (CF) and content-based filtering (CBF) are applied in comparing the apparent user interest profile and identifying like minded users with their cross-recommended items. This is achieved using algorithms with the ability of computing the recommended hybrid and detecting prevalent the emotions. As a result, the system seeks efficiency improvement and enhancement of quality of recommendations.
引用
收藏
页码:463 / 480
页数:18
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