Title :
Ergonomics Automotive Design Recommendation Using Image Based Collaborative Filtering
Author :
Jung, Ho-Ill ; Jo, Sun-Moon ; Rim, Kee-Wook ; Lee, Jung-Hyun ; Chung, Kyung-Yong
Author_Institution :
Dept. of Comput. Inf. Eng., Sangji Univ., Sangji, South Korea
Abstract :
An analysis of customers´ sensibility and preferences is an important business strategy in a motor industry that is increa-singly becoming more customer oriented. This paper proposes ergonomics automotive design recommendation using the image based collaborative filtering. The proposed method applies a method that supports car design using the image based collaborative filtering utilizing sensibility as a starting point in the development process. Although a collaborative filtering process can well predict the users´ interests and preferences, it cannot efficiently analyze de-sign information while considering the con-tents of specific items. The process extracts features from the image data that the users are interested in to mitigate a problem, which is regarded as an undulated analysis, and then recom-mends an automotive design by combining the image filtering and collaborative filtering that use the static relationship between the users´ preference and the image color information. The pro-posed system provides a recommendation by the image based collaborative filtering. Ultimately, this paper suggests empirical applications to verify the adequacy and validity of this system.
Keywords :
automobile industry; collaborative filtering; design engineering; ergonomics; feature extraction; image colour analysis; image retrieval; production engineering computing; recommender systems; business strategy; car design; customers preference analysis; customers sensibility analysis; ergonomics automotive design recommendation; feature extraction; image based collaborative filtering process; image color information; image filtering; motor industry; user interest prediction; user preference prediction; Automobiles; Automotive engineering; Collaboration; Computers; Ergonomics; Filtering; Visualization;
Conference_Titel :
Information Science and Applications (ICISA), 2012 International Conference on
Conference_Location :
Suwon
Print_ISBN :
978-1-4673-1402-2
DOI :
10.1109/ICISA.2012.6220920