DocumentCode :
259518
Title :
Mobile App Connecting People Based on Personality Detection and Image Perception Analysis
Author :
Ruichi Yu ; Shuguan Yang ; Guifan Li ; Chao Qian ; Sambit Sahu ; Ching-Yung Lin
Author_Institution :
Columbia Univ., New York, NY, USA
fYear :
2014
fDate :
10-12 Dec. 2014
Firstpage :
333
Lastpage :
340
Abstract :
We propose a personality detection algorithm based on human perceptions of images and created a mobile social application named Date gram to test the efficiency of our algorithm and connect people who share similar image perceptions. We detect user\´s Big Five personality based on their perceptual opinions on several images. Users in Date gram are matched to play visual-sentiment games, through which their connections based on personality similarity are further strengthened. Datagram utilizes techniques of image sentiment detection to analyze user\´s personality. Given the collected personal sentiment perception data, we proposed personality-mapping algorithm to categorize users into "Big Five" personality. After the Adjective-Noun-Pairs (ANPs) are extracted from each image, a personalized image-profile that consists of multiple pairs of ANPs and corresponding user decisions is generated. This profile is treated as the input of our algorithm, and a modified Latent Dirichlet Allocation (LDA) model is applied to extract personality-related features. "Big Five" personality values are calculated by a word-personality mapping algorithm where the technique of Linguistic Inquiry and Word Count (LIWC) is used. To evaluate our proposed algorithm, we did user studies over visual sentiments as well as personality detections. The results demonstrate that sentimental opinions from different persons vary significantly towards the same image, people would prefer to connect with those sharing similar perceptions of images and similar personalities with them.
Keywords :
computer games; feature extraction; mobile computing; social networking (online); ANP; Adjective-Noun-Pair; Dategram; LIWC; image perception analysis; image sentiment detection; linguistic inquiry-and-word count; mobile social application; modified LDA model; modified latent Dirichlet allocation model; personal sentiment perception data; personality detection; personality-mapping algorithm; personality-related feature extraction; personalized image-profile; visual-sentiment games; Bayes methods; Detection algorithms; Detectors; Games; Mobile communication; Social network services; Vectors; Image Perception; Mobile Computing; Multimedia Processing; Perception Analysis; Personality Analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Multimedia (ISM), 2014 IEEE International Symposium on
Conference_Location :
Taichung
Print_ISBN :
978-1-4799-4312-8
Type :
conf
DOI :
10.1109/ISM.2014.73
Filename :
7033047
Link To Document :
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