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Contents
Part I Introduction
1 Disruptive Innovation: Large Scale Multimedia Data Mining . . . . 3
Aaron K. Baughman, Jia-Yu Pan, Jiang Gao
and Valery A. Petrushin
Part II Mobile and Social Multimedia Data Exploration
2 Sentiment Analysis Using Social Multimedia . . . . . . . . . . . . . . . . 31
Jianbo Yuan, Quanzeng You and Jiebo Luo
3 Twitter as a Personalizable Information Service. . . . . . . . . . . . . . 61
Mario Cataldi, Luigi Di Caro and Claudio Schifanella
4 Mining Popular Routes from Social Media. . . . . . . . . . . . . . . . . . 93
Ling-Yin Wei, Yu Zheng and Wen-Chih Peng
5 Social Interactions over Location-Aware Multimedia Systems . . . . 117
Yi Yu, Roger Zimmermann and Suhua Tang
6 In-house Multimedia Data Mining . . . . . . . . . . . . . . . . . . . . . . . . 147
Christel Amato, Marc Yvon and Wilfredo Ferré
7 Content-Based Privacy for Consumer-Produced Multimedia. . . . . 157
Gerald Friedland, Adam Janin, Howard Lei, Jaeyoung Choi
and Robin Sommer
vii
Part III Biometric Multimedia Data Processing
8 Large-Scale Biometric Multimedia Processing . . . . . . . . . . . . . . . 177
Stefan van der Stockt, Aaron K. Baughman
and Michael Perlitz
9 Detection of Demographics and Identity in Spontaneous
Speech and Writing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 205
Aaron Lawson, Luciana Ferrer, Wen Wang and John Murray
Part IV Multimedia Data Modeling, Search and Evaluation
10 Evaluating Web Image Context Extraction . . . . . . . . . . . . . . . . . 229
Sadet Alcic and Stefan Conrad
11 Content Based Image Search for Clothing
Recommendations in E-Commerce . . . . . . . . . . . . . . . . . . . . . . . 253
Haoran Wang, Zhengzhong Zhou, Changcheng Xiao
and Liqing Zhang
12 Video Retrieval Based on Uncertain Concept Detection
Using Dempster–Shafer Theory. . . . . . . . . . . . . . . . . . . . . . . . . . 269
Kimiaki Shirahama, Kenji Kumabuchi, Marcin Grzegorzek
and Kuniaki Uehara
13 Multimodal Fusion: Combining Visual and Textual
Cues for Concept Detection in Video . . . . . . . . . . . . . . . . . . . . . . 295
Damianos Galanopoulos, Milan Dojchinovski,
Krishna Chandramouli, Tomáš Kliegr and Vasileios Mezaris
14 Mining Videos for Features that Drive Attention . . . . . . . . . . . . . 311
Farhan Baluch and Laurent Itti
15 Exposing Image Tampering with the Same
Quantization Matrix . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 327
Qingzhong Liu, Andrew H. Sung, Zhongxue Chen
and Lei Chen
viii Contents
Part V Algorithms for Multimedia Data Presentation,
Processing and Visualization
16 Fast Binary Embedding for High-Dimensional Data . . . . . . . . . . . 347
Felix X. Yu, Yunchao Gong and Sanjiv Kumar
17 Fast Approximate K-Means via Cluster Closures . . . . . . . . . . . . . 373
Jingdong Wang, Jing Wang, Qifa Ke, Gang Zeng
and Shipeng Li
18 Fast Neighborhood Graph Search Using Cartesian
Concatenation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 397
Jingdong Wang, Jing Wang, Gang Zeng, Rui Gan,
Shipeng Li and Baining Guo
19 Listen to the Sound of Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . 419
Mark Last and Anna Usyskin (Gorelik)
Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 447
Subject Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 449