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Spatio-Temporal Multimedia Big Data Analytics Using Deep Neural Networks, Samira Pouyanfar
Spatio-Temporal Multimedia Big Data Analytics Using Deep Neural Networks, Samira Pouyanfar
FIU Electronic Theses and Dissertations
With the proliferation of online services and mobile technologies, the world has stepped into a multimedia big data era, where new opportunities and challenges appear with the high diversity multimedia data together with the huge amount of social data. Nowadays, multimedia data consisting of audio, text, image, and video has grown tremendously. With such an increase in the amount of multimedia data, the main question raised is how one can analyze this high volume and variety of data in an efficient and effective way. A vast amount of research work has been done in the multimedia area, targeting different aspects …
Multimodal Data Analytics And Fusion For Data Science, Haiman Tian
Multimodal Data Analytics And Fusion For Data Science, Haiman Tian
FIU Electronic Theses and Dissertations
Advances in technologies have rapidly accumulated a zettabyte of “new” data every two years. The huge amount of data have a powerful impact on various areas in science and engineering and generates enormous research opportunities, which calls for the design and development of advanced approaches in data analytics. Given such demands, data science has become an emerging hot topic in both industry and academia, ranging from basic business solutions, technological innovations, and multidisciplinary research to political decisions, urban planning, and policymaking. Within the scope of this dissertation, a multimodal data analytics and fusion framework is proposed for data-driven knowledge discovery …