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iv Chapter

In this work, we analyze more than two million news photos published in January 2016. To our best knowledge, this is the first large-scale study of news photos by the GDELT project and deep learning-based vision APIs.

............................................................................................................................................................ ii Acknowledgements ..................................................................................................................................... iii Table of Content ....................................................................

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We present MultiGranCNN, a general deep learning architecture for matching text chunks. MultiGranCNN supports multigranular comparability of representations: shorter sequences in one chunk can be directly compared to longer sequences in the other chunk. MultiGranCNN also contains a flexible and modularized match feature component that is easily adaptable to different types of chunk matching. We...

This book is aimed to provide an overview of general deep learning methodology and its applications to a variety of signal and information processing tasks. The application areas are chosen with the following three criteria: 1) expertise or knowledge of the authors; 2) the application areas that have already been transformed by the successful use of deep learning technology, such as speech reco...

In recent years, Deep Learning at the latest developed field belonging to soft computing. The Deep learning has been a hot topic in the communities of artificial intelligence, artificial neural networks and machine learning. It tries to mimic the human brain, which is capable of processing the intricate input data, learning various knowledge’s intellectually and intense as well as solving sundr...