Coding for Random Projections

9 Aug 2013Ping LiMichael MitzenmacherAnshumali Shrivastava

The method of random projections has become very popular for large-scale applications in statistical learning, information retrieval, bio-informatics and other applications. Using a well-designed coding scheme for the projected data, which determines the number of bits needed for each projected value and how to allocate these bits, can significantly improve the effectiveness of the algorithm, in storage cost as well as computational speed... (read more)

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