Skip navigation
Skip navigation
Open Research will be down for maintenance between 8:00am and 8:15am on Thursday, 22 August 2019

Hash kernels and structured learning

Shi, Qinfeng


Vast amounts of data being generated, how to process massive data remains a challenge for machine learning algorithms. We propose hash kernels to facilitate efficient kernels which can deal with massive multi-class problems. We show a principled way to compute the kernel matrix for data streams and sparse feature spaces. We further generalise it via sampling to graphs. Later we exploit the connection between hash kernels with compressed sensing, and apply hashing to face recognition which...[Show more]

CollectionsOpen Access Theses
Type: Thesis (PhD)


File Description SizeFormat Image
b25699714_Shi_Qinfeng.pdf32.3 MBAdobe PDFThumbnail

Items in Open Research are protected by copyright, with all rights reserved, unless otherwise indicated.

Updated:  22 January 2019/ Responsible Officer:  University Librarian/ Page Contact:  Library Systems & Web Coordinator