An Introduction to Support Vector Machines and Other Kernel-based Learning Methods (Inbunden)
avNello Christianini, John Shawe-Taylor, Nello Cristianini
ISBN: 9780521780193 - UTGIVEN: 200003This is the first comprehensive introduction to Support Vector Machines (SVMs), a new generation learning system based on recent advances in statistical learning theory. SVMs deliver state-of-the-art performance in real-world applications such as text categorisation, hand-written character recogniti[...]
Introduction to Computational Genomics (Häftad)
avNello Cristianini, Matthew W. Hahn
ISBN: 9780521671910 - UTGIVEN: 200612Where did SARS come from? Have we inherited genes from Neanderthals? How do plants use their internal clock? The genomic revolution in biology enables us to answer such questions. But the revolution would have been impossible without the support of powerful computational and statistical methods that[...]
Kernel Methods for Pattern Analysis (Inbunden)
avJohn Shawe-Taylor, Nello Cristianini
ISBN: 9780521813976 - UTGIVEN: 200406Kernel methods provide a powerful and unified framework for pattern discovery, motivating algorithms that can act on general types of data (e.g. strings, vectors or text) and look for general types of relations (e.g. rankings, classifications, regressions, clusters). The application areas range from[...]
