Kernel methods in computational biology

• Other Authors: Schölkopf, Bernhard, Tsuda, Koji, Vert, Jean-Philippe
• Format: eBook
• Language: English
• Published: Cambridge, Mass. : MIT Press, c2004.
• Series: Computational molecular biology.; Computational biology.
• Subjects: Computational biology.; Kernel functions.; elektronické knihy; electronic books
• ISBN: 9780262256926
• Physical Description: 1 online zdroj (ix, 400 p.) : ill.

Table of Contents:

• 1. A primer on molecular biology / Alexander Zien
• 2. A primer on kernel methods / Jean-Philippe Vert, Koji Tsuda and Bernhard Scholkopf
• 3. Support vector machine applications in computational biology / William Stafford Noble
• 4. Inexact matching string kernels for protein classification / Christina Leslie, Rui Kuang and Eleazar Eskin
• 5. Fast kernels for string and tree matching / S. V. N. Vishwanathan and Alexander Johannes Smola
• 6. Local alignment kernels for biological sequences / Jean-Philippe Vert, Hiroto Saigo and Tatsuya Akutsu
• 7. Kernels for graphs / Hisashi Kashima, Koji Tsuda and Akihiro Inokuchi
• 8. Diffusion kernels / Risi Kondor and Jean-Philippe Vert