Multiple Kernel Learning. Marius Kloft Technische Universität Berlin (now: Courant / Sloan-Kettering Institute). TexPoint fonts used in EMF. Read the TexPoint manual before you delete this box.: A A. Machine Learning. Example Object detection in images. Aim
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Multiple Kernel Learning
Technische Universität Berlin
(now: Courant / Sloan-Kettering Institute)
TexPoint fonts used in EMF.
Read the TexPoint manual before you delete this box.: AA
How to combine the views?
Non-sparse Multiple Kernel Learning
Optimization over weights
~ 1-2 orders of magnitude faster
→ BoW-S alone is not sufficient
Visual Object Recognition
winner of ImageCLEF 2011 Photo-annotation Challenge
gene detector competitive to winner of int. comparison
Training with >100,000 data points and >1000 Kernels
Sharp learning bounds