Support Vector Machines

Fisher

SVMS – Best Brand – Best Budget – Best Products – Black Friday Deals – Home & Garden – Reviews – Homepage – Top 10 – Top Rated Fisher Kernel   Paper Fisher Kernel (.pdf) Links Wikipedia: Fisher kernel Bibliography ARAN, O. and L. AKARUN, 2006. … Two Handed Gestures with Generative, Discriminative and Ensemble Methods …

Fisher Read More »

Kernels

SVMS – Best Brand – Best Budget – Best Products – Black Friday Deals – Home & Garden – Reviews – Homepage – Top 10 – Top Rated Kernel Methods   Kernel Methods (.pdf) Terminology The term kernel is derived from a word that can be traced back to c. 1000 and originally meant a seed (contained within a fruit) …

Kernels Read More »

Implementation

SVMS – Best Brand – Best Budget – Best Products – Black Friday Deals – Home & Garden – Reviews – Homepage – Top 10 – Top Rated Implementation   Training: Compute Gram matrix Gij = yiyjK(qi; qj) Solve QP to get a Compute intercept c by using complementarity or duality Classification: Compute ki = K(q, qi) for support vectors qi Compute f = c+Σi aikiyi Test …

Implementation Read More »

Hyperplane

SVMS – Best Brand – Best Budget – Best Products – Black Friday Deals – Home & Garden – Reviews – Homepage – Top 10 – Top Rated SVM Hyperplane   ZHANG, Bin, Is the Maximal Margin Hyperplane Special in a Feature Space? Zhang (2001)

Hilbert

SVMS – Best Brand – Best Budget – Best Products – Black Friday Deals – Home & Garden – Reviews – Homepage – Top 10 – Top Rated Hilbert Space   Hilbert space – Wikipedia Hilbert Space — From MathWorld “Hilbert space” – Google Scholar “Hilbert space” – Google Search “The literature on SVMs usually …

Hilbert Read More »

Finance

Support Vector Machines: Financial Applications   Listed in order of citations per year, highest at the top. Last updated September 2006. PANG, Bo, Lillian LEE and Shivakumar VAITHYANATHAN, 2002. Thumbs up? Sentiment Classification using Machine Learning Techniques, In: EMNLP ’02: Proceedings of the ACL-02 Conference on Empirical Methods in Natural Language Processing – Volume 10, pages 79–86. …

Finance Read More »

Feature Selection

SVMs and Feature Selection   MUKHERJEE, S., Bioinformatics Applications and Feature Selection for SVMs Mukherjee (2001) NIYOGI, Partha, Chris BURGES and Padma RAMESH, Distinctive Feature Detection Using Support Vector Machines Niyogi, Burges and Ramesh (1998) Support Vector Methods in Learning and Feature Extraction Schölkopf et al. (1998) Feature Selection for SVMs Weston et al.

Dual

SVMS – Best Brand – Best Budget – Best Products – Black Friday Deals – Home & Garden – Reviews – Homepage – Top 10 – Top Rated Duality   Duality (mathematics) – Wikipedia Dual problem – Wikipedia Linear programming: Duality – Wikipedia “dual optimization problem” – Google Scholar “dual optimization problem” – Google Search …

Dual Read More »