How to use PHOG and LPQ features for Emotion Recognition? I have a database that consists of PHOG and LPQ features for each image. Now, I wish to train an SVM on these features for emotion recognition i.e SVM classifies the images on basis of emotion in the image. 

Please provide a detailed procedure on how to use these features to train SVM.
To train your SVM inevitably you need some baseline, which can be accquired from FERA 2011 contest. The whole procedure using this data is described in Emotion Recognition Using PHOG and LPQ features by Abhinav Dhall, Akshay Asthana, Roland Goecke and Tom Gedeon. After reading that there is a follow up FERA 2015.