Multiple cue integration in transductive confidence machines for head pose classification

Vineeth N Balasubramanian Sethuraman Panchanathan Shayok Chakraborty
Abstract: An important facet of learning in an online setting is the confidence associated with a prediction on a given test data point. In an online learning scenario, it would be expected that the system can increase its confidence of prediction as training data increases. We present a statistical approach in this work to associate a confidence value with a predicted class label in an online learning scenario. Our work is based on the existing work on Transductive Confidence Machines (TCM)[1], which provided a methodology to define a ...