Project Overview: This project explores Adaptive Boosting (AdaBoost), an ensemble machine learning algorithm that sequentially improves weak classifiers to form a strong classifier. The report ...

This paper proposes a novel method for detecting faces in color images using AdaBoost algorithm combined with PI diagram. First, potential face area is detected using PI diagram which is constructed ...

The technique of Boosting uses various loss functions. In case of Adaptive Boosting or AdaBoost, it minimises the exponential loss function that can make the algorithm sensitive to the outliers. With ...

Run your algorithm on the USPS data (the digit data we used in Homework 2, use the training and test data for the 3s and 8s) and evaluate your results using cross validation. More precisely: Your ...