1.3k citations · 2.8k across the 97 of their papers we have counts for
3 papers · 1 filter
Fast Training of Effective Multi-class Boosting Using Coordinate Descent Optimization
Guosheng Lin, Chunhua Shen, Anton van den Hengel +1
Wepresentanovelcolumngenerationbasedboostingmethod for multi-class classification. Our multi-class boosting is formulated in a single optimization problem as in Shen and Hao (2011)…
A General Two-Step Approach to Learning-Based Hashing
Guosheng Lin, Chunhua Shen, David Suter +1
Most existing approaches to hashing apply a single form of hash function, and an optimization process which is typically deeply coupled to this specific form. This tight coupling r…
StructBoost: Boosting Methods for Predicting Structured Output Variables
Chunhua Shen, Guosheng Lin, Anton van den Hengel
Boosting is a method for learning a single accurate predictor by linearly combining a set of less accurate weak learners. Recently, structured learning has found many applications…