15 citations · 16 across the 3 of their papers we have counts for
6 papers
On the Learning with Augmented Class via Forests
Fan Xu, Wuyang Chen, Wei Gao
Decision trees and forests have achieved successes in various real applications, most working with all testing classes known in training data. In this work, we focus on learning wi…
On the Optimization of Margin Distribution
Meng-Zhang Qian, Zheng Ai, Teng Zhang +1
Margin has played an important role on the design and analysis of learning algorithms during the past years, mostly working with the maximization of the minimum margin. Recent year…
Towards Understanding Theoretical Advantages of Complex-Reaction Networks
Shao-Qun Zhang, Wei Gao, Zhi-Hua Zhou
Complex-valued neural networks have attracted increasing attention in recent years, while it remains open on the advantages of complex-valued neural networks in comparison with rea…
Effects of the optimisation of the margin distribution on generalisation in deep architectures
Lech Szymanski, Brendan McCane, Wei Gao +1
Despite being so vital to success of Support Vector Machines, the principle of separating margin maximisation is not used in deep learning. We show that minimisation of margin vari…
Unorganized Malicious Attacks Detection
Ming Pang, Wei Gao, Min Tao +1
Recommender system has attracted much attention during the past decade. Many attack detection algorithms have been developed for better recommendations, mostly focusing on shilling…
On the Resistance of Nearest Neighbor to Random Noisy Labels
Wei Gao, Bin-Bin Yang, Zhi-Hua Zhou
Nearest neighbor has always been one of the most appealing non-parametric approaches in machine learning, pattern recognition, computer vision, etc. Previous empirical studies part…