Zhi-Hua Zhou

Result Diversification by Multi-objective Evolutionary Algorithms with Theoretical Guarantees

Chao Qian, Dan-Xuan Liu, Zhi-Hua Zhou

Comments 53 pages, 2 figures

Corralling a Larger Band of Bandits: A Case Study on Switching Regret for Linear Bandits

Haipeng Luo, Mengxiao Zhang, Peng Zhao, Zhi-Hua Zhou

No-Regret Learning in Time-Varying Zero-Sum Games

Mengxiao Zhang, Peng Zhao, Haipeng Luo, Zhi-Hua Zhou

A Simple Approach for Non-stationary Linear Bandits

Peng Zhao, Lijun Zhang, Yuan Jiang, Zhi-Hua Zhou

Comments An earlier version was published at AISTATS 2020. We found a technical flaw and fixed it in the note arXiv:2103.05324v1. Now, we update the conference version to present the final results

ARISE: ApeRIodic SEmi-parametric Process for Efficient Markets without Periodogram and Gaussianity Assumptions

Shao-Qun Zhang, Zhi-Hua Zhou

Imitation Learning from Pixel-Level Demonstrations by HashReward

Xin-Qiang Cai, Yao-Xiang Ding, Yuan Jiang, Zhi-Hua Zhou

Comments Accepted by AAMAS-2021

Bifurcation Spiking Neural Network

Shao-Qun Zhang, Zhao-Yu Zhang, Zhi-Hua Zhou

Comments 18 pages

Prediction with Unpredictable Feature Evolution

Bo-Jian Hou, Lijun Zhang, Zhi-Hua Zhou

Towards an Understanding of Benign Overfitting in Neural Networks

Zhu Li, Zhi-Hua Zhou, Arthur Gretton

Dual Adaptivity: A Universal Algorithm for Minimizing the Adaptive Regret of Convex Functions

Lijun Zhang, Guanghui Wang, Wei-Wei Tu, Zhi-Hua Zhou

Storage Fit Learning with Feature Evolvable Streams

Bo-Jian Hou, Yu-Hu Yan, Peng Zhao, Zhi-Hua Zhou

AliExpress Learning-To-Rank: Maximizing Online Model Performance without Going Online

Guangda Huzhang, Zhen-Jia Pang, Yongqing Gao, Yawen Liu, Weijie Shen, Wen-Ji Zhou, Qing Da, An-Xiang Zeng, Han Yu, Yang Yu, Zhi-Hua Zhou

Dynamic Regret of Convex and Smooth Functions

Peng Zhao, Yu-Jie Zhang, Lijun Zhang, Zhi-Hua Zhou

An Unbiased Risk Estimator for Learning with Augmented Classes

Yu-Jie Zhang, Peng Zhao, Zhi-Hua Zhou

Journal ref NeurIPS 2020

Isolation Distributional Kernel: A New Tool for Point & Group Anomaly Detection

Kai Ming Ting, Bi-Cun Xu, Takashi Washio, Zhi-Hua Zhou

Comments 14 pages

Flexible Transmitter Network

Shao-Qun Zhang, Zhi-Hua Zhou

Bandit Convex Optimization in Non-stationary Environments

Peng Zhao, Guanghui Wang, Lijun Zhang, Zhi-Hua Zhou

Journal ref AISTATS 2020

Handling Concept Drift via Model Reuse

Peng Zhao, Le-Wen Cai, Zhi-Hua Zhou

Journal ref Machine Learning, 2020, 109(3): 533-568

Multi-Layered Gradient Boosting Decision Trees

Ji Feng, Yang Yu, Zhi-Hua Zhou

Journal ref NeurIPS 2018

AutoEncoder by Forest

Ji Feng, Zhi-Hua Zhou

Journal ref AAAI 2018

Distribution-Free One-Pass Learning

Peng Zhao, Zhi-Hua Zhou

Journal ref IEEE Transactions on Knowledge and Data Engineering 2019

Deep Forest

Zhi-Hua Zhou, Ji Feng

Journal ref National Science Review, 2019, 6(1): 74-86

Unorganized Malicious Attacks Detection

Ming Pang, Wei Gao, Min Tao, Zhi-Hua Zhou

Journal ref NIPS 2018

Crowdsourcing with Unsure Option

Yao-Xiang Ding, Zhi-Hua Zhou

Comments 25 pages, 1 figures

Journal ref Machine Learning, 2018, 107(4): 749-766

A Unified View of Multi-Label Performance Measures

Xi-Zhu Wu, Zhi-Hua Zhou

Journal ref ICML 2017

One-Pass Learning with Incremental and Decremental Features

Chenping Hou, Zhi-Hua Zhou

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence, 2018, 40(11): 2776-2792

Optimal Margin Distribution Machine

Teng Zhang, Zhi-Hua Zhou

Comments arXiv admin note: substantial text overlap with arXiv:1311.0989

Journal ref IJCAI 2018

Top Rank Optimization in Linear Time

Nan Li, Rong Jin, Zhi-Hua Zhou

Journal ref NIPS 2014

Dropout Rademacher Complexity of Deep Neural Networks

Wei Gao, Zhi-Hua Zhou

Comments 20 pagea

Journal ref Science China Information Sciences, 2016, 59(7): 072104:1-072104:12

Fast Multi-Instance Multi-Label Learning

Sheng-Jun Huang, Zhi-Hua Zhou

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019, 41(11): 2614-2627