One-Pass AUC Optimization
Comments Proceeding of 30th International Conference on Machine Learning
Journal ref Artificial Intelligence, 2016, 236: 1-29
作者
Zhi-Hua Zhou
Machine Learning
Convex and Scalable Weakly Labeled SVMs
Journal ref Journal of Machine Learning Research, 2013, 14: 2151-2188
On the Consistency of AUC Pairwise Optimization
Journal ref IJCAI 2015
Soft Gradient Boosting Machine
Distributed Deep Forest and its Application to Automatic Detection of Cash-out Fraud
Model Reuse with Reduced Kernel Mean Embedding Specification
Learning with Interpretable Structure from Gated RNN
Multi-Label Learning with Deep Forest
Adaptive Regret of Convex and Smooth Functions
Joint Semantic Domain Alignment and Target Classifier Learning for Unsupervised Domain Adaptation
Evaluating the Robustness of Nearest Neighbor Classifiers: A Primal-Dual Perspective
Reinforcement Learning Experience Reuse with Policy Residual Representation
Comments Conference version appears in IJCAI 2019
Learning to Confuse: Generating Training Time Adversarial Data with Auto-Encoder
Inferring the Importance of Product Appearance: A Step Towards the Screenless Revolution
Comments We want to withdraw this paper. there are some insufficient explanations and bad figure presentation
Forest Representation Learning Guided by Margin Distribution
Reliable Weakly Supervised Learning: Maximize Gain and Maintain Safeness
Stochastic Approximation of Smooth and Strongly Convex Functions: Beyond the $O(1/T)$ Convergence Rate
Adaptive Online Learning in Dynamic Environments
$\ell_1$-regression with Heavy-tailed Distributions
On the Resistance of Nearest Neighbor to Random Noisy Labels
Comments 35 pages
Efficient Training for Positive Unlabeled Learning
Comments Submitted to IEEE TPAMI
Journal ref 31 July 2018
Dynamic Regret of Strongly Adaptive Methods
Matrix Co-completion for Multi-label Classification with Missing Features and Labels
Tunneling Neural Perception and Logic Reasoning through Abductive Learning
Comments Corrected typos
Learning with Feature Evolvable Streams
Improved Dynamic Regret for Non-degenerate Functions
Theoretical Foundation of Co-Training and Disagreement-Based Algorithms
Unsupervised Object Discovery and Co-Localization by Deep Descriptor Transforming
Comments This paper is extended based on our preliminary work published in IJCAI 2017 [arXiv:1705.02758]
Selective Convolutional Descriptor Aggregation for Fine-Grained Image Retrieval
Comments IEEE Transactions on Image Processing (TIP), 2017, 26(6): 2868-2881
Deep Descriptor Transforming for Image Co-Localization
Comments Accepted by IJCAI 2017
