Incremental Learning From Stream Data

Batch and online learning algorithms for nonconvex neyman-pearson classification

(2012) Gilles Gasso et al.   ACM Transactions on Intelligent Systems and Technology

Adaptive Learning and Control for MIMO System Based on Adaptive Dynamic Programming

(2011) Jian Fu et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

A three-network architecture for on-line learning and optimization based on adaptive dynamic programming

(2011) Haibo He et al.   NEUROCOMPUTING

RAMOBoost: Ranked Minority Oversampling in Boosting

(2010) Sheng Chen et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Adaptive Dynamic Programming for Finite-Horizon Optimal Control of Discrete-Time Nonlinear Systems With $\varepsilon$-Error Bound

(2010) Fei-Yue Wang et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Nonconvex Online Support Vector Machines

(2010) Şeyda Ertekin et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

LIFT: A new framework of learning from testing data for face recognition

(2010) Yuan Cao et al.   NEUROCOMPUTING

Learning from Imbalanced Data

(2009) Haibo He et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Neural-Network-Based Near-Optimal Control for a Class of Discrete-Time Affine Nonlinear Systems With Control Constraints

(2009) Huaguang Zhang et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Intelligence in the brain: A theory of how it works and how to build it

(2009) Paul J. Werbos   NEURAL NETWORKS

IMORL: Incremental Multiple-Object Recognition and Localization

(2008) Haibo He et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Learn$^{++}$.NC: Combining Ensemble of Classifiers With Dynamically Weighted Consult-and-Vote for Efficient Incremental Learning of New Classes

(2008) M.D. Muhlbaier et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Incremental Linear Discriminant Analysis for Face Recognition

(2008) Haitao Zhao et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS

The Forgetron: A Kernel-Based Perceptron on a Budget

(2008) Ofer Dekel et al.   SIAM JOURNAL ON COMPUTING