A review of adaptive online learning for artificial neural networks

Learning from adaptive neural network output feedback control of a unicycle-type mobile robot

(2016) Wei Zeng et al.   ISA TRANSACTIONS

Constructive algorithm for fully connected cascade feedforward neural networks

(2016) Junfei Qiao et al.   NEUROCOMPUTING

Learning in Nonstationary Environments: A Survey

(2015) Gregory Ditzler et al.   IEEE Computational Intelligence Magazine

Classification of neurodegenerative diseases using gait dynamics via deterministic learning

(2015) Wei Zeng et al.   INFORMATION SCIENCES

A constructive algorithm for unsupervised learning with incremental neural network

(2015) Jenq-Haur Wang et al.   Journal of Applied Research and Technology

A survey on concept drift adaptation

(2014) João Gama et al.   ACM COMPUTING SURVEYS

FPGA Implementation of the C-Mantec Neural Network Constructive Algorithm

(2014) Francisco Ortega-Zamorano et al.   IEEE Transactions on Industrial Informatics

A New Multilayer Perceptron Pruning Algorithm for Classification and Regression Applications

(2014) Philippe Thomas et al.   NEURAL PROCESSING LETTERS

Silhouette-based gait recognition via deterministic learning

(2014) Wei Zeng et al.   PATTERN RECOGNITION

Evolving intelligent system for the modelling of nonlinear systems with dead-zone input

(2013) José de Jesús Rubio et al.   APPLIED SOFT COMPUTING

A fast learning algorithm for evolving neo-fuzzy neuron

(2013) Alisson Marques Silva et al.   APPLIED SOFT COMPUTING

An online learning algorithm for adaptable topologies of neural networks

(2013) Beatriz Pérez-Sánchez et al.   EXPERT SYSTEMS WITH APPLICATIONS

A review of online learning in supervised neural networks

(2013) Lakhmi C. Jain et al.   NEURAL COMPUTING & APPLICATIONS

Batch gradient method with smoothing regularization for training of feedforward neural networks

(2013) Wei Wu et al.   NEURAL NETWORKS

An online self-adaptive modular neural network for time-varying systems

(2013) Junfei Qiao et al.   NEUROCOMPUTING

Just-In-Time Classifiers for Recurrent Concepts

(2013) C. Alippi et al.   IEEE Transactions on Neural Networks and Learning Systems

Reacting to Different Types of Concept Drift: The Accuracy Updated Ensemble Algorithm

(2013) Dariusz Brzezinski et al.   IEEE Transactions on Neural Networks and Learning Systems

Online neural network model for non-stationary and imbalanced data stream classification

(2013) Adel Ghazikhani et al.   International Journal of Machine Learning and Cybernetics

On evaluating stream learning algorithms

(2012) João Gama et al.   MACHINE LEARNING

Convergence of gradient method with penalty for Ridge Polynomial neural network

(2012) Xin Yu et al.   NEUROCOMPUTING

Online sequential extreme learning machine in nonstationary environments

(2012) Yibin Ye et al.   NEUROCOMPUTING

A structure optimisation algorithm for feedforward neural network construction

(2012) Hong-Gui Han et al.   NEUROCOMPUTING

Universal Approximation of Extreme Learning Machine With Adaptive Growth of Hidden Nodes

(2012) Rui Zhang et al.   IEEE Transactions on Neural Networks and Learning Systems

DDD: A New Ensemble Approach for Dealing with Concept Drift

(2011) Leandro L. Minku et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Incremental Learning of Concept Drift in Nonstationary Environments

(2011) R. Elwell et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Comparingparameter choice methods for regularization of ill-posed problems

(2011) Frank Bauer et al.   MATHEMATICS AND COMPUTERS IN SIMULATION

A just-in-time adaptive classification system based on the intersection of confidence intervals rule

(2011) Cesare Alippi et al.   NEURAL NETWORKS

C-Mantec: A novel constructive neural network algorithm incorporating competition between neurons

(2011) José L. Subirats et al.   NEURAL NETWORKS

A Novel Pruning Algorithm for Optimizing Feedforward Neural Network of Classification Problems

(2011) M. Gethsiyal Augasta et al.   NEURAL PROCESSING LETTERS

A robust incremental learning method for non-stationary environments

(2011) David Martínez-Rego et al.   NEUROCOMPUTING

Incremental learning with multi-level adaptation

(2011) Abdelhamid Bouchachia   NEUROCOMPUTING

A REPAIR ALGORITHM FOR RADIAL BASIS FUNCTION NEURAL NETWORK AND ITS APPLICATION TO CHEMICAL OXYGEN DEMAND MODELING

(2010) JUN-FEI QIAO et al.   International Journal of Neural Systems

Boundedness and convergence of online gradient method with penalty and momentum

(2010) Hongmei Shao et al.   NEUROCOMPUTING

: An adaptive classifier for data streams

(2010) N.G. Pavlidis et al.   PATTERN RECOGNITION

Learning from Imbalanced Data

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

The Impact of Diversity on Online Ensemble Learning in the Presence of Concept Drift

(2009) L.L. Minku et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Boundedness and Convergence of Online Gradient Method With Penalty for Feedforward Neural Networks

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

OP-ELM: Optimally Pruned Extreme Learning Machine

(2009) Yoan Miche et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Extended Kernel Recursive Least Squares Algorithm

(2009) Weifeng Liu et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

A New Adaptive Merging and Growing Algorithm for Designing Artificial Neural Networks

(2009) M. Islam et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS

Adaptive growing-and-pruning neural network control for a linear piezoelectric ceramic motor

(2008) Chun-Fei Hsu   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Just-in-Time Adaptive Classifiers—Part II: Designing the Classifier

(2008) Cesare Alippi et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Optimized Approximation Algorithm in Neural Networks Without Overfitting

(2008) Yinyin Liu et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

A Constructive Hybrid Structure Optimization Methodology for Radial Basis Probabilistic Neural Networks

(2008) De-Shuang Huang et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

The Kernel Least-Mean-Square Algorithm

(2008) Weifeng Liu et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

An integrated growing-pruning method for feedforward network training

(2007) Pramod L. Narasimha et al.   NEUROCOMPUTING

Enhanced random search based incremental extreme learning machine

(2007) Guang-Bin Huang et al.   NEUROCOMPUTING