A Novel Adaptive Sampling Strategy for Deep Reinforcement Learning

期刊： INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE AND APPLICATIONS, 2021; 20 (02)

Reinforcement learning, as an effective method to solve complex sequential decision-making problems, plays an important role in areas such as intellig......

A Multi-Swarm ABC Algorithm for Parameters Optimization of SOFM Neural Network in Dynamic Environment

期刊： INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE AND APPLICATIONS, 2021; 20 (02)

Self-organizing feature map (SOFM) neural network is a kind of competitive unsupervised learning neural network, which has strong self-organizing and ......

Regularized Semi-Supervised Metric Learning with Latent Structure Preserved

期刊： INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE AND APPLICATIONS, 2021; 20 (02)

Metric learning is a critical problem in classification. Most classifiers are based on a metric, the simplest one is the KNN classifier, whose outcome......

One-Class Fault Detection Using Multi-Layer Elm-Based Auto-Encoder

期刊： INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE AND APPLICATIONS, 2021; 20 (1)

A new approach for one-class fault detection trained only by normal samples has been proposed in this paper. The approach contains multi-anterior-laye......

Performance Analysis Using a Deep Belief Network by a Self-Organizing Map

期刊： INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE AND APPLICATIONS, ; ()

Since resource consumption is the main reason for software aging occurrences, many methods have been applied to accurately predict the resource consum......