Dianhui Wang

Deep Stacked Stochastic Configuration Networks for Lifelong Learning of Non-Stationary Data Streams

2018 · arXiv (Cornell University)

The concept of SCN offers a fast framework with universal approximation guarantee for lifelong learning of non-stationary data streams. Its adaptive scope selection property enables for proper random generation of hidden unit parameters advancing conventional …

Stochastic Configuration Machines for Industrial Artificial Intelligence

2023 · arXiv (Cornell University)

Real-time predictive modelling with desired accuracy is highly expected in industrial artificial intelligence (IAI), where neural networks play a key role. Neural networks in IAI require powerful, high-performance computing devices to operate a large number …