Mahardhika Pratama

A novel online real-time classifier for multi-label data streams

2016

In this paper, a novel extreme learning machine based online multi-label classifier for real-time data streams is proposed. Multi-label classification is one of the actively researched machine learning paradigm that has gained much attention in …

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 …

Unsupervised Continual Learning via Self-Adaptive Deep Clustering Approach

2021 · arXiv (Cornell University)

Unsupervised continual learning remains a relatively uncharted territory in the existing literature because the vast majority of existing works call for unlimited access of ground truth incurring expensive labelling cost. Another issue lies in the …