The complexity of data has been increasing not only in the dimension of the data, but also in
the interrelated class relationships. Pre-defined hierarchical structure of classes helps to …

Inspired by the feedforward multilayer perceptron (FF-MLP), decision tree (DT) and extreme
learning machine (ELM), a new classification model, called the subspace learning machine …

Inspired by the feedforward multilayer perceptron (FF-MLP), decision tree (DT) and extreme
learning machine (ELM), a new classification model, called the subspace learning machine …

This thesis being the preliminary culmination of my academic journey, I feel it appropriate to
thank a number of people who have been a positive influence along the way. First and …

Data and information are nowadays frequently available in multiple modalities like different
sensor signals, textual descriptions, graph structures, and other formats. The maximum …

Feature classification and regression tasks for high dimensional data have been handled by
many well-known algorithms like feed-forward multi-level perceptron, decision tree, support …

Classification and regression are some of the most important tasks handled by supervised
machine learning. Many approaches like feedforward multilayer perceptron, decision tree …