James M. Keller

Linear Order Statistic Neuron

2019

Herein, a generalization of the ordered weighted average (OWA) is put forth relative to pattern recognition. The resultant linear order statistic neuron (LOSN) is unique in that it bridges fuzzy sets, specifically fuzzy data/information aggregation, …

TLPCM: Transfer Learning Possibilistic $C$-Means

2020 · IEEE Transactions on Fuzzy Systems

Traditional machine learning and data mining have made tremendous progress in many knowledge-based areas, such as clustering, classification, and regression. However, the primary assumption in all of these areas is that the training and testing …

Characterization of Deep Learning-Based Aerial Explosive Hazard Detection using Simulated Data

2021 · 2021 IEEE Symposium Series on Computational Intelligence (SSCI)

Automatic object detection is one of the most common and fundamental tasks in computational intelligence (CI). Neural networks (NNs) are now often the tool of choice for this task. Unlike more traditional approaches that have …