Niklas Melton

According to our database, Niklas Melton authored at least 7 papers between 2016 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

New Metrics for Disambiguating Feature Overlap and Catastrophic Forgetting in Incremental Learning Contexts (Student Abstract).

Niklas Melton, Leonardo Enzo Brito da Silva, Donald C. Wunsch

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2025

Adaptive Resonance Lib: A Python package for Adaptive Resonance Theory (ART) models.

Niklas Melton, Dustin Tanksley, Donald Wunsch

Dataset, October, 2025

Deep ARTMAP: Generalized Hierarchical Learning with Adaptive Resonance Theory.

Niklas Melton, Leonardo Enzo Brito da Silva, Sasha Petrenko, Donald C. Wunsch II

CoRR, March, 2025

2024

Meta-iCVI: Ensemble Validity Metrics for Concise Labeling of Correct, Under- or Over-Partitioning in Streaming Clustering.

Niklas Melton, Sasha Petrenko, Donald C. Wunsch

IEEE Access, 2024

2020

Incremental Cluster Validity Indices for Online Learning of Hard Partitions: Extensions and Comparative Study.

Leonardo Enzo Brito da Silva, Niklas Melton, Donald C. Wunsch

IEEE Access, 2020

2019

Incremental Cluster Validity Indices for Hard Partitions: Extensions and Comparative Study.

Leonardo Enzo Brito da Silva, Niklas Melton, Donald C. Wunsch II

CoRR, 2019

2016

Enhancing supervisory training signals with environmental reinforcement learning using adaptive dynamic programming and artificial neural networks.

Niklas Melton, Donald C. Wunsch

Proceedings of the 15th IEEE International Conference on Cognitive Informatics & Cognitive Computing , 2016