International Journal on Soft Computing (IJSC)
ISSN: 2229 - 6735 [Online]; 2229 - 7103 [Print]
https://airccse.org/journal/ijsc/ijsc.html
Current Issue
February 2025, Volume 16, Number 1
Dynamic Cognitive Ontology Networks: Advanced Integration of Neuromorphic Event Processing and Tropical Hyper Dimensional Representations
Robert Mc Menemy, Glasgow, Scotland, United Kingdom
ABSTRACT
This journal article introduces a significantly expanded framework for integrating dynamic neuromorphic event-based processing with tropical hyperdimensional computing in cognitive ontology networks. Enhancements include the exploration of practical applications, ethical implications, and scalability to real-world datasets. This approach employs advanced dynamic adaptive learning rates, hierarchical relationship encoding, and novel binding mechanisms to achieve substantial improvements in clustering and classification tasks. A comparative study with state-of-the-art models highlights the framework's robustness, scalability, and biological plausibility. Additionally, the paper discusses new real-time hardware implementation potentials and multimodal integration, paving the way for future advancements.
KEYWORDS
Neuromorphic Processing, Hyperdimensional Computing, Tropical Algebra, Ontology Networks, Cognitive Computing
ORIGINAL SOURCE URL: https://aircconline.com/ijsc/V16N1/16125ijsc01.pdf
https://airccse.org/journal/ijsc/current2025.html
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