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cs.LG2023
Asynchronously Trained Distributed Topographic Maps
Abbas Siddiqui, Dionysios Georgiadis
Topographic feature maps are low dimensional representations of data, that preserve spatial dependencies. Current methods of training such maps (e.g. self organizing maps - SOM, ge…
cs.LG2019
Global Collaboration through Local Interaction in Competitive Learning
Abbas Siddiqui, Dionysios Georgiadis
Feature maps, that preserve the global topology of arbitrary datasets, can be formed by self-organizing competing agents. So far, it has been presumed that global interaction of ag…