VMM + WTA Embedded Classifiers Learning Algorithm Implementable on SoC FPAA Devices
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Journal on Emerging and Selected Topics in Circuits and Systems"
DOI: 10.1109/jetcas.2017.2771392
Abstract: This paper presents a learning algorithm for a vector-matrix multiplier (VMM) + k-winner-take-all (WTA) classifier one-layer architecture on a large-scale field programmable analog array (FPAA). The technique enables opportunities for embedded, ultra-low power machine learning,… read more here.
Keywords: wta; fpaa; wta embedded; vmm wta ... See more keywords
SoC FPAA Hardware Implementation of a VMM+WTA Embedded Learning Classifier
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Journal on Emerging and Selected Topics in Circuits and Systems"
DOI: 10.1109/jetcas.2017.2777784
Abstract: This paper focuses on the circuit aspects required for an on-chip, on-line system on chip large-scale field-programmable analog array learning for vector-matrix multiplier (VMM) + winner-take-all (WTA) classifier structure. We start by describing the VMM+WTA… read more here.
Keywords: wta; fpaa hardware; hardware implementation; soc fpaa ... See more keywords
A Noise-Tolerant $k$-WTA Model With Its Application on Multirobot System
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2023.3308330
Abstract: A noise-tolerant $k$-winners-take-all ($k$-WTA) model injecting a summation item of error is constructed and applied to execute a $k$-WTA operation in this article. Then, theoretical analyses and proofs on the convergence of the noise-tolerant $k$-WTA… read more here.
Keywords: wta; tex math; inline formula;
Genomic Analysis of the Unusual Staphylococcus aureus ST630 Isolates Harboring WTA Glycosyltransferase Genes tarM and tagN
Sign Up to like & getrecommendations! Published in 2022 at "Microbiology Spectrum"
DOI: 10.1128/spectrum.01501-21
Abstract: The structure of wall-anchored glycopolymers wall teichoic acid (WTA) produced by most Gram-positive bacteria is highly variable. While most dominant Staphylococcus aureus lineages produce poly-ribitol-phosphate (RboP) WTA, the tagN, tarM-encoding ST630 lineage probably has a… read more here.
Keywords: wta; st630; aureus; tagn ... See more keywords
Noise correlations and neuronal diversity may limit the utility of winner-take-all readout in a pop out visual search task
Sign Up to like & getrecommendations! Published in 2025 at "PLOS Computational Biology"
DOI: 10.1371/journal.pcbi.1013092
Abstract: Visual search involves active scanning of the environment to locate objects of interest against a background of irrelevant distractors. One widely accepted theory posits that pop out visual search is computed by a winner-take-all (WTA)… read more here.
Keywords: visual search; search; winner take; wta ... See more keywords