A Hebbian/Anti-Hebbian Network for Online Sparse Dictionary Learning
Derived from Symmetric Matrix Factorization

v1v2 (latest)

A Hebbian/Anti-Hebbian Network for Online Sparse Dictionary Learning Derived from Symmetric Matrix Factorization

2 March 2015

Cengiz Pehlevan

ArXiv (abs)PDF HTML

Papers citing "A Hebbian/Anti-Hebbian Network for Online Sparse Dictionary Learning Derived from Symmetric Matrix Factorization"

12 / 12 papers shown

Title
Continuously Learning to Detect People on the Fly: A Bio-inspired Visual System for Drones A. Safa I. Ocket A. Bourdoux Hichem Sahli F. Catthoor Georges G. E. Gielen 52 1 0 16 Feb 2022
SoftHebb: Bayesian Inference in Unsupervised Hebbian Soft Winner-Take-All Networks Timoleon Moraitis Dmitry Toichkin Adrien Journé Yansong Chua Qinghai Guo AAML BDL 162 29 0 12 Jul 2021
Structured and Deep Similarity Matching via Structured and Deep Hebbian Networks D. Obeid Hugo Ramambason Cengiz Pehlevan FedML 58 20 0 11 Oct 2019
Neuroscience-inspired online unsupervised learning algorithms Cengiz Pehlevan D. Chklovskii 96 55 0 05 Aug 2019
A Spiking Neural Network with Local Learning Rules Derived From Nonnegative Similarity Matching Cengiz Pehlevan 80 18 0 04 Feb 2019
Blind nonnegative source separation using biological neural networks Cengiz Pehlevan S. Mohan D. Chklovskii 125 39 0 01 Jun 2017
Why do similarity matching objectives lead to Hebbian/anti-Hebbian networks? Cengiz Pehlevan Anirvan M. Sengupta D. Chklovskii 70 79 0 23 Mar 2017
Self-calibrating Neural Networks for Dimensionality Reduction Yuansi Chen Cengiz Pehlevan D. Chklovskii 42 1 0 11 Dec 2016
Recovery Guarantee of Non-negative Matrix Factorization via Alternating Updates Yuanzhi Li Yingyu Liang Andrej Risteski 167 30 0 11 Nov 2016
Learning overcomplete, low coherence dictionaries with linear inference J. Livezey Alejandro F. Bujan Friedrich T. Sommer 58 2 0 10 Jun 2016
Optimization theory of Hebbian/anti-Hebbian networks for PCA and whitening Cengiz Pehlevan D. Chklovskii 77 17 0 30 Nov 2015
A Hebbian/Anti-Hebbian Network Derived from Online Non-Negative Matrix Factorization Can Cluster and Discover Sparse Features Cengiz Pehlevan D. Chklovskii 79 45 0 02 Mar 2015