56 citations · 61 across the 4 of their papers we have counts for
4 papers
A Hippocampus Model for Online One-Shot Storage of Pattern Sequences
Jan Melchior, Mehdi Bayati, Amir Azizi +2
We present a computational model based on the CRISP theory (Content Representation, Intrinsic Sequences, and Pattern completion) of the hippocampus that allows to continuously stor…
Hebbian-Descent
Jan Melchior, Laurenz Wiskott
In this work we propose Hebbian-descent as a biologically plausible learning rule for hetero-associative as well as auto-associative learning in single layer artificial neural netw…
Gaussian-binary Restricted Boltzmann Machines on Modeling Natural Image Statistics
Nan Wang, Jan Melchior, Laurenz Wiskott
We present a theoretical analysis of Gaussian-binary restricted Boltzmann machines (GRBMs) from the perspective of density models. The key aspect of this analysis is to show that G…
How to Center Binary Deep Boltzmann Machines
Jan Melchior, Asja Fischer, Laurenz Wiskott
This work analyzes centered binary Restricted Boltzmann Machines (RBMs) and binary Deep Boltzmann Machines (DBMs), where centering is done by subtracting offset values from visible…