163 citations · 414 across the 31 of their papers we have counts for
Showing 2014Show all
2 papers · 1 filter
cs.NE2014
Hardware-Amenable Structural Learning for Spike-based Pattern Classification using a Simple Model of Active Dendrites
Shaista Hussain, Shih-Chii Liu, Arindam Basu
This paper presents a spike-based model which employs neurons with functionally distinct dendritic compartments for classifying high dimensional binary patterns. The synaptic input…
cs.ET2014★ 53 cited
Liquid State Machine with Dendritically Enhanced Readout for Low-power, Neuromorphic VLSI Implementations
Subhrajit Roy, Amitava Banerjee, Arindam Basu
In this paper, we describe a new neuro-inspired, hardware-friendly readout stage for the liquid state machine (LSM), a popular model for reservoir computing. Compared to the parall…