2 citations · 3 across the 3 of their papers we have counts for
5 papers
Heterogeneous Reservoir Computing Models for Persian Speech Recognition
Zohreh Ansari, Farzin Pourhoseini, Fatemeh Hadaeghi
Over the last decade, deep-learning methods have been gradually incorporated into conventional automatic speech recognition (ASR) frameworks to create acoustic, pronunciation, and…
Causal Influences Decouple From Their Underlying Network Structure In Echo State Networks
Kayson Fakhar, Fatemeh Hadaeghi, Claus C. Hilgetag
Echo State Networks (ESN) are versatile recurrent neural network models in which the hidden layer remains unaltered during training. Interactions among nodes of this static backbon…
Neuromorphic Electronic Systems for Reservoir Computing
Fatemeh Hadaeghi
This chapter provides a comprehensive survey of the researches and motivations for hardware implementation of reservoir computing (RC) on neuromorphic electronic systems. Due to it…
Reservoir Computing Models for Patient-Adaptable ECG Monitoring in Wearable Devices
Fatemeh Hadaeghi
The reservoir computing paradigm is employed to classify heartbeat anomalies online based on electrocardiogram signals. Inspired by the principles of information processing in the…
Computing optimal discrete readout weights in reservoir computing is NP-hard
Fatemeh Hadaeghi, Herbert Jaeger
We show NP-hardness of a generalized quadratic programming problem, which we called Unconstrained N-ary Quadratic Programming (UNQP). This problem has recently become practically r…