227 citations · 786 across the 29 of their papers we have counts for
3 papers · 1 filter
Low-Rank Nonlinear Decoding of -ECoG from the Primary Auditory Cortex
Melikasadat Emami, Mojtaba Sahraee-Ardakan, Parthe Pandit +6
This paper considers the problem of neural decoding from parallel neural measurements systems such as micro-electrocorticography (-ECoG). In systems with large numbers of array…
Generalization Error of Generalized Linear Models in High Dimensions
Melikasadat Emami, Mojtaba Sahraee-Ardakan, Parthe Pandit +2
At the heart of machine learning lies the question of generalizability of learned rules over previously unseen data. While over-parameterized models based on neural networks are no…
Inference in Multi-Layer Networks with Matrix-Valued Unknowns
Parthe Pandit, Mojtaba Sahraee-Ardakan, Sundeep Rangan +2
We consider the problem of inferring the input and hidden variables of a stochastic multi-layer neural network from an observation of the output. The hidden variables in each layer…