Phan-Minh Nguyen

activity

20152021

most citedA Mean Field View of the Landscape of Two-Layers Neural Networks

517 citations · 580 across the 9 of their papers we have counts for

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Showing cs.ITShow all

3 papers · 1 filter

cs.IT2017★ 1 cited

State Evolution for Approximate Message Passing with Non-Separable Functions

Raphael Berthier, Andrea Montanari, Phan-Minh Nguyen

Given a high-dimensional data matrix $A \in R^{m \times n}$ , Approximate Message Passing (AMP) algorithms construct sequences of vectors ${\boldsymbol u}^t\in{…

cs.IT2015★ 3 cited

On Capacity Formulation with Stationary Inputs and Application to a Bit-Patterned Media Recording Channel Model

Phan-Minh Nguyen, Marc A. Armand

In this correspondence, we illustrate among other things the use of the stationarity property of the set of capacity-achieving inputs in capacity calculations. In particular, as a…

cs.IT2015

Capacity of the Energy Harvesting Channel with a Finite Battery

Dor Shaviv, Phan-Minh Nguyen, Ayfer Ozgur

We consider an energy harvesting channel, in which the transmitter is powered by an exogenous stochastic energy harvesting process $E_{t}$ , such that $0 \leq E_{t} \leq E ˉ$ , which ca…