researcher

Sayan Mukherjee

Duke University

27 papers hereh-index 4352.4k citations188 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position

first author3
middle author11
last author13

Across the 27 of 27 papers where every author was matched, so the position is known.

fields

affiliations

Duke University

Homepage ORCID 0000-0002-6715-3920

same name

Sayan Mukherjee — 46 papers, h 31
Sayan Mukherjee — 9 papers, h 11
Sayan Mukherjee — 3 papers, h 1
Sayan Mukherjee — 3 papers, h 2
Sayan Mukherjee — 2 papers, h 0
Sayan Mukherjee — 2 papers, h 1

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity

20012023

most citedPredicting Clinical Outcomes in Glioblastoma: An Application of Topological and Functional Data Analysis

99 citations · 314 across the 26 of their papers we have counts for

collaborators

Showing 2022Show all

3 papers · 1 filter

cs.LG2022

Why Neural Networks Work

Sayandev Mukherjee, Bernardo A. Huberman

We argue that many properties of fully-connected feedforward neural networks (FCNNs), also called multi-layer perceptrons (MLPs), are explainable from the analysis of a single pair…

stat.ME2022★ 1 cited

Generalized Bayes Approach to Inverse Problems with Model Misspecification

Youngsoo Baek, Wilkins Aquino, Sayan Mukherjee

We propose a general framework for obtaining probabilistic solutions to PDE-based inverse problems. Bayesian methods are attractive for uncertainty quantification but assume knowle…

cs.LG2022

Concentration inequalities and optimal number of layers for stochastic deep neural networks

Michele Caprio, Sayan Mukherjee

We state concentration inequalities for the output of the hidden layers of a stochastic deep neural network (SDNN), as well as for the output of the whole SDNN. These results allow…