Dogyoon Song

About Dogyoon Song

Dogyoon Song, With an exceptional h-index of 6 and a recent h-index of 6 (since 2020), a distinguished researcher at Massachusetts Institute of Technology, specializes in the field of Optimization, Statistics, Machine Learning.

His recent articles reflect a diverse array of research interests and contributions to the field:

Efficient Low-Dimensional Compression of Overparameterized Models

Minimum-Risk Recalibration of Classifiers

Improving Efficiency of Diffusion Models via Multi-Stage Framework and Tailored Multi-Decoder Architectures

Efficient Compression of Overparameterized Deep Models through Low-Dimensional Learning Dynamics

Community Detection in High-Dimensional Graph Ensembles

Algebraic and Statistical Properties of the Ordinary Least Squares Interpolator

Robustness-Preserving Lifelong Learning Via Dataset Condensation

Errors-in-variables Fr\'echet Regression with Low-rank Covariate Approximation

Dogyoon Song Information

University

Position

___

Citations(all)

231

Citations(since 2020)

195

Cited By

83

hIndex(all)

6

hIndex(since 2020)

6

i10Index(all)

5

i10Index(since 2020)

5

Email

University Profile Page

Google Scholar

Dogyoon Song Skills & Research Interests

Optimization

Statistics

Machine Learning

Top articles of Dogyoon Song

Efficient Low-Dimensional Compression of Overparameterized Models

2023/12/1

Minimum-Risk Recalibration of Classifiers

Advances in Neural Information Processing Systems

2024/2/13

Improving Efficiency of Diffusion Models via Multi-Stage Framework and Tailored Multi-Decoder Architectures

arXiv preprint arXiv:2312.09181

2023/12/14

Efficient Compression of Overparameterized Deep Models through Low-Dimensional Learning Dynamics

arXiv preprint arXiv:2311.05061

2023/11/8

Community Detection in High-Dimensional Graph Ensembles

2023/10/29

Robert Malinas
Robert Malinas

H-Index: 1

Dogyoon Song
Dogyoon Song

H-Index: 4

Algebraic and Statistical Properties of the Ordinary Least Squares Interpolator

arXiv preprint arXiv:2309.15769

2023/9/27

Robustness-Preserving Lifelong Learning Via Dataset Condensation

2023/6/4

Errors-in-variables Fr\'echet Regression with Low-rank Covariate Approximation

arXiv preprint arXiv:2305.09282

2023/5/16

Kyunghee Han
Kyunghee Han

H-Index: 5

Dogyoon Song
Dogyoon Song

H-Index: 4

On approximations of the PSD cone by a polynomial number of smaller-sized PSD cones

Mathematical Programming

2023/3

Dogyoon Song
Dogyoon Song

H-Index: 4

On Separability of Covariance in Multiway Data Analysis

arXiv preprint arXiv:2302.02415

2023/2/5

Dogyoon Song
Dogyoon Song

H-Index: 4

Kronecker-structured covariance models for multiway data

Statistic Surveys

2022

On robustness of principal component regression

Journal of the American Statistical Association

2021/5/12

Addressing Missing Data and Scalable Optimization for Data-driven Decision Making

2021

Dogyoon Song
Dogyoon Song

H-Index: 4

Sample efficient reinforcement learning via low-rank matrix estimation

Neural Information Processing Systems (NeurIPS)

2020/6/11

See List of Professors in Dogyoon Song University(Massachusetts Institute of Technology)

Co-Authors

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