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researcher

Shumin Ma

6 papers hereh-index 458 citations11 works total

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

author position
  • first author2
  • middle author3
  • last author1

Across the 6 of 6 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • math.OC2
  • econ.EM1
  • q-fin.TR1

identity via Semantic Scholar / OpenAlex

activity
20192026
most citedDeep into The Domain Shift: Transfer Learning through Dependence Regularization

1 citations · 1 across the 6 of their papers we have counts for

collaborators
Showing 2019Show all

1 paper · 1 filter

math.OC2019

Understanding Distributional Ambiguity via Non-robust Chance Constraint

Qi Wu, Shumin Ma, Cheuk Hang Leung +2

This paper provides a non-robust interpretation of the distributionally robust optimization (DRO) problem by relating the distributional uncertainties to the chance probabilities.…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.