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Sumio Watanabe

2 papers hereh-index 286.2k citations168 works total

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

author position
  • sole author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.LG2

identity via Semantic Scholar / OpenAlex

most citedEquations of States in Singular Statistical Estimation

3 citations · 4 across the 2 of their papers we have counts for

collaborators
Showing cs.LGShow all

2 papers · 1 filter

cs.LG2009★ 1 cited

A Limit Theorem in Singular Regression Problem

Sumio Watanabe

In statistical problems, a set of parameterized probability distributions is used to estimate the true probability distribution. If Fisher information matrix at the true distributi…

cs.LG2007★ 3 cited

Equations of States in Singular Statistical Estimation

Sumio Watanabe

Learning machines which have hierarchical structures or hidden variables are singular statistical models because they are nonidentifiable and their Fisher information matrices are…

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