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researcher

M. D. Souto

3 papers hereh-index 201.6k citations97 works total

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

author position
  • middle author2
  • last author1

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.LG3

identity via Semantic Scholar / OpenAlex

activity
20182021
most citedHow Complex is your classification problem? A survey on measuring classification complexity

48 citations · 49 across the 3 of their papers we have counts for

collaborators
Showing cs.LGShow all

3 papers · 1 filter

cs.LG2021

Multi-objective Clustering: A Data-driven Analysis of MOCLE, MOCK and Δ-MOCK

Adriano Kultzak, Cristina Y. Morimoto, Aurora Pozo +1

We present a data-driven analysis of MOCK, Δ-MOCK, and MOCLE. These are three closely related approaches that use multi-objective optimization for crisp clustering. More specific…

cs.LG2020★ 1 cited

Quantifying With Only Positive Training Data

Denis dos Reis, Marcílio de Souto, Elaine de Sousa +1

Quantification is the research field that studies methods for counting the number of data points that belong to each class in an unlabeled sample. Traditionally, researchers in thi…

cs.LG2018★ 48 cited

How Complex is your classification problem? A survey on measuring classification complexity

Ana C. Lorena, Luís P. F. Garcia, Jens Lehmann +2

Characteristics extracted from the training datasets of classification problems have proven to be effective predictors in a number of meta-analyses. Among them, measures of classif…

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