Search Results for author: Ricardo Cerri

Found 5 papers, 1 papers with code

Multi-label Stream Classification with Self-Organizing Maps

no code implementations20 Apr 2020 Ricardo Cerri, Joel David Costa Júnior, Elaine Ribeiro de Faria Paiva, João Manuel Portela da Gama

With the lack of stationarity in the distribution of data streams, new algorithms are needed to online adapt to such changes (concept drift).

Classification General Classification +2

Generation of Consistent Sets of Multi-Label Classification Rules with a Multi-Objective Evolutionary Algorithm

no code implementations27 Mar 2020 Thiago Zafalon Miranda, Diorge Brognara Sardinha, Márcio Porto Basgalupp, Yaochu Jin, Ricardo Cerri

Recently, the interest in interpretable classification models has grown, partially as a consequence of regulations such as the General Data Protection Regulation.

Classification General Classification +1

Preventing the Generation of Inconsistent Sets of Classification Rules

no code implementations23 Aug 2019 Thiago Zafalon Miranda, Diorge Brognara Sardinha, Ricardo Cerri

One of the problems associated with sets is that multiple rules may cover a single instance, but predict different classes for it, thus requiring a conflict resolution strategy.

Classification General Classification

Hierarchical Multi-Label Classification Networks

no code implementations ICML 2018 Jonatas Wehrmann, Ricardo Cerri, Rodrigo Barros

One of the most challenging machine learning problems is a particular case of data classification in which classes are hierarchically structured and objects can be assigned to multiple paths of the class hierarchy at the same time.

General Classification Hierarchical Multi-label Classification +3

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