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Exploring label dependency in multilabel learning

Grant number: 10/15992-0
Support Opportunities:Scholarships in Brazil - Doctorate (Direct)
Start date: December 01, 2010
End date: October 31, 2013
Field of knowledge:Physical Sciences and Mathematics - Computer Science - Computing Methodologies and Techniques
Principal Investigator:Maria Carolina Monard
Grantee:Everton Alvares Cherman
Host Institution: Instituto de Ciências Matemáticas e de Computação (ICMC). Universidade de São Paulo (USP). São Carlos , SP, Brazil
Associated scholarship(s):11/21723-5 - Active learning algorithms for multi-label data, BE.EP.DD
News published in Agência FAPESP Newsletter about the scholarship:
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VEICULO: TITULO (DATA)
VEICULO: TITULO (DATA)

Scientific publications (7)
(References retrieved automatically from Web of Science and SciELO through information on FAPESP grants and their corresponding numbers as mentioned in the publications by the authors)
CHERMAN, EVERTON ALVARES; PAPANIKOLAOU, YANNIS; TSOUMAKAS, GRIGORIOS; MONARD, MARIA CAROLINA. Multi-label active learning: key issues and a novel query strategy. EVOLVING SYSTEMS, v. 10, n. 1, SI, p. 63-78, . (11/21723-5, 10/15992-0)
CHERMAN, EVERTON ALVARES; TSOUMAKAS, GRIGORIOS; MONARD, MARIA-CAROLINA; ILIADIS, L; MAGLOGIANNIS, I. Active Learning Algorithms for Multi-label Data. ARTIFICIAL INTELLIGENCE APPLICATIONS AND INNOVATIONS, AIAI 2016, v. 475, p. 13-pg., . (11/21723-5, 10/15992-0)
TOMAS, JIMENA TORRES; SPOLAOR, NEWTON; CHERMAN, EVERTON ALVARES; MONARD, MARIA CAROLINA. A Framework to Generate Synthetic Multi-label Datasets. ELECTRONIC NOTES IN THEORETICAL COMPUTER SCIENCE, v. 302, p. 22-pg., . (11/12597-6, 10/15992-0, 11/02393-4)
SPOLAOR, NEWTON; CHERMAN, EVERTON ALVARES; MONARD, MARIA CAROLINA; LEE, HUEI DIANA; POZO, ATR; CAMARGO, HD; FURTADO, V; PINHEIRO, V. ReliefF for Multi-label Feature Selection. 2013 BRAZILIAN CONFERENCE ON INTELLIGENT SYSTEMS (BRACIS), v. N/A, p. 6-pg., . (11/02393-4, 10/15992-0)
CHERMAN, EVERTON ALVARES; SPOLAOR, NEWTON; VALVERDE-REBAZA, JORGE; MONARD, MARIA CAROLINA. Lazy Multi-label Learning Algorithms Based on Mutuality Strategies. JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, v. 80, p. 16-pg., . (13/12191-5, 10/15992-0, 11/02393-4, 11/22749-8)
CHERMAN, EVERTON ALVARES; PAPANIKOLAOU, YANNIS; TSOUMAKAS, GRIGORIOS; MONARD, MARIA CAROLINA. Multi-label active learning: key issues and a novel query strategy. EVOLVING SYSTEMS, v. 10, n. 1, p. 16-pg., . (11/21723-5, 10/15992-0)
CHERMAN, EVERTON ALVARES; SPOLAOR, NEWTON; VALVERDE-REBAZA, JORGE; MONARD, MARIA CAROLINA. Lazy Multi-label Learning Algorithms Based on Mutuality Strategies. JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, v. 80, n. 1, SI, p. S261-S276, . (11/02393-4, 11/22749-8, 13/12191-5, 10/15992-0)
Academic Publications
(References retrieved automatically from State of São Paulo Research Institutions)
CHERMAN, Everton Alvares. Multi-label machine learning: exploring label dependency and active learning. 2014. Doctoral Thesis - Universidade de São Paulo (USP). Instituto de Ciências Matemáticas e de Computação (ICMC/SB) São Carlos.