Analyzing the presence of noise in multi-class problems: alleviating its influence with the One-vs-One decomposition

Author:

Sáez José A.,Galar Mikel,Luengo Julián,Herrera Francisco

Publisher

Springer Science and Business Media LLC

Subject

Artificial Intelligence,Hardware and Architecture,Human-Computer Interaction,Information Systems,Software

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3. Alcalá-Fdez J, Sánchez L, García S, del Jesus M, Ventura S, Garrell J, Otero J, Romero C, Bacardit J, Rivas V, Fernández J, Herrera F (2009) KEEL: a software tool to assess evolutionary algorithms for data mining problems. Soft Comput Fusion Found Methodol Appl 13:307–318

4. Allwein EL, Schapire RE, Singer Y, Kaelbling P (2000) Reducing multiclass to binary: a unifying approach for margin classifiers. J Mach Learn Res 1:113–141

5. Anand A, Suganthan PN (2009) Multiclass cancer classification by support vector machines with class-wise optimized genes and probability estimates. J Theor Biol 259(3):533–540

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