Alex A Freitas: 2 books

Book cover of Mining Very Large Databases with Parallel Processing
by Simon H. Lavington, Alex A. Freitas
Language: English
Release Date: December 6, 2012

Mining Very Large Databases with Parallel Processing addresses the problem of large-scale data mining. It is an interdisciplinary text, describing advances in the integration of three computer science areas, namely `intelligent' (machine learning-based) data mining techniques, relational databases...
Book cover of Automatic Design of Decision-Tree Induction Algorithms
by Rodrigo C. Barros, Alex A. Freitas, André C.P.L.F de Carvalho
Language: English
Release Date: February 4, 2015

Presents a detailed study of the major design components that constitute a top-down decision-tree induction algorithm, including aspects such as split criteria, stopping criteria, pruning and the approaches for dealing with missing values. Whereas the strategy still employed nowadays is to use a 'generic'...
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