Search Results - "Nakamura, Rodrigo Y. M."
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Choosing the Most Effective Pattern Classification Model under Learning-Time Constraint
Published in PloS one (26-06-2015)“…Nowadays, large datasets are common and demand faster and more effective pattern analysis techniques. However, methodologies to compare classifiers usually do…”
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Nature-Inspired Framework for Hyperspectral Band Selection
Published in IEEE transactions on geoscience and remote sensing (01-04-2014)“…Although hyperspectral images acquired by on-board satellites provide information from a wide range of wavelengths in the spectrum, the obtained information is…”
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Computer techniques towards the automatic characterization of graphite particles in metallographic images of industrial materials
Published in Expert systems with applications (01-02-2013)“…► Introduce the importance of efficient characterization of industrial materials. ► First use of OPF, SVM and Bayes based computer classifiers in such…”
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A nature-inspired approach to speed up optimum-path forest clustering and its application to intrusion detection in computer networks
Published in Information sciences (10-02-2015)“…•A new meta-heuristic optimization approach to speed up Optimum-Path Forest clustering.•Intrusion detection in computer networks by means of Optimum-Path…”
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Aquatic weed automatic classification using machine learning techniques
Published in Computers and electronics in agriculture (01-09-2012)“…► A novel system for automatic aquatic weed recognition. ► To be the first to apply the optimum-path forest classifier for such context. ► We provide a dataset…”
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An Optimum-Path Forest framework for intrusion detection in computer networks
Published in Engineering applications of artificial intelligence (01-09-2012)“…Intrusion detection systems that make use of artificial intelligence techniques in order to improve effectiveness have been actively pursued in the last…”
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A wrapper approach for feature selection based on Bat Algorithm and Optimum-Path Forest
Published in Expert systems with applications (01-04-2014)“…•A novel feature selection algorithm based on Bat Algorithm and Optimum-Path Forest.•A comparison against different transfer functions for agent’s…”
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Automatic classification of fish germ cells through optimum-path forest
Published in 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society (01-01-2011)“…The spermatogenesis is crucial to the species reproduction, and its monitoring may shed light over some important information of such process. Thus, the germ…”
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Conference Proceeding Journal Article