Search Results - "Cavalheiro, Lucca Portes"

Random forest kernel for high-dimension low sample size classification by Cavalheiro, Lucca Portes, Bernard, Simon, Barddal, Jean Paul, Heutte, Laurent

“…High dimension, low sample size (HDLSS) problems are numerous among real-world applications of machine learning. From medical images to text processing,…”
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Random Forest Kernel for High-Dimension Low Sample Size Classification by Cavalheiro, Lucca Portes, Bernard, Simon, Barddal, Jean Paul, Heutte, Laurent

“…Stat Comput 34, 9 (2024) High dimension, low sample size (HDLSS) problems are numerous among real-world applications of machine learning. From medical images…”
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Towards the Overcome of Performance Pitfalls in Data Stream Mining Tools by Cavalheiro, Lucca Portes, Zanata, Marco Antonio Alves, Barddal, Jean Paul

“…Data stream mining is an essential task in today's scientific community. It allows machine learning models to be updated over time as new data becomes…”
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Dynamically Selected Ensemble for Data Stream Classification by Cavalheiro, Lucca Portes, De Souza Britto, Alceu, Barddal, Jean Paul, Heutte, Laurent

“…Mining data streams is a hot topic in the machine learning (ML) community. In addition to learning and updating accurate models over time, these techniques…”
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scikit-dyn2sel -- A Dynamic Selection Framework for Data Streams by Cavalheiro, Lucca Portes, Barddal, Jean Paul, BrittoJr, Alceu de Souza, Heutte, Laurent

“…Mining data streams is a challenge per se. It must be ready to deal with an enormous amount of data and with problems not present in batch machine learning,…”
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