Search Results - "Parmezan, Antonio Rafael Sabino"

Evaluation of statistical and machine learning models for time series prediction: Identifying the state-of-the-art and the best conditions for the use of each model by Parmezan, Antonio Rafael Sabino, Souza, Vinicius M.A., Batista, Gustavo E.A.P.A.

“…•A systematic literature review of the last decade.•One of the most extensive, impartial and comprehensible evaluations ever done in the time series prediction…”
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Automatic recommendation of feature selection algorithms based on dataset characteristics by Parmezan, Antonio Rafael Sabino, Lee, Huei Diana, Spolaôr, Newton, Wu, Feng Chung

“…Feature selection in real-world data mining problems is essential to make the learning task efficient and more accurate. Identifying the best feature selection…”
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Metalearning for choosing feature selection algorithms in data mining: Proposal of a new framework by Parmezan, Antonio Rafael Sabino, Lee, Huei Diana, Wu, Feng Chung

“…•A new Metalearning architecture proposal to recommend Feature Selection algorithms.•FS algorithms are ranked using a new multicriteria performance…”
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Dermoscopic assisted diagnosis in melanoma: Reviewing results, optimizing methodologies and quantifying empirical guidelines by Lee, Huei Diana, Mendes, Ana Isabel, Spolaôr, Newton, Oliva, Jefferson Tales, Sabino Parmezan, Antonio Rafael, Wu, Feng Chung, Fonseca-Pinto, Rui

“…•Review on recent dermoscopy melanoma classification results.•Design and optimization of a melanoma classification method with feature selection.•Proposal of…”
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Fine-tuning pre-trained neural networks for medical image classification in small clinical datasets by Spolaôr, Newton, Lee, Huei Diana, Mendes, Ana Isabel, Nogueira, Conceição Veloso, Parmezan, Antonio Rafael Sabino, Takaki, Weber Shoity Resende, Coy, Claudio Saddy Rodrigues, Wu, Feng Chung, Fonseca-Pinto, Rui

“…Convolutional neural networks have been effective in several applications, arising as a promising supporting tool in a relevant Dermatology problem: skin…”
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A video indexing and retrieval computational prototype based on transcribed speech by Spolaôr, Newton, Lee, Huei Diana, Takaki, Weber Shoity Resende, Ensina, Leandro Augusto, Parmezan, Antonio Rafael Sabino, Oliva, Jefferson Tales, Coy, Claudio Saddy Rodrigues, Wu, Feng Chung

“…Using the voice to interact with systems is attractive in medicine and other areas due to its friendliness and flexibility. Video indexing and retrieval have…”
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A Study of the Use of Complexity Measures in the Similarity Search Process Adopted by kNN Algorithm for Time Series Prediction by Sabino Parmezan, Antonio Rafael, Batista, Gustavo E.A.P.A.

“…In the last two decades, with the rise of the Data Mining process, there is an increasing interest in the adaptation of Machine Learning methods to support…”
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