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Optimization of neural classifiers based on bayesian decision boundaries and idle neurons pruning
(2002-12-01)
In this article we describe a feature extraction algorithm for pattern classification based on Bayesian Decision Boundaries and Pruning techniques. The proposed method is capable of optimizing MLP neural classifiers by ...
Semi-automatic CNN Architectural Pruning using the Bayesian Case Model and Dimensionality Reduction Visualization
(Scitepress, 2022-01-01)
Visualization techniques have been applied to reasoning about complex machine learning models. These visual approaches aim to enhance the understanding of black-box models' decisions or guide in hyperparameters configuration, ...
Optimum-Path Forest pruning parameter estimation through Harmony Search
(2011-12-01)
Pattern recognition in large amount of data has been paramount in the last decade, since that is not straightforward to design interactive and real time classification systems. Very recently, the Optimum-Path Forest ...
Productivity of cherry tomatoes under protected cultivation carried out with different types of pruning and spacing
(2006-12-01)
The aim of the study was to evaluate production and determine the level of total soluble solids for cherry tomatoes, under protected cultivation carried out with different types of spacing and pruning. The experiment was ...
Pruning optimum-path forest ensembles using quaternion-based optimization
(2017-06-30)
Machine learning techniques have been actively pursued in the last years, mainly due to the great number of applications that make use of some sort of intelligent mechanism for decision-making processes. In this context, ...
Pruning Optimum-Path Forest Ensembles Using Quaternion-based Optimization
(Ieee, 2017-01-01)
Machine learning techniques have been actively pursued in the last years, mainly due to the great number of applications that make use of some sort of intelligent mechanism for decision-making processes. In this context, ...
Chemical characterization of Eryngium foetidum L. leaves in relation to the pruning of floral stalks and harvest time
(Fundacion General Univ Politecnica Madrid, 2014-01-01)
Eryngium foetidum L. is an aromatic vegetable used as seasoning and medicinal plant, in the treatment of fever, colds, pains and other diseases, being a source of flavonoids, saponins and essential oil. It has anti-inflammatory ...
Entropy-Based Filter Selection in CNNs Applied to Text Classification
(2020-01-01)
Filter selection in convolutional neural networks aims at finding the most important filters in a convolutional layer, with the goal of reducing computational costs and needed storage, as well as understanding the networks’ ...
Design of experimental composting of animal carcasses in universitary unit of treatment aimed a correct final disposition and soil improve
(2013-07-18)
For many years, composting has been used as a result of the recycling of organic matter. There is significative animal carcasses accumulation from teaching and researching activities of the university veterinary hospital. ...
Pruning Optimum-Path Forest Classifiers Using Multi-Objective Optimization
(Ieee, 2017-01-01)
Multi-objective optimization plays an important role when one has fitness functions that are somehow conflicting with each other. Also, parameter-dependent machine learning techniques can benefit from such optimization ...