Browsing Ponencias (Lenguajes y Sistemas Informáticos) by Subject "Classification"
Now showing items 1-7 of 7
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Presentation
Attribute Selection for Classification
(International Association for Development of the Information Society, 2003)The selection of attributes used to construct a classification model is crucial in machine learning, in particular with ...
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Presentation
Deep Learning-Based Approach for Sleep Apnea Detection Using Physiological Signals
(Springer Link, 2023-09)This paper explores the use of deep learning techniques for detecting sleep apnea. Sleep apnea is a common sleep disorder ...
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Feature-Aware Drop Layer (FADL): A Nonparametric Neural Network Layer for Feature Selection
(SpringerLink, 2022)Neural networks have proven to be a good alternative in application fields such as healthcare, time-series forecasting and ...
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Finding Defective Modules from Highly Unbalanced Datasets
(Sociedad de Ingeniería de Software y Tecnologías de Desarrollo de Software (SISTEDES), 2008-10)Many software engineering datasets are highly unbalanced, i.e., the number of instances of a one class outnumber the number ...
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Low Dimensionality or Same Subsets as a Result of Feature Selection: An In-Depth Roadma
(Springer, 2017-06)This paper addresses the situation that may happen after the application of feature subset selection in terms of a reduced ...
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On the performance of deep learning models for time series classification in streaming
(Springer, 2020)Processing data streams arriving at high speed requires the development of models that can provide fast and accurate ...
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Presentation
SmartFD: A Real Big Data Application for Electrical Fraud Detection
(Springer, 2018)The main objective of this paper is the application of big data analytics to a real case in the field of smart electric ...