How to address the data quality issues in regression models: A guided process for data cleaning

DC Corrales, JC Corrales, A Ledezma - Symmetry, 2018 - mdpi.com
Today, data availability has gone from scarce to superabundant. Technologies like IoT,
trends in social media and the capabilities of smart-phones are producing and digitizing lots …

From theory to practice: A data quality framework for classification tasks

DC Corrales, A Ledezma, JC Corrales - Symmetry, 2018 - mdpi.com
The data preprocessing is an essential step in knowledge discovery projects. The experts
affirm that preprocessing tasks take between 50% to 70% of the total time of the knowledge …

Feature selection for classification tasks: Expert knowledge or traditional methods?

DC Corrales, E Lasso, A Ledezma… - Journal of Intelligent & …, 2018 - content.iospress.com
Recently, available data has increased explosively in both number of samples and
dimensionality. The huge number of high dimensional data generates the presence of noisy …

A Systematic Study for Organizing Research Topics in Ontology Data Mining Domain

S Defiyanti, A Ashari, D Lelono - 2022 5th International …, 2022 - ieeexplore.ieee.org
Ontology has played a significant role in various domains for the organization of computer-
managed knowledge in recent years. Ontology is used to organize and classify objects in …