Understanding how collaborative governance mediates rural tourism and sustainable territory development: a systematic literature review
Abstract
The design and development of a web application to identify a high or low probability of student dropout at the National Learning Service (SENA) in Colombia, aiming to streamline the process of identifying and supporting potential candidates for assistance provided by the institution through the student welfare department. Throughout the development, socioeconomic variables with the highest impact on characterized academic dropout processes to create a dataset. This dataset was then utilized with various artificial intelligence techniques explored in Machine Learning (Decision Trees, K-means, and Regression), ultimately determining the most effective algorithm for integration into the Software. The decision tree classification technique emerged as the most effective, achieving an impressive accuracy of 91% and a minimal error rate of 9%, substantiating its state-of-the-art standing. As a result, this Software has optimized processes within the Student Welfare Department at SENA and is adaptable for use in any higher education institution. © 2013 IEEE.
Collections
- Indexados Scopus [2005]
Related items
Showing items related by title, author, creator and subject.
-
School Clustering Through Machine Learning and Geospatial Analysis
(ANTACOM A.C.; SIP-IPN; UPIITA-IPNIngeniería de SistemasFacultad de Ingenierías, 2025)Schools and school population are prone to safety and health risks due to their proximity to hazardous features, either natural or infrastructural. In Mexico there is an official standard that points out which features to ... -
La tensión entre la justicia lega y la justicia letrada durante la primera mitad del siglo xix: el caso de Antioquia (Nueva Granada)
(Universidad del SalvadorDerechoFacultad de Derecho, 2010)El presente texto señala la tensión que existió, a inicios del siglo XIX antioqueño, entre la justicia lega (conformada por vecinos designados por el Ayuntamiento, que aplicaban preferentemente las costumbres locales) y ... -
Data Interoperability in Learning Analytics - Review of Literature
(Institute of Electrical and Electronics Engineers Inc.Ingeniería de SistemasFacultad de Ingenierías, 2024)Learning analytics (LA) and educational data mining (EDM) are two complementary approaches to modeling and understanding teaching-learning processes and, in general, data from academic environments. LA is applied to data ...