Publications by the researcher in collaboration with William Eduardo Villegas Chiliquinga (28)

2024

  1. Application of Deep Learning Models for Real-Time Automatic Malware Detection

    IEEE Access, Vol. 12, pp. 107742-107756

  2. Evaluating the Robustness of Deep Learning Models against Adversarial Attacks: An Analysis with FGSM, PGD and CW

    Big Data and Cognitive Computing, Vol. 8, Núm. 1

  3. Real-Time Recognition and Tracking in Urban Spaces Through Deep Learning: A Case Study

    IEEE Access, Vol. 12, pp. 95599-95612

2021

  1. Analysis of educational data in the current state of university learning for the transition to a hybrid education model

    Applied Sciences (Switzerland), Vol. 11, Núm. 5, pp. 1-19

  2. Erratum: Villegas-Ch, W., et al. A business intelligence framework for analyzing educational data. (Sustainability 2020, 12, 5745)

    Sustainability (Switzerland)

2020

  1. A business intelligence framework for analyzing educational data

    Sustainability (Switzerland), Vol. 12, Núm. 14, pp. 1-21

2019

  1. Application of a big data framework for data monitoring on a smart campus

    Sustainability (Switzerland), Vol. 11, Núm. 20

  2. Application of a smart city model to a traditional university campus with a big data architecture: A sustainable smart campus

    Sustainability (Switzerland), Vol. 11, Núm. 10

  3. Application of data mining for the detection of variables that cause university desertion

    Communications in Computer and Information Science

  4. Artificial intelligence as a support technique for university learning

    EDUNINE 2019 - 3rd IEEE World Engineering Education Conference: Modern Educational Paradigms for Computer and Engineering Career, Proceedings

  5. Comprehensive learning system based on the analysis of data and the recommendation of activities in a distance education environment

    The International journal of engineering education, Vol. 35, Núm. 5, pp. 1316-1325

  6. Management of educative data in university students with the use of big data techniques

    RISTI - Revista Iberica de Sistemas e Tecnologias de Informacao, Vol. 2019, Núm. 19, pp. 227-238

  7. The use of tools of data mining to decision making in engineering education—A systematic mapping study

    Computer Applications in Engineering Education, Vol. 27, Núm. 3, pp. 744-758

2018

  1. Big data, the next step in the evolution of educational data analysis

    Advances in Intelligent Systems and Computing

  2. Towards the integration of business intelligence tools applied to educational data mining

    EDUNINE 2018 - 2nd IEEE World Engineering Education Conference: The Role of Professional Associations in Contemporaneous Engineer Careers, Proceedings

  3. Using text mining to evaluate student interaction in virtual leaming environments

    EDUNINE 2018 - 2nd IEEE World Engineering Education Conference: The Role of Professional Associations in Contemporaneous Engineer Careers, Proceedings

2017

  1. APPLICATION OF A DATA MINING METHOD IN TO LMS FOR THE IMPROVEMENT OF ENGINEERING COURSES IN NETWORKS

    10TH INTERNATIONAL CONFERENCE OF EDUCATION, RESEARCH AND INNOVATION (ICERI2017)

  2. Analysis of data mining techniques applied to LMS for personalized education

    EDUNINE 2017 - IEEE World Engineering Education Conference: Engineering Education - Balancing Generalist and Specialist Formation in Technological Carriers: A Current Challenge, Proceedings

  3. Analysis of web-based learning systems by data mining

    2017 IEEE 2nd Ecuador Technical Chapters Meeting, ETCM 2017

  4. Data mining toolkit for extraction of knowledge from LMS

    ACM International Conference Proceeding Series