Universidad de Colima

Publications
keyword: Deep Learning

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A Review of Deep Learning Applications for the Next Generation of Cognitive Networks

2022 — Applied Sciences

Intelligence capabilities will be the cornerstone in the development of next-generation cognitive networks. These capabilities allow them to observe network conditions, learn from them, and then, using prior knowledge gained, respond to its operating environment to optimize network performance. This study aims to offer an overview of the current state of the art related to the use of deep learning in applications for intelligent cognitive networks that can serve as a reference for future initiatives in this field. For this, a systematic literature review was carried out in thre...

Keywords: Deep Learning Machine Learning Cognitive networks; Data-driven networks

A review of deep learning applications for genomic selection

2021 — BMC Genomics

We review the applications of deep learning (DL) methods in genomic selection (GS) to obtain a meta-picture of GS performance and highlight how these tools can help solve challenging plant breeding problems. We also provide general guidance for the effective use of DL methods including the fundamentals of DL and the requirements for its appropriate use. We discuss the pros and cons of this technique compared to traditional genomic prediction approaches as well as the current trends in DL applications.

Keywords: Deep Learning Genomic selection Prediction methods