Fundamentos, investigación y casos reales de la IA/ML en la gestión de redes

As part of LACNIC 43—one of the most important Internet events in the region—held from May 5 to 9, 2025, at the Anhembi District Convention Center in São Paulo, Brazil, Christian Rothenberg from FEEC/UNICAMP delivered a presentation titled “Fundamentos, investigación y casos reales de la IA/ML en la gestión de redes” on May 9. His talk covered the foundational concepts of artificial intelligence and machine learning, their applications in network automation, quality of experience (QoE) optimization, and network problem detection. Rothenberg showcased real-world use cases such as enhancing YouTube QoE over 4G/5G networks and detecting soft failures in optical networks using a Network Digital Twin. The session concluded with practical recommendations for implementing these technologies in operational environments.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-05-09
DOI
https://doi.org/10.5281/zenodo.15381253
Primary Topic
Streptococcal Infections and Treatments
Type
article
Field-Weighted Citation Impact
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article

Fundamentos, investigación y casos reales de la IA/ML en la gestión de redes

Zenodo (CERN European Organization for Nuclear Research)
Streptococcal Infections and Treatments
article

Fundamentos, investigación y casos reales de la IA/ML en la gestión de redes

article en

Abstract

As part of LACNIC 43—one of the most important Internet events in the region—held from May 5 to 9, 2025, at the Anhembi District Convention Center in São Paulo, Brazil, Christian Rothenberg from FEEC/UNICAMP delivered a presentation titled “Fundamentos, investigación y casos reales de la IA/ML en la gestión de redes” on May 9. His talk covered the foundational concepts of artificial intelligence and machine learning, their applications in network automation, quality of experience (QoE) optimization, and network problem detection. Rothenberg showcased real-world use cases such as enhancing YouTube QoE over 4G/5G networks and detecting soft failures in optical networks using a Network Digital Twin. The session concluded with practical recommendations for implementing these technologies in operational environments.

Zenodo (CERN European Organization for Nuclear Research)
Universidade Estadual de Campinas (UNICAMP) (BR)
Openalex Percentile: Top 43%
Streptococcal Infections and Treatments
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