Younes Bennani – författare

Advances in Domain Adaptation Theory gives current, state-of-the-art results on transfer learning, with a particular focus placed on domain adaptation from a theoretical point-of-view. The book begins with a brief overview of the most popular concepts used to provide generalization guarantees, including sections on Vapnik-Chervonenkis (VC), Rademacher, PAC-Bayesian, Robustness and Stability based bounds. In addition, the book explains domain adaptation problem and describes the four major families of theoretical results that exist in the literature, including the Divergence based bounds. Next, PAC-Bayesian bounds are discussed, including the original PAC-Bayesian bounds for domain adaptation and their updated version.Additional sections present generalization guarantees based on the robustness and stability properties of the learning algorithm.- Gives an overview of current results on transfer learning- Focuses on the adaptation of the field from a theoretical point-of-view- Describes four major families of theoretical results in the literature- Summarizes existing results on adaptation in the field- Provides tips for future research

This book constitutes revised selected papers from the thoroughly refereed conference proceedings of the 4th International Conference on Intelligent Systems and Advanced Computing Sciences, ISACS 2023, which took place in Taza, Morocco, in October 26–27, 2023. The 30 full papers and 8 short papers presented in these proceedings were carefully reviewed and selected from 131 submissions. This conference focusing on all theoretical and practical aspects related to information technology and communications security.

This book constitutes revised selected papers from the thoroughly refereed conference proceedings of the 4th International Conference on Intelligent Systems and Advanced Computing Sciences, ISACS 2023, which took place in Taza, Morocco, in October 26–27, 2023. 

The 30 full papers and 8 short papers presented in these proceedings were carefully reviewed and selected from 131 submissions. This conference focusing on all theoretical and practical aspects related to information technology and communications security.