English

Regulariza\c{c}\~ao, aprendizagem profunda e interdisciplinaridade em problemas inversos mal-postos

Image and Video Processing 2025-02-21 v1 Machine Learning

Abstract

In this book, written in Portuguese, we discuss what ill-posed problems are and how the regularization method is used to solve them. In the form of questions and answers, we reflect on the origins and future of regularization, relating the similarities and differences of its meaning in different areas, including inverse problems, statistics, machine learning, and deep learning.

Keywords

Cite

@article{arxiv.2502.13976,
  title  = {Regulariza\c{c}\~ao, aprendizagem profunda e interdisciplinaridade em problemas inversos mal-postos},
  author = {Roberto Gutierrez Beraldo and Ricardo Suyama},
  journal= {arXiv preprint arXiv:2502.13976},
  year   = {2025}
}

Comments

200 pages, in Portuguese language, 54 figures