I help startups and business to make their ideas come true with technology

Education

B.S. in Computational Physics - Universidade de São Paulo

2015 - 2021

Computational Physics is an interdisciplinary study associated with notions of physics, applied mathematics, and computer science. Historically, computational physics was the first application of modern computers in science, and is now a subset of computational science.

MBA in Software Engineering - Universidade de São Paulo

2024 - 2025

The MBA in Software Engineering is a graduate program that focuses on the principles and practices of software development, project management, and software architecture. It covers topics such as software design, testing, quality assurance, and agile methodologies.

Publications

Exploration of neural network techniques to detect community structure in complex networks (2021)

Nathalia Satie Gomazako, and Gonzalo Travieso

Universidade de São Paulo, Brazil

ABSTRACT

Complex networks model real-world systems as sets of nodes with pairwise connections, and frequently have a community structure where a set of nodes are more connected within the community than outside. Detecting communities through heuristic methods is necessary due to the difficulty of trying different combinations for large networks. Community detection can be seen as a classification problem, and neural networks can be useful. The work involves training and testing a neural network with complex network models and comparing results to established community detection algorithms. Neural networks have good results for simple models, but accuracy decreases with a more flexible community generation model and is strongly affected by the training set.