In this project, we aim to develop methods to improve the tasks of machine learning based on graphs (networks), analyzing the impact the network structure has on the tasks. Also, through the use of multilayer networks, we will develop new methods for graph-based machine learning. The analyzes will be conducted considering the theory of complex networks and machine learning, using artificial and real databases, evaluating with literature methods and applying to real problems
In this project, we aim to develop methods to analyze the patterns of activity and the evolution of spatiotemporal systems with dynamic networks. The project includes the design, development, and testing of new techniques for mining temporal and dynamic networks and the application of network analysis techniques to real-world problems.
I am a research collaborator in this project, which seeks to continue the German-Brazilian cooperation initiative currently underway, aims to study the principles and foundations of self-organization in more general complex networks, where the topology is not simple and complexity is very elaborate. Aiming at applications in current situations of interest, it is intended to understand the role that structure heterogeneity, delays in multiple time and space scales, and stochasticity have on the network dynamics
I am a research collaborator in this project, which investigates in depth all the steps involved in SSL, including the selection of initial labels, the selection of the network to be built and the method for propagating labels, and propose new approaches to improve this process. Challenges of the area will also be addressed such as contaminated or unbalanced labels, large databases and applications in text mining, climate data analysis and data augmentation for images
I am researcher and developer in Sureale project, the startup that is an evolution in marketing allowing ultra-realistic and interactive experiences in virtual architecture environments. Interactivity with your product anytime, anywhere
I am collaborator and researcher in the BeeNet, a startup with state government financial support (FAPESP) that provides a new social network for the offering and searching for jobs that have a positive impact on people's lives
I was part of the developer team for a player in NCLua and SMIL to review a video conference session (chat, video and electronic whiteboard) for the DiGaE tool (Distributed Gathering Environment) of the TIDIA-Sakai