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Hi there 👋

My name is Luis. I'm an academic in the Machine Learning area with a focus on Natural Language Processing and Graph AI techniques. I'm currently a PhD student in Computer Science at Cin-UFPE.

I have experience in Data Analysis and machine learning. Having earned a master's degree in computational inteligence has provide me a solid background in machine learning and statistical analysis.

  • I’m currently working on text mining and NLP tasks using supervised and unsupervised machine learning techniques
  • My current interests of research:
    • Text summarization
    • Text classification
    • Clustering Analysis on textual data
    • Anomaly Detection
    • Graph Neural Networks
    • Graph Representation Learning
  • I’m interested to collaborate on academic projects
  • How to reach me: www.linkedin.com/in/luisfredgs
  • My blog https://medium.com/luisfredgs

Luís Gonçalves's Projects

gcca icon gcca

Generalized Canonical Correlation Analysis

gde icon gde

Neural Graph Differential Equations (Neural GDEs)

gdes icon gdes

Generating Diverse Extended Summaries of Scientific Articles

gnn-lspe icon gnn-lspe

Source code for GNN-LSPE (Graph Neural Networks with Learnable Structural and Positional Representations), ICLR 2022

gnn-spectrum icon gnn-spectrum

Implementation of the paper "A New Perspective on the Effects of Spectrum in Graph Neural Networks"

gradient-descent icon gradient-descent

A simple demonstration of gradient-descent algorithm in C++ on a linear funciton.

grand-plus icon grand-plus

Code and dataset for paper "GRAND+: Scalable Graph Random Neural Networks"

graph-datasets icon graph-datasets

A repository of pretty cool datasets that I collected for network science and machine learning research.

hfa_release icon hfa_release

The implementation for heterogeneous feature augmentation (HFA)

huapa icon huapa

AAAI18 paper 《Improving Review Representations with User Attention and Product Attention for Sentiment Classification》

ice icon ice

Individualized Classifier Ensemble

impsq icon impsq

Implicit^2: Implicit model for implicit neural representations

informer2020 icon informer2020

The GitHub repository for the paper "Informer" accepted by AAAI 2021.

jacobiconv icon jacobiconv

How Powerful are Spectral Graph Neural Networks

jquery-autocomplete icon jquery-autocomplete

Ajax Autocomplete for jQuery allows you to easily create autocomplete/autosuggest boxes for text input fields

jukebox icon jukebox

Code for "Jukebox: A Generative Model for Music"

kadot icon kadot

Kadot, the unsupervised natural language processing library.

kdcovid icon kdcovid

Knowledge Discovery for COVID19: Search the full text of CORD19 research papers on COVID 19

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