44 citations · 61 across the 4 of their papers we have counts for
4 papers
Active WeaSuL: Improving Weak Supervision with Active Learning
Samantha Biegel, Rafah El-Khatib, Luiz Otavio Vilas Boas Oliveira +2
The availability of labelled data is one of the main limitations in machine learning. We can alleviate this using weak supervision: a framework that uses expert-defined rules $\bol…
Analysing Symbolic Regression Benchmarks under a Meta-Learning Approach
Luiz Otavio Vilas Boas Oliveira, Joao Francisco Barreto da Silva Martins, Luis Fernando Miranda +1
The definition of a concise and effective testbed for Genetic Programming (GP) is a recurrent matter in the research community. This paper takes a new step in this direction, propo…
Solving the Exponential Growth of Symbolic Regression Trees in Geometric Semantic Genetic Programming
Joao Francisco B. S. Martins, Luiz Otavio V. B. Oliveira, Luis F. Miranda +2
Advances in Geometric Semantic Genetic Programming (GSGP) have shown that this variant of Genetic Programming (GP) reaches better results than its predecessor for supervised machin…
How Noisy Data Affects Geometric Semantic Genetic Programming
Luis F. Miranda, Luiz Otavio V. B. Oliveira, Joao Francisco B. S. Martins +1
Noise is a consequence of acquiring and pre-processing data from the environment, and shows fluctuations from different sources---e.g., from sensors, signal processing technology o…