28 citations · 91 across the 19 of their papers we have counts for
Showing 2017Show all
3 papers · 1 filter
cs.NE2017★ 9 cited
Gray-box optimization and factorized distribution algorithms: where two worlds collide
Roberto Santana
The concept of gray-box optimization, in juxtaposition to black-box optimization, revolves about the idea of exploiting the problem structure to implement more efficient evolutiona…
cs.LG2017★ 10 cited
Evolving imputation strategies for missing data in classification problems with TPOT
Unai Garciarena, Roberto Santana, Alexander Mendiburu
Missing data has a ubiquitous presence in real-life applications of machine learning techniques. Imputation methods are algorithms conceived for restoring missing values in the dat…
cs.CL2017★ 3 cited
Reproducing and learning new algebraic operations on word embeddings using genetic programming
Roberto Santana
Word-vector representations associate a high dimensional real-vector to every word from a corpus. Recently, neural-network based methods have been proposed for learning this repres…