7 citations · 16 across the 3 of their papers we have counts for
3 papers
An Adaptive and Near Parameter-free Evolutionary Computation Approach Towards True Automation in AutoML
Benjamin Patrick Evans, Bing Xue, Mengjie Zhang
A common claim of evolutionary computation methods is that they can achieve good results without the need for human intervention. However, one criticism of this is that there are s…
Improving generalisation of AutoML systems with dynamic fitness evaluations
Benjamin Patrick Evans, Bing Xue, Mengjie Zhang
A common problem machine learning developers are faced with is overfitting, that is, fitting a pipeline too closely to the training data that the performance degrades for unseen da…
Genetic Programming and Gradient Descent: A Memetic Approach to Binary Image Classification
Benjamin Patrick Evans, Harith Al-Sahaf, Bing Xue +1
Image classification is an essential task in computer vision, which aims to categorise a set of images into different groups based on some visual criteria. Existing methods, such a…