Evaluation of a tree-based pipeline optimization tool for automating data science

RS Olson, N Bartley, RJ Urbanowicz… - Proceedings of the genetic …, 2016 - dl.acm.org
As the field of data science continues to grow, there will be an ever-increasing demand for
tools that make machine learning accessible to non-experts. In this paper, we introduce the …

Genetically improved software

WB Langdon - Handbook of Genetic Programming Applications, 2015 - Springer
As other chapters in the book show, genetic programming (Koza 1992; Banzhaf et al. 1998;
Poli et al. 2008) has been very widely applied. 1 For example in modelling (Kordon 2010) …

Toward the automated analysis of complex diseases in genome-wide association studies using genetic programming

A Sohn, RS Olson, JH Moore - Proceedings of the genetic and …, 2017 - dl.acm.org
Machine learning has been gaining traction in recent years to meet the demand for tools that
can efficiently analyze and make sense of the ever-growing databases of biomedical data in …

[HTML][HTML] Evaluating warfarin dosing models on multiple datasets with a novel software framework and evolutionary optimisation

G Truda, P Marais - Journal of Biomedical Informatics, 2021 - Elsevier
Warfarin is an effective preventative treatment for arterial and venous thromboembolism, but
requires individualised dosing due to its narrow therapeutic range and high individual …

Genetic programming for reverse engineering

M Harman, WB Langdon… - 2013 20th Working …, 2013 - ieeexplore.ieee.org
This paper overviews the application of Search Based Software Engineering (SBSE) to
reverse engineering with a particular emphasis on the growing importance of recent …

Genetic improvement of software for multiple objectives

WB Langdon - International Symposium on Search Based Software …, 2015 - Springer
Genetic programming (GP) can increase computer program's functional and non-functional
performance. It can automatically port or refactor legacy code written by domain experts …

A large-scale study on repetitiveness, containment, and composability of routines in open-source projects

AT Nguyen, HA Nguyen, TN Nguyen - Proceedings of the 13th …, 2016 - dl.acm.org
Source code in software systems has been shown to have a good degree of repetitiveness
at the lexical, syntactical, and API usage levels. This paper presents a large-scale study on …

Warfarin dose estimation on multiple datasets with automated hyperparameter optimisation and a novel software framework

G Truda, P Marais - arXiv preprint arXiv:1907.05363, 2019 - arxiv.org
Warfarin is an effective preventative treatment for arterial and venous thromboembolism, but
requires individualised dosing due to its narrow therapeutic range and high individual …

A Novel Black Box Approach For Component Adaptation Technique

B Jalender, DA Govardhan - International Journal of Computer …, 2022 - koreascience.kr
There are several ways to improve software performance by using existing software. So, the
developments of some programs are the most promising ways. However, traditional part …

New trends in learning for software engineering

A Hamouda - International Conference on Recent Advances in …, 2015 - atlantis-press.com
Software is nowadays a critical component of our lives and everyday-work working activities.
However, as the technological infrastructure of the modern world evolves a great challenge …