GPTIPS swMATH ID: 15254 Software Authors: Searson DP, Leahy DE, Willis MJ Description: GPTIPS: an open source genetic programming toolbox for multigene symbolic regression. In this contribution GPTIPS, a free, open source MATLAB toolbox for performing symbolic regression by genetic programming (GP) is introduced. GPTIPS is specifically designed to evolve mathematical models of predictor response data that are “multigene” in nature, i.e. linear combinations of low order non-linear transformations of the input variables. The functionality of GPTIPS is demonstrated by using it to generate an accurate, compact QSAR (quantitative structure activity relationship) model of existing toxicity data in order to predict the toxicity of chemical compounds. It is shown that the low-order “multigene” GP methods implemented by GPTIPS can provide a useful alternative, as well as a complementary approach, to currently accepted empirical modelling and data analysis techniques. GPTIPS and documentation is available for download at http://sites.google.com/site/gptips4matlab/. Homepage: https://sites.google.com/site/gptips4matlab/ Dependencies: Matlab Related Software: OVITO; Scikit; Matlab; GSLIB; fda (R); SIRENE; UniProt; WebGestalt; KDDONTO; Protege; GeoSVM; GAMES; Bambino; UniHI; PreSPI; nocoRNAc; BioGRID; BioOptimizer; GAME; Genomatix Cited in: 6 Documents all top 5 Cited by 12 Authors 2 Das, Saptarshi 2 Pan, Indranil 1 Azevedo, Leonardo 1 Kasabov, Nikola K. 1 Kitipornchai, Sritawat 1 Nunes, Rúben 1 Soares, Amílcar O. 1 Yang, Jie 1 Zhang, Wei 1 Zhang, Yihe 1 Zhang, Yingyan 1 Zhao, Shaoyu all top 5 Cited in 6 Serials 1 Chaos, Solitons and Fractals 1 Meccanica 1 Applied Mathematical Modelling 1 European Journal of Mechanics. A. Solids 1 Computational Geosciences 1 Springer Handbooks all top 5 Cited in 8 Fields 3 Computer science (68-XX) 2 Dynamical systems and ergodic theory (37-XX) 2 Mechanics of deformable solids (74-XX) 2 Biology and other natural sciences (92-XX) 1 General and overarching topics; collections (00-XX) 1 Ordinary differential equations (34-XX) 1 Geophysics (86-XX) 1 Operations research, mathematical programming (90-XX) Citations by Year