TPOT-NN: augmenting tree-based automated machine learning with neural network estimators [0.03%]
TPOT-NN:利用神经网络估计器增强基于树的自动化机器学习
Joseph D Romano,Trang T Le,Weixuan Fu et al.
Joseph D Romano et al.
Automated machine learning (AutoML) and artificial neural networks (ANNs) have revolutionized the field of artificial intelligence by yielding incredibly high-performing models to solve a myriad of inductive learning tasks. In spite of thei...
Editorial Introduction [0.03%]
编者按
Leonardo Trujillo,Ting Hu,Nuno Lourenço et al.
Leonardo Trujillo et al.
Editorial introduction [0.03%]
编者按
Lee Spector
Lee Spector
Tuong Manh Vu
Tuong Manh Vu
Miguel Nicolau
Miguel Nicolau
Editorial introduction [0.03%]
编辑部介绍词
Lee Spector
Lee Spector
William La Cava,Jason H Moore
William La Cava
Genetic programming has found recent success as a tool for learning sets of features for regression and classification. Multidimensional genetic programming is a useful variant of genetic programming for this task because it represents cand...
Jason H Moore,Randal S Olson,Yong Chen et al.
Jason H Moore et al.
The process of developing new test statistics is laborious, requiring the manual development and evaluation of mathematical functions that satisfy several theoretical properties. Automating this process, hitherto not done, would greatly acc...
Visualisation with treemaps and sunbursts in many-objective optimisation [0.03%]
许多目标优化中树图和旭日形的可视化方法
David J Walker
David J Walker
Visualisation is an important aspect of evolutionary computation, enabling practitioners to explore the operation of their algorithms in an intuitive way and providing a better means for displaying their results to problem owners. The prese...
Visualising the global structure of search landscapes: genetic improvement as a case study [0.03%]
搜索景观的全球结构的可视化:以基因改进为例
Nadarajen Veerapen,Gabriela Ochoa
Nadarajen Veerapen
The search landscape is a common metaphor to describe the structure of computational search spaces. Different landscape metrics can be computed and used to predict search difficulty. Yet, the metaphor falls short in visualisation terms beca...