Dominance-Analysis : A Python Library for Accurate and Intuitive Relative Importance of PredictorsThis package is designed to determine relative importance of predictors for both regression and classification models. The determination of relative importance depends on how one defines importance; Budescu (...
The Dominance Analysis package is based on the concept developed by Azen and Budescu (see references). This package is released under aMIT License. Dominance Analysis Python package has been developed byShashank Shekhar,Sajan BhagatandKunjithapatham Sivakumar. Pull requests submitted to the GitHub Rep...
The use case we’ll implement at the end of this article, then, we’ll show how easy it is to use Python to make data analysis and predictions with Machine Learning using the Notebooks in DataBricks. Introducing DataBricks DataBricksis a Data Lakehouse Platform that “combines the best element...
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(Fig.5a–f). As hinted from our previous analysis of the toy networks, the margin by which the DomiRank-based attack outperforms the other strategies relates to the topological properties of the networks, which also dictate the optimal value ofσ. Thus, for the Barabási-Albert topology (...
Visual image analysis of the result is carried out in RGB color space and as well as in gray-scale. Figure 3 shows the comparison of the original input, stage 1 output, and stage 2 output in color space, along with a comparison between the gray-scale of the input image vs. the ...
Interactive analysis of multiple-criteria project scheduling problems European Journal of Operational Research (1998) A. Jaszkiewicz et al. The light beam search approach – an overview of methodology and applications European Journal of Operational Research (1999) D. Jones et al. Multi-objective me...
Through co-crystal structural analysis of the HPV6 L1 pentamer:13H5 complex, we delineated the epitope as spanning four segments of amino acids (Phe42-Ala47, Gly172-Asp173, Glu255-Val275, and Val337-Tyr351) on the L1 surface loops. Further interaction analysis and site-directed mutagenesis...
Dominance-Analysis : A Python Library for Accurate and Intuitive Relative Importance of Predictors feature-selection logistic regression feature-engineering regression models predictor multiple regression feature-importance classification model relative importance dominance analysis r-square shapley value keydrivers ...