Data Mining for Molecules with 2-D Neural Network Sensitivity Analysis

By Mark J. Embrechts, Fabio A. Arciniegas, M. Ozdemir, R. Kewley. 2003

13 citations recorded by the source corpus.

Subfields: Computational Theory and Mathematics

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In Computational Theory and Mathematics

1. Paulo Cortez
2. Mark J. Embrechts

Citations in the corpus

• Opening black box Data Mining models using Sensitivity Analysis (2011, methodology): “In Sections II-A and II-B, we extend the SA method of [17][18] (e.g. to deal with: classification tasks, discrete variables and up to the I -dimensional case, where I is the number of inputs).”
• Using sensitivity analysis and visualization techniques to open black box data mining models (2013, methodology): “However, such extraction is often based on a simplification of the model complexity, hence leading to rules that do not accurately represent the original model.”