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Idealized correlations: prediction of solubility of fullerene in organic solvents
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1  Istituto di Ricerche Farmacologiche Mario Negri IRCCS

Abstract:

The idealization of correlation is reached via so-called Index of Ideality of Correlation (IIC). The IIC is a mathematical function of two parameters (i) determination coefficient; and (ii) mean absolute error (MAE). Optimal descriptors, which are calculated with simplified molecular input-line entry system (SMILES), obtained via the Monte Carlo optimization that involves the IIC factually have lost ability to provide the overtraining for quantitative structure - property relationships (QSPRs).

Keywords: Nanomaterial; QSPR; Monte Carlo method; Index of Ideality of Correlation
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