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Statistical modelling of molecular descriptors in QSAR/QSPR / edited by Matthias Dehmer, Kurt Varmuza, and Danail Bonchev.

Contributor(s): Dehmer, Matthias, 1968- | Varmuza, Kurt, 1942- | Bonchev, Danail | Wiley InterScience (Online service).
Material type: materialTypeLabelBookSeries: Quantitative and network biology: v. 2.Publisher: Weinheim : [Chichester] : Wiley-VCH ; [John Wiley, distributor], ©2012Description: 1 online resource (xix, 436 pages) : illustrations (some color).Content type: text Media type: computer Carrier type: online resourceISBN: 9783527645121; 3527645128; 1283596962; 9781283596961; 9783527645022; 3527645020.Other title: Statistical modeling of molecular descriptors in QSAR/QSPR.Subject(s): Bioinformatics | Molecules -- Models -- Computer simulation | Bioinformatics | Molecules -- Models -- Computer simulationGenre/Form: Electronic books. | Electronic books.Additional physical formats: Print version:: Statistical modelling of molecular descriptors in QSAR/QSPR.DDC classification: 572.80285 Online resources: Wiley Online Library
Contents:
Front Matter -- Current Modeling Methods Used in QSAR/QSPR / Liew Chin Yee, Yap Chun Wei -- Developing Best Practices for Descriptor-Based Property Prediction: Appropriate Matching of Datasets, Descriptors, Methods, and Expectations / Michael Krein, Tao-Wei Huang, Lisa Morkowchuk, Dimitris K Agrafiotis, Curt M Breneman -- Mold Molecular Descriptors for QSAR / Huixiao Hong, Svetoslav Slavov, Weigong Ge, Feng Qian, Zhenqiang Su, Hong Fang, Yiyu Cheng, Roger Perkins, Leming Shi, Weida Tong -- Multivariate Analysis of Molecular Descriptors / Viviana Consonni, Roberto Todeschini -- Partial-Order Ranking and Linear Modeling: Their Use in Predictive QSAR/QSPR Studies / Andrew G Mercader, Eduardo A Castro -- Graph-Theoretical Descriptors for Branched Polymers / Koh-Hei Nitta -- Structural-Similarity-Based Approaches for the Development of Clustering and QSPR/QSAR Models in Chemical Databases / Irene Luque Ruiz, Gonzalo Cerruela Garcia, Miguel Angel G̤mez-Nieto -- Statistical Methods for Predicting Compound Recovery Rates for Ligand-Based Virtual Screening and Assessing the Probability of Activity / Martin Vogt, Jurgen Bajorath -- Molecular Descriptors and the Electronic Structure / B̲gel Horst -- New Types of Descriptors and Models in QSAR/QSPR / Christian Kramer, Timothy Clark -- Consensus Models of Activity Landscapes / Još L Medina-Franco, Austin B Yongye, Fabian L̤pez-Vallejo -- Reverse Engineering Chemical Reaction Networks from Time Series Data / Dominic P Searson, Mark J Willis, Allen Wright -- Reduction of Dimensionality, Order, and Classification in Spaces of Theoretical Descriptions of Molecules: An Approach Based on Metrics, Pattern Recognition Techniques, and Graph Theoretic Considerations / George Maroulis -- The Analysis of Organic Reaction Pathways by Brownian Processing / Daniel J Graham -- Generation of Chemical Transformations: Reaction Pathways Prediction and Synthesis Design / Grazna Nowak, Grzegorz Fic -- Index.
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Front Matter -- Current Modeling Methods Used in QSAR/QSPR / Liew Chin Yee, Yap Chun Wei -- Developing Best Practices for Descriptor-Based Property Prediction: Appropriate Matching of Datasets, Descriptors, Methods, and Expectations / Michael Krein, Tao-Wei Huang, Lisa Morkowchuk, Dimitris K Agrafiotis, Curt M Breneman -- Mold Molecular Descriptors for QSAR / Huixiao Hong, Svetoslav Slavov, Weigong Ge, Feng Qian, Zhenqiang Su, Hong Fang, Yiyu Cheng, Roger Perkins, Leming Shi, Weida Tong -- Multivariate Analysis of Molecular Descriptors / Viviana Consonni, Roberto Todeschini -- Partial-Order Ranking and Linear Modeling: Their Use in Predictive QSAR/QSPR Studies / Andrew G Mercader, Eduardo A Castro -- Graph-Theoretical Descriptors for Branched Polymers / Koh-Hei Nitta -- Structural-Similarity-Based Approaches for the Development of Clustering and QSPR/QSAR Models in Chemical Databases / Irene Luque Ruiz, Gonzalo Cerruela Garcia, Miguel Angel G̤mez-Nieto -- Statistical Methods for Predicting Compound Recovery Rates for Ligand-Based Virtual Screening and Assessing the Probability of Activity / Martin Vogt, Jurgen Bajorath -- Molecular Descriptors and the Electronic Structure / B̲gel Horst -- New Types of Descriptors and Models in QSAR/QSPR / Christian Kramer, Timothy Clark -- Consensus Models of Activity Landscapes / Još L Medina-Franco, Austin B Yongye, Fabian L̤pez-Vallejo -- Reverse Engineering Chemical Reaction Networks from Time Series Data / Dominic P Searson, Mark J Willis, Allen Wright -- Reduction of Dimensionality, Order, and Classification in Spaces of Theoretical Descriptions of Molecules: An Approach Based on Metrics, Pattern Recognition Techniques, and Graph Theoretic Considerations / George Maroulis -- The Analysis of Organic Reaction Pathways by Brownian Processing / Daniel J Graham -- Generation of Chemical Transformations: Reaction Pathways Prediction and Synthesis Design / Grazna Nowak, Grzegorz Fic -- Index.

Includes bibliographical references and index.

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