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

Contributor(s): Material type: TextTextSeries: Quantitative and network biology ; v. 2.Publication details: Weinheim : Wiley-VCH ; [Chichester] : [John Wiley, distributor], ©2012.Description: 1 online resource (xix, 436 pages) : illustrations (some color)Content type:
  • text
Media type:
  • computer
Carrier type:
  • online resource
ISBN:
  • 9783527645121
  • 3527645128
  • 1283596962
  • 9781283596961
  • 9783527645022
  • 3527645020
Other title:
  • Statistical modeling of molecular descriptors in QSAR/QSPR
Subject(s): Genre/Form: Additional physical formats: Print version:: Statistical modelling of molecular descriptors in QSAR/QSPR.DDC classification:
  • 572.80285 23
LOC classification:
  • QH324.2 .S73 2012
Online resources:
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.

Print version record.

Biotechnology & Bioinformatics