یادداشتهای مربوط به کتابنامه ، واژه نامه و نمایه های داخل اثر
متن يادداشت
Includes bibliographical references and index.
یادداشتهای مربوط به مندرجات
متن يادداشت
Cover; Half Title; Title Page; Copyright Page; Table of Contents; Foreword; Preface; Authors; Chapter 1 QSAR at a Glance; Chapter 2 Database and Dataset; 2.1 Introduction; 2.2 Data Sources; 2.2.1 Database Servers; 2.2.2 Data Handling; Chapter 3 Molecular Descriptors; 3.1 Introduction; 3.2 Molecular Descriptors; 3.2.1 Whole Molecule Descriptors; 3.2.2 Fragment-Based Molecular Descriptors; 3.2.3 Dimensionality in Molecular Descriptors; 3.3 Software for Generation of Molecular Descriptors; 3.4 Limitations and Challenges; Chapter 4 Descriptor Selection; 4.1 Introduction
متن يادداشت
4.2 Preprocessing of Molecular Descriptors4.2.1 Scaling; 4.2.2 Collinearity; 4.2.3 Train and Test Sets Division; 4.3 Descriptor Selection; 4.3.1 Methods and Algorithms; 4.3.1.1 Filter-Based Methods; 4.3.1.2 Wrapper-Based Methods; 4.3.1.3 Hybrid Methods; 4.4 Software and Tools; 4.5 Limitations and Challenges; Chapter 5 Model Building; 5.1 Introduction; 5.2 Linear Models; 5.2.1 Multiple Linear Regression; 5.2.2 Partial Least Squares; 5.2.3 Principal Component Analysis; 5.2.4 Free-Wilson Analysis; 5.2.5 Linear Discriminant Analysis; 5.3 Nonlinear Models; 5.3.1 Artificial Neural Network
متن يادداشت
5.3.2 k-Nearest Neighbor5.3.3 Decision Tree; 5.3.4 Support Vector Machine; 5.4 Outliers; 5.5 Software and Tools; 5.6 Limitations and Challenges; Chapter 6 Validation of QSAR Models; 6.1 Introduction; 6.2 Validation Methods; 6.2.1 Internal Validation; 6.2.1.1 Internal Cross-Validation; 6.2.1.2 The rm2 Parameter; 6.2.1.3 Y-Scrambling; 6.2.1.4 Bootstrapping; 6.2.2 External Validation; 6.2.3 Applicability Domain; 6.3 Software and Tools; 6.4 Limitations and Challenges; Chapter 7 Practical Example; Chapter 8 Concluding Remarks; References; Index
بدون عنوان
0
بدون عنوان
8
بدون عنوان
8
یادداشتهای مربوط به خلاصه یا چکیده
متن يادداشت
"Since the introduction of quantitative structureactivity relationship (QSAR) studies in early the 60s, this field has played a significant role in the discovery and design of new chemical entities in drug development. Quantitative StructureActivity Relationship: A practical approach provides a detailed overview of computational approaches in QSAR studies. Applications of different algorithms in various steps of a QSAR analysis are covered and examples are provided. Each chapter introduces the tools and software involved. Moreover, challenges and issues which may be faced in any step of the analysis are thoroughly discussed based on the OECD guidelines, enabling the reader to familiarise themselves with potential end results."--Provided by publisher.
یادداشتهای مربوط به سفارشات
منبع سفارش / آدرس اشتراک
Ingram Content Group
شماره انبار
9781351113052
ویراست دیگر از اثر در قالب دیگر رسانه
شماره استاندارد بين المللي کتاب و موسيقي
9780815362098
موضوع (اسم عام یاعبارت اسمی عام)
موضوع مستند نشده
Biochemistry.
موضوع مستند نشده
Pharmacy.
موضوع مستند نشده
Quantitative Structure-Activity Relationship.
موضوع مستند نشده
Biochemistry.
موضوع مستند نشده
Pharmacy.
موضوع مستند نشده
SCIENCE / Biotechnology.
موضوع مستند نشده
SCIENCE / Chemistry / General.
مقوله موضوعی
موضوع مستند نشده
MED071000
موضوع مستند نشده
SCI010000
موضوع مستند نشده
SCI013000
رده بندی ديویی
شماره
SCBS05
شماره
SCBS05
شماره
SCBS6235
شماره
WB035
شماره
WB043
شماره
WB057
شماره
WB061
شماره
WB063
شماره
WB075
رده بندی کنگره
شماره رده
RM301
.
42
نشانه اثر
.
D36
2018eb
سایر رده بندی ها
شماره رده
QV
744
نام شخص به منزله سر شناسه - (مسئولیت معنوی درجه اول )