Applied statistical modeling and data analytics : (Record no. 542635)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 05781cam a2200505Ii 4500 |
| 001 - CONTROL NUMBER | |
| control field | on1006380891 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | OCoLC |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20180529120011.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 171016t20182018maua ob 001 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780128032800 |
| Qualifying information | (electronic bk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 0128032804 |
| Qualifying information | (electronic bk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| Cancelled/invalid ISBN | 9780128032794 |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | (OCoLC)1006380891 |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | DLC |
| Language of cataloging | eng |
| Transcribing agency | DLC |
| Modifying agency | AU |
| 049 ## - LOCAL HOLDINGS (OCLC) | |
| Holding library | Alfaisal Main Library |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER | |
| Classification number | TN871 |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Mishra, Srikanta, |
| Dates associated with a name | 1958- |
| Relator term | author. |
| 245 10 - TITLE STATEMENT | |
| Title | Applied statistical modeling and data analytics : |
| Remainder of title | a practical guide for the petroleum geosciences / |
| Statement of responsibility, etc | Srikanta Mishra, Akhil Datta-Gupta. |
| 250 ## - EDITION STATEMENT | |
| Edition statement | First edition. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE STATEMENTS | |
| Place of production, publication, distribution, manufacture | Cambridge, MA : |
| Name of producer, publisher, distributor, manufacturer | Elsevier, |
| Date of production, publication, distribution, manufacture | [2018] |
| 264 #4 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE STATEMENTS | |
| Date of production, publication, distribution, manufacture | ©2018 |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Date of publication, distribution, etc | [2018] |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 1 online resource. |
| 336 ## - CONTENT TYPE | |
| Content Type Term | text |
| Content Type Code | txt |
| Source | rdacontent |
| 337 ## - MEDIA TYPE | |
| Media Type Term | computer |
| Media Type Code | c |
| Source | rdamedia |
| 338 ## - CARRIER TYPE | |
| Carrier Type Term | online resource |
| Carrier Type Code | cr |
| Source | rdacarrier |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc | Includes bibliographical references and index. |
| 588 0# - | |
| -- | Vendor-supplied metadata. |
| 505 0# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | ""Front Cover""; ""Applied Statistical Modeling and Data Analytics: A Practical Guide for the Petroleum Geosciences""; ""Copyright""; ""Dedication""; ""Contents""; ""Preface""; ""Acknowledgments""; ""Chapter 1: Basic Concepts""; ""1.1. Background and Scope""; ""1.1.1. What Is Statistics?""; ""1.1.2. What Is Big Data Analytics?""; ""1.1.3. Data Analysis Cycle""; ""1.1.4. Some Applications in the Petroleum Geosciences""; ""1.2. Data, Statistics, and Probability""; ""1.2.1. Outcomes and Events""; ""1.2.2. Probability""; ""1.2.3. Conditional Probability and Bayes Rule""; ""1.3. Random Variables"" |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | ""1.3.1. Discrete Case""""1.3.2. Continuous Case""; ""1.3.3. Indicator Transform""; ""1.4. Summary""; ""Exercises""; ""References""; ""Chapter 2: Exploratory Data Analysis""; ""2.1. Univariate Data""; ""2.1.1. Measures of Center""; ""2.1.2. Measures of Spread""; ""2.1.3. Measures of Asymmetry""; ""2.1.4. Graphing Univariate Data""; ""2.2. Bivariate Data""; ""2.2.1. Covariance""; ""2.2.2. Correlation and Rank Correlation""; ""2.2.3. Graphing Bivariate Data""; ""2.3. Multivariate Data""; ""2.4. Summary""; ""Exercises""; ""References""; ""Chapter 3: Distributions and Models Thereof"" |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | ""3.1. Empirical Distributions""""3.1.1. Histogram""; ""3.1.2. Quantile Plot""; ""3.2. Parametric Models""; ""3.2.1. Uniform Distribution""; ""3.2.2. Triangular Distribution""; ""3.2.3. Normal Distribution""; ""3.2.4. Lognormal Distribution""; ""3.2.5. Poisson Distribution""; ""3.2.6. Exponential Distribution""; ""3.2.7. Binomial Distribution""; ""3.2.8. Weibull Distribution""; ""3.2.9. Beta Distribution""; ""3.3. Working With Normal and Log-Normal Distributions""; ""3.3.1. Normal Distribution""; ""3.3.2. Normal Score Transformation""; ""3.3.3. Log-Normal Distribution"" |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | ""3.4. Fitting Distributions to Data""""3.4.1. Probability Plots""; ""3.4.2. Parameter Estimation Techniques""; ""Linear Regression Analysis""; ""Method of Moments""; ""Nonlinear Least-Squares Analysis""; ""3.5. Other Properties of Distributions and Their Evaluation""; ""3.5.1. Central Limit Theorem and Confidence Limits""; ""3.5.2. Bootstrap Sampling""; ""3.5.3. Comparing Two Distributions""; ""Q-Q Plot""; ""Testing for Difference in Mean""; ""Testing for Difference in Distributions""; ""Other Methods for Comparing Distributions""; ""3.6. Summary""; ""Exercises""; ""References"" |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | ""Chapter 4: Regression Modeling and Analysis""""4.1. Introduction""; ""4.2. Simple Linear Regression""; ""4.2.1. Formulating and Solving the Linear Regression Problem""; ""4.2.2. Evaluating the Linear Regression Model""; ""4.2.3. Properties of the Regression Parameters and Confidence Limits""; ""4.2.4. Estimating Confidence Intervals for the Mean Response and Forecast""; ""4.2.5. An Illustrative Example of Linear Regression Modeling and Analysis""; ""4.3. Multiple Regression""; ""4.3.1. Formulating and Solving the Multiple Regression Model"" |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | Applied Statistical Modeling and Data Analytics: A Practical Guide for the Petroleum GeosciencesïŽprovides a practical guide to many of the classical and modern statistical techniques that have become established for oil and gas professionals in recent years. It serves as a "how to" reference volume for the practicing petroleum engineer or geoscientist interested in applying statistical methods in formation evaluation, reservoir characterization, reservoir modeling and management, and uncertainty quantification. Beginning with a foundational discussion of exploratory data analysis, probability distributions and linear regression modeling, the book focuses on fundamentals and practical examples of such key topics as multivariate analysis, uncertainty quantification, data-driven modeling, and experimental design and response surface analysis. Data sets from the petroleum geosciences are extensively used to demonstrate the applicability of these techniques. The book will also be useful for professionals dealing with subsurface flow problems in hydrogeology, geologic carbon sequestration, and nuclear waste disposal. |
| 590 ## - LOCAL NOTE (RLIN) | |
| Local note | Elsevier |
| Provenance (VM) [OBSOLETE] | ScienceDirect All Books |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Petroleum |
| General subdivision | Geology |
| -- | Statistical methods. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Petroleum |
| General subdivision | Geology |
| -- | Data processing. |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | TECHNOLOGY & ENGINEERING / Mining. |
| Source of heading or term | bisacsh |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Petroleum |
| General subdivision | Geology |
| -- | Data processing. |
| Source of heading or term | fast |
| -- | (OCoLC)fst01059284 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Petroleum |
| General subdivision | Geology |
| -- | Statistical methods. |
| Source of heading or term | fast |
| -- | (OCoLC)fst01059294 |
| 655 #7 - INDEX TERM--GENRE/FORM | |
| Genre/form data or focus term | Electronic books. |
| Source of term | local |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Datta-Gupta, Akhil, |
| Dates associated with a name | 1960- |
| Relator term | author. |
| 710 2# - ADDED ENTRY--CORPORATE NAME | |
| Corporate name or jurisdiction name as entry element | ScienceDirect eBooks. |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Uniform Resource Identifier | <a href="http://ezproxy.alfaisal.edu/login?url=https://www.sciencedirect.com/science/book/9780128032794">http://ezproxy.alfaisal.edu/login?url=https://www.sciencedirect.com/science/book/9780128032794</a> |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Library of Congress Classification |
| Koha item type | eBooks |
No items available.