MARC details
| 000 -LEADER |
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| fixed length control field |
01932cam a22002897i 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20260112063324.0 |
| 010 ## - LIBRARY OF CONGRESS CONTROL NUMBER |
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| LC control number |
2013-933452 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9781461468486 (alk. paper) |
| 039 ## - LEVEL OF BIBLIOGRAPHIC CONTROL AND CODING DETAIL [OBSOLETE] |
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| Level of rules in bibliographic description |
201509101230 |
| Level of effort used to assign nonsubject heading access points |
staff |
| Level of effort used to assign subject headings |
201509101230 |
| Level of effort used to assign classification |
staff |
| -- |
201509101216 |
| -- |
staff |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER |
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| Classification number |
519.5 |
| Item number |
KUH |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
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| Personal name |
Kuhn, Max. |
| 245 ## - TITLE STATEMENT |
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| Title |
Applied predictive modeling / |
| Statement of responsibility, etc. |
Max Kuhn, Kjell Johnson. |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. |
|---|
| Place of publication, distribution, etc. |
New York : |
| Name of publisher, distributor, etc. |
Springer, |
| Date of publication, distribution, etc. |
c2013. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xiii, 600 p. : |
| Other physical details |
ill. (some col.) ; |
| Dimensions |
24 cm. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
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| Bibliography, etc. note |
Includes bibliographical references (pages 569-587) and index. |
| 505 00 - FORMATTED CONTENTS NOTE |
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| Title |
General Strategies. |
| -- |
A Short Tour of the Predictive Modeling Process -- |
| -- |
Data Pre-processing -- |
| -- |
Over-Fitting and Model Tuning -- |
| -- |
Regression Models. |
| -- |
Measuring Performance in Regression Models -- |
| -- |
Linear Regression and Its Cousins -- |
| -- |
Nonlinear Regression Models -- |
| -- |
Regression Trees and Rule-Based Models -- |
| -- |
A Summary of Solubility Models -- |
| -- |
Case Study: Compressive Strength of Concrete Mixtures -- |
| -- |
Classification Models. |
| -- |
Measuring Performance in Classification Models -- |
| -- |
Discriminant Analysis and Other Linear Classification Models -- |
| -- |
Nonlinear Classification Models -- |
| -- |
Classification Trees and Rule-Based Models -- |
| -- |
A Summary of Grant Application Models -- |
| -- |
Remedies for Severe Class Imbalance -- |
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Case Study: Job Scheduling -- |
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Other Considerations. |
| -- |
Measuring Predictor Importance -- |
| -- |
An Introduction to Feature Selection -- |
| -- |
Factors That Can Affect Model Performance. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Mathematical statistics. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Mathematical models. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Prediction theory. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Mathematical models. |
| Source of heading or term |
fast |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Mathematical statistics. |
| Source of heading or term |
fast |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Prediction theory. |
| Source of heading or term |
fast |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Johnson, Kjell. |
| 991 ## - |
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VIRTUA40 |
| 991 ## - |
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VTLSSORT0080*0100*0200*0820*1000*2450*2600*3000*5040*5050*6500*6501*6502*6503*6504*6505*7000*9992 |
| 909 ## - |
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5446 |
