Coverart for item
The Resource Statistical regression and classification : from linear models to machine learning, Norman Matloff

Statistical regression and classification : from linear models to machine learning, Norman Matloff

Label
Statistical regression and classification : from linear models to machine learning
Title
Statistical regression and classification
Title remainder
from linear models to machine learning
Statement of responsibility
Norman Matloff
Creator
Author
Subject
Language
eng
Summary
The book treats classical regression methods in an innovative, contemporary manner. Though some statistical learning methods are introduced, the primary methodology used is linear and generalized linear parametric models, covering both the Description and Prediction goals of regression methods. The author is just as interested in Description applications of regression, such as measuring the gender wage gap in Silicon Valley, as in forecasting tomorrow's demand for bike rentals. An entire chapter is devoted to measuring such effects, including discussion of Simpson's Paradox, multiple inference, and causation issues. Similarly, there is an entire chapter of parametric model fit, making use of both residual analysis and assessment via nonparametric analysis. --
Member of
Assigning source
Provided by publisher
Cataloging source
DLC
http://library.link/vocab/creatorName
Matloff, Norman S
Dewey number
519.5/36
Illustrations
illustrations
Index
index present
LC call number
QA278.2
LC item number
.M377 2017
Literary form
non fiction
Nature of contents
bibliography
Series statement
Chapman & Hall/CRC: Texts in Statistical Science Series
http://library.link/vocab/subjectName
  • Regression analysis
  • Vector analysis
  • Regression analysis
  • Vector analysis
  • Automatische Klassifikation
  • Lineare Regression
Label
Statistical regression and classification : from linear models to machine learning, Norman Matloff
Instantiates
Publication
Bibliography note
Includes bibliographical references and index
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Control code
975370313
Dimensions
25 cm.
Extent
xxxviii, 489 pages
Isbn
9781498710916
Lccn
2017011270
Media category
unmediated
Media MARC source
rdamedia
Media type code
  • n
System control number
(OCoLC)975370313
Label
Statistical regression and classification : from linear models to machine learning, Norman Matloff
Publication
Bibliography note
Includes bibliographical references and index
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Control code
975370313
Dimensions
25 cm.
Extent
xxxviii, 489 pages
Isbn
9781498710916
Lccn
2017011270
Media category
unmediated
Media MARC source
rdamedia
Media type code
  • n
System control number
(OCoLC)975370313

Library Locations

    • Ellis LibraryBorrow it
      1020 Lowry Street, Columbia, MO, 65201, US
      38.944491 -92.326012
Processing Feedback ...