عنوان
پدید آورنده
موضوع
رده
Q325.5 .Y36 2019eb
Q325
.
5
.
Y36
2019eb
کتابخانه
محل استقرار
INTERNATIONAL STANDARD BOOK NUMBER
(Number (ISBN
0128172177
(Number (ISBN
9780128172179
Erroneous ISBN
0128172169
Erroneous ISBN
9780128172162
TITLE AND STATEMENT OF RESPONSIBILITY
Title Proper
Introduction to algorithms for data mining and machine learning /
General Material Designation
[Book]
First Statement of Responsibility
Xin-She Yang.
.PUBLICATION, DISTRIBUTION, ETC
Place of Publication, Distribution, etc.
San Diego, CA, United States :
Name of Publisher, Distributor, etc.
Academic Press, an imprint of Elsevier,
Date of Publication, Distribution, etc.
[2019]
PHYSICAL DESCRIPTION
Specific Material Designation and Extent of Item
1 online resource (viii, 173 pages) :
Other Physical Details
illustrations
INTERNAL BIBLIOGRAPHIES/INDEXES NOTE
Text of Note
Includes bibliographical references (pages 163-170) and index.
CONTENTS NOTE
Text of Note
Introduction to optimization -- Mathematical foundations -- Optimization algorithms -- Data fitting and regression -- Logistic regression, PCA, LDA, and ICA -- Data mining techniques -- Support vector machine and regression -- Neural networks and deep learning.
0
SUMMARY OR ABSTRACT
Text of Note
Introduction to Algorithms for Data Mining and Machine Learning introduces the essential ideas behind all key algorithms and techniques for data mining and machine learning, along with optimization techniques. Its strong formal mathematical approach, well selected examples, and practical software recommendations help readers develop confidence in their data modeling skills so they can process and interpret data for classification, clustering, curve-fitting and predictions. Masterfully balancing theory and practice, it is especially useful for those who need relevant, well explained, but not rigorous (proofs based) background theory and clear guidelines for working with big data.
ACQUISITION INFORMATION NOTE
Source for Acquisition/Subscription Address
Ingram Content Group
Stock Number
9780128172179
OTHER EDITION IN ANOTHER MEDIUM
Title
Introduction to algorithms for data mining and machine learning.
International Standard Book Number
0128172169
TOPICAL NAME USED AS SUBJECT
Data mining-- Mathematics.
Machine learning-- Mathematics.
COMPUTERS-- General.
(SUBJECT CATEGORY (Provisional
COM-- 000000
DEWEY DECIMAL CLASSIFICATION
Number
006
.
312
Edition
23
LIBRARY OF CONGRESS CLASSIFICATION
Class number
Q325
.
5
Class number
QA76
.
9
.
D343
Book number
.
Y36
2019eb
Book number
Y36
2019e
PERSONAL NAME - PRIMARY RESPONSIBILITY
Yang, Xin-She
ORIGINATING SOURCE
Date of Transaction
20200822085250.0
Cataloguing Rules (Descriptive Conventions))
pn
ELECTRONIC LOCATION AND ACCESS
Electronic name
مطالعه متن کتاب [Book]
Y
