MARC details
| 000 -LEADER |
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| fixed length control field |
05337cam a2200637Mu 4500 |
| 001 - CONTROL NUMBER |
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| control field |
ocn957700363 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
OCoLC |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20220712040356.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS--GENERAL INFORMATION |
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| fixed length control field |
m o d |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
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| fixed length control field |
cr |n|---||||| |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
160903s2016 xx o 000 0 eng d |
| 040 ## - CATALOGING SOURCE |
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| Original cataloging agency |
EBLCP |
| Language of cataloging |
eng |
| Description conventions |
pn |
| Transcribing agency |
EBLCP |
| Modifying agency |
OCLCO |
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YDX |
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OCLCQ |
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IDB |
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OCLCF |
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OCLCO |
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MERUC |
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OCLCQ |
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EZ9 |
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OCLCQ |
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UKAHL |
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OCLCQ |
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K6U |
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N$T |
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VT2 |
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OCLCO |
| 019 ## - |
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957739278 |
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958098248 |
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1138990245 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
8793379307 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9788793379305 |
| Qualifying information |
(electronic bk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| Cancelled/invalid ISBN |
8793379315 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| Cancelled/invalid ISBN |
9788793379312 |
| 029 1# - (OCLC) |
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| OCLC library identifier |
AU@ |
| System control number |
000066433322 |
| 035 ## - SYSTEM CONTROL NUMBER |
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| System control number |
(OCoLC)957700363 |
| Canceled/invalid control number |
(OCoLC)957739278 |
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(OCoLC)958098248 |
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(OCoLC)1138990245 |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
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| Classification number |
LB1028.43 |
| Item number |
.K363 2016eb |
| 072 #7 - SUBJECT CATEGORY CODE |
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| Subject category code |
L |
| Source |
lcco |
| 072 #7 - SUBJECT CATEGORY CODE |
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| Subject category code |
QA |
| Source |
lcco |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
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| Classification number |
370.285 |
| Edition number |
23 |
| 049 ## - LOCAL HOLDINGS (OCLC) |
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| Holding library |
MAIN |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
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| Personal name |
Kamath, R. S. |
| 9 (RLIN) |
765393 |
| 245 10 - TITLE STATEMENT |
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| Title |
Educational Data Mining with R and Rattle. |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
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| Place of publication, distribution, etc |
Aalborg : |
| Name of publisher, distributor, etc |
River Publishers, |
| Date of publication, distribution, etc |
2016. |
| 300 ## - PHYSICAL DESCRIPTION |
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| Extent |
1 online resource (127 pages) |
| 336 ## - |
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text |
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txt |
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rdacontent |
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computer |
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c |
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rdamedia |
| 338 ## - |
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online resource |
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cr |
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rdacarrier |
| 490 1# - SERIES STATEMENT |
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| Series statement |
River Publishers Series in Information Science and Technology |
| 588 0# - |
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Print version record. |
| 505 0# - FORMATTED CONTENTS NOTE |
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| Formatted contents note |
Cover; Half Titlle page; River Publishers Series Page; Title Page -- Educational Data Mining with R and Rattle; Copyright Page; Contents; Foreword; Preface; Acknowledgment; List of Figures; List of Tables; List of Abbreviations; Chapter 1 -- Introduction; 1.1 Introduction; 1.2 Data Mining; 1.2.1 System Architecture; 1.2.2 Mining Process; 1.2.3 Functions and Products; 1.2.4 Significance and Applications; 1.3 Educational Data Mining-An Area under the Umbrella of Data Mining; 1.3.1 EDMTasks; 1.3.2 Techniques; 1.4 Research Problem; 1.4.1 Research Motivation; 1.4.2 Problem Statement. |
| 505 8# - FORMATTED CONTENTS NOTE |
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| Formatted contents note |
1.4.3 Objectives1.5 R Data Mining Tool; 1.5.1 R Installation; 1.5.2 R Mining; 1.6 Rattle Data Mining Tool; 1.6.1 Rattle Installation; 1.6.2 Loading Rattle Package; 1.7 Reason for R and Rattle; Chapter 2 -- Emerging Research Directions in Educational Data Mining; 2.1 Introduction; 2.2 Prior Art Vis-à-vis of Research; 2.2.1 Educational Data Mining; 2.2.2 Data Mining Using R; 2.2.3 Mining Students' Academic Performance; 2.2.4 Factors Affecting on Students' Academic Performance; 2.2.5 Evaluation of Student Performance; 2.2.6 Knowledge Management System; 2.2.7 Placement Chance Prediction. |
| 505 8# - FORMATTED CONTENTS NOTE |
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| Formatted contents note |
2.2.8 Mining Association Rules in Student's Data2.2.9 Clustering Data Mining; 2.2.10 Prediction for Student's Performance Using Classification Method; 2.2.11 Classification Techniques; 2.2.12 Educational Data Mining Model Using Rattle; 2.3 Conclusion; Chapter 3 -- Design Aspects and Developmental Framework of the System; 3.1 Introduction; 3.2 EDM Phases and Research Framework; 3.3 Methods of Educational Data Mining; 3.4 Algorithms and Tools; 3.5 Data Mining Process; 3.5.1 Data Collection; 3.5.2 Data Preprocessing and Transformation; 3.5.3 R Packages and Functions for Data Mining. |
| 505 8# - FORMATTED CONTENTS NOTE |
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| Formatted contents note |
3.5.4 Result Evaluation and Knowledge Presentation3.6 Working with Data; 3.7 Research Methodology; 3.8 Loading and Exploring Data-Exploratory Data Analysis; 3.9 Interactive Graphics and Data Visualization; 3.10 Conclusion; Chapter 4 -- Model Development-Building Classifiers; 4.1 Introduction-Descriptive and Predictive Analytics; 4.2 Predictive Analytics; 4.3 Dataset and Class Labels; 4.4 Classification Framework and Process; 4.5 Predicting Students' Performance; 4.6 Classification and Predictive Modeling in R and Rattle; 4.7 Decision Tree Modeling; 4.7.1 Decision Tree Implementation in R. |
| 505 8# - FORMATTED CONTENTS NOTE |
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| Formatted contents note |
4.7.2 Decision Tree in Rattle4.8 Artificial Neural Network Classifier; 4.9 Naive Bayes Classifier; 4.10 Random Forest Modeling; 4.10.1 Random Forest Model in R; 4.10.2 Random Forest Implementation in Rattle; 4.11 Model Selection and Deployment; 4.11.1 Model Evaluation in R; 4.11.2 Model Evaluation in Rattle; 4.12 Conclusion; Chapter 5 -- Educational Data Analysis: Clustering Approach; 5.1 Introduction; 5.2 Clustering in Educational Data Mining; 5.3 Experimental Setup; 5.4 Clustering Techniques; 5.5 Classification via Clustering-Design Framework; 5.6 Cluster Analysis in R and Rattle. |
| 500 ## - GENERAL NOTE |
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| General note |
5.7 K-means Clustering. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
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| Bibliography, etc |
Includes bibliographical references and index. |
| 590 ## - LOCAL NOTE (RLIN) |
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| Local note |
eBooks on EBSCOhost |
| Provenance (VM) [OBSOLETE] |
EBSCO eBook Subscription Academic Collection - Worldwide |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name as entry element |
Education |
| General subdivision |
Data processing. |
| 9 (RLIN) |
16790 |
| 650 #6 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name as entry element |
Éducation |
| General subdivision |
Informatique. |
| 9 (RLIN) |
1034051 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name as entry element |
Education |
| General subdivision |
Data processing. |
| Source of heading or term |
fast |
| -- |
(OCoLC)fst00902579 |
| 9 (RLIN) |
16790 |
| 655 #0 - INDEX TERM--GENRE/FORM |
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| Genre/form data or focus term |
Electronic books. |
| 655 #4 - INDEX TERM--GENRE/FORM |
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| Genre/form data or focus term |
Electronic books. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Kamat, R. K. |
| 9 (RLIN) |
765394 |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
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| Display text |
Print version: |
| Main entry heading |
Kamath, R.S. |
| Title |
Educational Data Mining with R and Rattle. |
| Place, publisher, and date of publication |
Aalborg : River Publishers, ©2016 |
| International Standard Book Number |
9788793379312 |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
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| Uniform title |
River Publishers series in information science and technology. |
| 9 (RLIN) |
1124838 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
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| Uniform Resource Identifier |
<a href="https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=1800527">https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=1800527</a> |
| 938 ## - |
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Askews and Holts Library Services |
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ASKH |
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AH32038335 |
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EBL - Ebook Library |
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EBLB |
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EBL4509498 |
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YBP Library Services |
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YANK |
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13148176 |
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EBSCOhost |
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EBSC |
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1800527 |
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92 |
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INOPJ |
