| 000 -LEADER |
|---|
| fixed length control field |
02998cam a22002774i 4500 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
130619s2014 flua b 001 0 eng |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781439860847 |
| 082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
006.312 |
| Item number |
P7 |
| 245 00 - TITLE STATEMENT |
|---|
| Title |
Practical graph mining with R |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Place of publication, distribution, etc |
Boca Raton |
| Name of publisher, distributor, etc |
CRC Press |
| Date of publication, distribution, etc |
2014 |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xxi, 473 p. |
| 440 ## - SERIES STATEMENT/ADDED ENTRY--TITLE |
|---|
| Title |
Chapman & Hall/CRC Data Mining and Knowledge Discovery Series |
| 9 (RLIN) |
284499 |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc |
Discover Novel and Insightful Knowledge from Data Represented as a GraphPractical Graph Mining with R presents a "do-it-yourself" approach to extracting interesting patterns from graph data. It covers many basic and advanced techniques for the identification of anomalous or frequently recurring patterns in a graph, the discovery of groups or clusters of nodes that share common patterns of attributes and relationships, the extraction of patterns that distinguish one category of graphs from another, and the use of those patterns to predict the category of new graphs.Hands-On Application of Graph Data MiningEach chapter in the book focuses on a graph mining task, such as link analysis, cluster analysis, and classification. Through applications using real data sets, the book demonstrates how computational techniques can help solve real-world problems. The applications covered include network intrusion detection, tumor cell diagnostics, face recognition, predictive toxicology, mining metabolic and protein-protein interaction networks, and community detection in social networks.Develops Intuition through Easy-to-Follow Examples and Rigorous Mathematical FoundationsEvery algorithm and example is accompanied with R code. This allows readers to see how the algorithmic techniques correspond to the process of graph data analysis and to use the graph mining techniques in practice. The text also gives a rigorous, formal explanation of the underlying mathematics of each technique.Makes Graph Mining Accessible to Various Levels of ExpertiseAssuming no prior knowledge of mathematics or data mining, this self-contained book is accessible to students, researchers, and practitioners of graph data mining. It is suitable as a primary textbook for graph mining or as a supplement to a standard data mining course. It can also be used as a reference for researchers in computer, information, and computational science as well as a handy guide for data analytics practitioners. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Data mining - Graphic methods |
| 9 (RLIN) |
284500 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Data visualization - Data processing |
| 9 (RLIN) |
284501 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
R (Computer program language) |
| 9 (RLIN) |
284502 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Business and Economics - Statistics |
| 9 (RLIN) |
284503 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Computers - Database Management - Data Mining |
| 9 (RLIN) |
284504 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Computers - Machine theory |
| 9 (RLIN) |
284505 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Samatova, Nagiza F. |
| Relator term |
Editor |
| 9 (RLIN) |
284506 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Hendrix, William |
| Relator term |
Editor |
| 9 (RLIN) |
284507 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Jenkins, John |
| Relator term |
Editor |
| 9 (RLIN) |
284508 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Padmanabhan, Kanchana |
| Relator term |
Editor |
| 9 (RLIN) |
284509 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Chakraborty, Arpan |
| Relator term |
Editor |
| 9 (RLIN) |
284510 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
|
| Item type |
Books |
