Data Mining and Knowledge Discovery Handbook (Record no. 56435)

MARC details
000 -LEADER
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001 - CONTROL NUMBER
control field 978-0-387-25465-4
003 - CONTROL NUMBER IDENTIFIER
control field DE-He213
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20250710083933.0
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field cr nn 008mamaa
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 100301s2005 xxu| s |||| 0|eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780387254654
-- 99780387254654
024 7# - OTHER STANDARD IDENTIFIER
Standard number or code 10.1007/b107408
Source of number or code doi
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.312
Edition information 23
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Maimon, Oded.
Relator term editor.
245 10 - TITLE STATEMENT
Title Data Mining and Knowledge Discovery Handbook
Medium [recurso electrónico] /
Statement of responsibility, etc. edited by Oded Maimon, Lior Rokach.
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture Boston, MA :
Name of producer, publisher, distributor, manufacturer Springer US,
Date of production, publication, distribution, manufacture, or copyright notice 2005.
300 ## - PHYSICAL DESCRIPTION
Extent XXXVI, 1383 p. 400 illus.
Other physical details online resource.
336 ## - CONTENT TYPE
Content type term text
Content type code txt
Source rdacontent
337 ## - MEDIA TYPE
Media type term computer
Media type code c
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term recurso en línea
Carrier type code cr
Source rdacarrier
347 ## - DIGITAL FILE CHARACTERISTICS
File type text file
Encoding format PDF
Source rda
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note to Knowledge Discovery in Databases -- to Knowledge Discovery in Databases -- Preprocessing Methods -- Data Cleansing -- Handling Missing Attribute Values -- Geometric Methods for Feature Extraction and Dimensional Reduction -- Dimension Reduction and Feature Selection -- Discretization Methods -- Outlier Detection -- Supervised Methods -- to Supervised Methods -- Decision Trees -- Bayesian Networks -- Data Mining within a Regression Framework -- Support Vector Machines -- Rule Induction -- Unsupervised Methods -- Visualization and Data Mining for High Dimensional Datasets -- Clustering Methods -- Association Rules -- Frequent Set Mining -- Constraint-Based Data Mining -- Link Analysis -- Soft Computing Methods -- Evolutionary Algorithms for Data Mining -- Reinforcement-Learning: An Overview from a Data Mining Perspective -- Neural Networks -- On the Use of Fuzzy Logic in Data Mining -- Granular Computing and Rough Sets -- Supporting Methods -- Statistical Methods for Data Mining -- Logics for Data Mining -- Wavelet Methods in Data Mining -- Fractal Mining -- Interesting Measures -- Quality Assessment Approaches in Data Mining -- Data Mining Model Comparison -- Data Mining Query Languages -- Advanced Methods -- Meta-Learning -- Bias vs Variance Decomposition for Regression and Classification -- Mining with Rare Cases -- Mining Data Streams -- Mining High-Dimensional Data -- Text Mining and Information Extraction -- Spatial Data Mining -- Data Mining for Imbalanced Datasets: An Overview -- Relational Data Mining -- Web Mining -- A Review of Web Document Clustering Approaches -- Causal Discovery -- Ensemble Methods for Classifiers -- Decomposition Methodology for Knowledge Discovery and Data Mining -- Information Fusion -- Parallel and Grid-Based Data Mining -- Collaborative Data Mining -- Organizational Data Mining -- Mining Time Series Data -- Modelling medical diagnostic rules based on rough sets -- Data Mining in Medicine -- The statistical analysis of contingency table designs -- Learning Information Patterns in Biological Databases -- Computer Integrated Manufacturing: A Data Mining Approach -- Data Mining for Selection of Manufacturing Processes -- Learning expert systems in numerical analysis of structures -- Data Mining of Design Products and Processes -- ANSWER: Network monitoring using object-oriented rule -- Data Mining in Telecommunications -- Knowledge Discovery for Gene Regulatory Regions Analysis -- Data Mining for Financial Applications -- Data Mining for Intrusion Detection -- Data Mining for Intrusion Detection -- Fuzzy Cluster Analysis: Methods for Classification -- Data Mining for Software Testing -- Data Mining for CRM -- Data Mining for CRM -- Learning Internal Representation by Error Propagation -- Data Mining for Target Marketing -- Software -- Weka -- Oracle Data Mining -- Building Data Mining Solutions With OLE DB for DM and XML for Analysis -- LERS-A Data Mining System -- GainSmarts Data Mining System for Marketing -- Wizsoft's Wizwhy -- DataEngine.
520 ## - SUMMARY, ETC.
Summary, etc. Data Mining and Knowledge Discovery Handbook organizes all major concepts, theories, methodologies, trends, challenges and applications of data mining (DM) and knowledge discovery in databases (KDD) into a coherent and unified repository. This book first surveys, then provides comprehensive yet concise algorithmic descriptions of methods, including classic methods plus the extensions and novel methods developed recently. This volume concludes with in-depth descriptions of data mining applications in various interdisciplinary industries including finance, marketing, medicine, biology, engineering, telecommunications, software, and security. Data Mining and Knowledge Discovery Handbook is designed for research scientists and graduate-level students in computer science and engineering. This book is also suitable for professionals in fields such as computing applications, information systems management, and strategic research management.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element COMPUTER SCIENCE.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element COMPUTER COMMUNICATION NETWORKS.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element DATABASE MANAGEMENT.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element DATA MINING.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element INFORMATION STORAGE AND RETRIEVAL SYSTEMS.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element MULTIMEDIA SYSTEMS.
650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element COMPUTER SCIENCE.
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element DATA MINING AND KNOWLEDGE DISCOVERY.
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element DATABASE MANAGEMENT.
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element INFORMATION STORAGE AND RETRIEVAL.
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element COMPUTER COMMUNICATION NETWORKS.
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element MULTIMEDIA INFORMATION SYSTEMS.
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element DATA STORAGE REPRESENTATION.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Rokach, Lior.
Relator term editor.
710 2# - ADDED ENTRY--CORPORATE NAME
Corporate name or jurisdiction name as entry element SpringerLink (Online service)
773 0# - HOST ITEM ENTRY
Title Springer eBooks
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information Printed edition:
International Standard Book Number 9780387244358
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="http://dx.doi.org/10.1007/b107408">http://dx.doi.org/10.1007/b107408</a>
Public note Ver el texto completo en las instalaciones del CICY
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-- ZDB-2-SCS
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type Libros electrónicos
Holdings
Lost status Source of classification or shelving scheme Damaged status Not for loan Collection Home library Current library Shelving location Date acquired Total checkouts Full call number Date last seen Price effective from Koha item type
  Dewey Decimal Classification     Libro electrónico CICY CICY Libro electrónico 10.07.2025   006.312 10.07.2025 10.07.2025 Libros electrónicos