Association Rule Hiding for Data Mining (Record no. 110659)
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000 -LEADER | |
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fixed length control field | 04007nam a22005775i 4500 |
001 - CONTROL NUMBER | |
control field | 978-1-4419-6569-1 |
003 - CONTROL NUMBER IDENTIFIER | |
control field | DE-He213 |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20140220084510.0 |
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 | 100528s2010 xxu| s |||| 0|eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9781441965691 |
-- | 978-1-4419-6569-1 |
024 7# - OTHER STANDARD IDENTIFIER | |
Standard number or code | 10.1007/978-1-4419-6569-1 |
Source of number or code | doi |
050 #4 - LIBRARY OF CONGRESS CALL NUMBER | |
Classification number | QA76.9.D3 |
072 #7 - SUBJECT CATEGORY CODE | |
Subject category code | UN |
Source | bicssc |
072 #7 - SUBJECT CATEGORY CODE | |
Subject category code | UMT |
Source | bicssc |
072 #7 - SUBJECT CATEGORY CODE | |
Subject category code | COM021000 |
Source | bisacsh |
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 005.74 |
Edition number | 23 |
100 1# - MAIN ENTRY--PERSONAL NAME | |
Personal name | Gkoulalas-Divanis, Aris. |
Relator term | author. |
245 10 - TITLE STATEMENT | |
Title | Association Rule Hiding for Data Mining |
Medium | [electronic resource] / |
Statement of responsibility, etc | by Aris Gkoulalas-Divanis, Vassilios S. Verykios. |
264 #1 - | |
-- | Boston, MA : |
-- | Springer US, |
-- | 2010. |
300 ## - PHYSICAL DESCRIPTION | |
Extent | XX, 138p. 120 illus., 60 illus. in color. |
Other physical details | online resource. |
336 ## - | |
-- | text |
-- | txt |
-- | rdacontent |
337 ## - | |
-- | computer |
-- | c |
-- | rdamedia |
338 ## - | |
-- | online resource |
-- | cr |
-- | rdacarrier |
347 ## - | |
-- | text file |
-- | |
-- | rda |
490 1# - SERIES STATEMENT | |
Series statement | Advances in Database Systems, |
International Standard Serial Number | 1386-2944 ; |
Volume number/sequential designation | 41 |
505 0# - FORMATTED CONTENTS NOTE | |
Formatted contents note | Fundamental Concepts -- Background -- Classes of Association Rule Hiding Methodologies -- Other Knowledge Hiding Methodologies -- Summary -- Heuristic Approaches -- Distortion Schemes -- Blocking Schemes -- Summary -- Border Based Approaches -- Border Revision for Knowledge Hiding -- BBA Algorithm -- Max-Min Algorithms -- Summary -- Exact Hiding Approaches -- Menon's Algorithm -- Inline Algorithm -- Two-Phase Iterative Algorithm -- Hybrid Algorithm -- Parallelization Framework for Exact Hiding -- Quantifying the Privacy of Exact Hiding Algorithms -- Summary -- Epilogue -- Conclusions -- Roadmap to Future Work. |
520 ## - SUMMARY, ETC. | |
Summary, etc | Privacy and security risks arising from the application of different data mining techniques to large institutional data repositories have been solely investigated by a new research domain, the so-called privacy preserving data mining. Association rule hiding is a new technique on data mining, which studies the problem of hiding sensitive association rules from within the data. Association Rule Hiding for Data Mining addresses the optimization problem of “hiding” sensitive association rules which due to its combinatorial nature admits a number of heuristic solutions that will be proposed and presented in this book. Exact solutions of increased time complexity that have been proposed recently are also presented as well as a number of computationally efficient (parallel) approaches that alleviate time complexity problems, along with a discussion regarding unsolved problems and future directions. Specific examples are provided throughout this book to help the reader study, assimilate and appreciate the important aspects of this challenging problem. Association Rule Hiding for Data Mining is designed for researchers, professors and advanced-level students in computer science studying privacy preserving data mining, association rule mining, and data mining. This book is also suitable for practitioners working in this industry. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Computer science. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Operating systems (Computers). |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Data structures (Computer science). |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Computer software. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Database management. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Information systems. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Artificial intelligence. |
650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Computer Science. |
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Database Management. |
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Information Systems Applications (incl.Internet). |
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Artificial Intelligence (incl. Robotics). |
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Data Structures, Cryptology and Information Theory. |
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Algorithm Analysis and Problem Complexity. |
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Performance and Reliability. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Verykios, Vassilios S. |
Relator term | author. |
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 | |
Display text | Printed edition: |
International Standard Book Number | 9781441965684 |
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
Uniform title | Advances in Database Systems, |
-- | 1386-2944 ; |
Volume number/sequential designation | 41 |
856 40 - ELECTRONIC LOCATION AND ACCESS | |
Uniform Resource Identifier | http://dx.doi.org/10.1007/978-1-4419-6569-1 |
912 ## - | |
-- | ZDB-2-SCS |
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