Association Rule Hiding For Data Mining

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Association Rule Hiding for Data Mining

Aris Gkoulalas-Divanis,Vassilios S. Verykios
Association Rule Hiding for Data Mining Book PDF

Author : Aris Gkoulalas-Divanis,Vassilios S. Verykios
Publisher : Springer Science & Business Media
Page : 159 pages
File Size : 45,8 Mb
Release : 2010-05-17
Category : Computers
ISBN : 9781441965691

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Association Rule Hiding for Data Mining by Aris Gkoulalas-Divanis,Vassilios S. Verykios Pdf

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 in data mining, which studies the problem of hiding sensitive association rules from within the data. Association Rule Hiding for Data Mining addresses the problem of "hiding" sensitive association rules, and introduces a number of heuristic solutions. Exact solutions of increased time complexity that have been proposed recently are presented, as well as a number of computationally efficient (parallel) approaches that alleviate time complexity problems, along with a thorough discussion regarding closely related problems (inverse frequent item set mining, data reconstruction approaches, etc.). Unsolved problems, future directions and 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.

Association Rule Mining

Chengqi Zhang,Shichao Zhang
Association Rule Mining Book PDF

Author : Chengqi Zhang,Shichao Zhang
Publisher : Springer
Page : 244 pages
File Size : 51,6 Mb
Release : 2003-08-01
Category : Computers
ISBN : 9783540460275

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Association Rule Mining by Chengqi Zhang,Shichao Zhang Pdf

Due to the popularity of knowledge discovery and data mining, in practice as well as among academic and corporate R&D professionals, association rule mining is receiving increasing attention. The authors present the recent progress achieved in mining quantitative association rules, causal rules, exceptional rules, negative association rules, association rules in multi-databases, and association rules in small databases. This book is written for researchers, professionals, and students working in the fields of data mining, data analysis, machine learning, knowledge discovery in databases, and anyone who is interested in association rule mining.

Rare Association Rule Mining and Knowledge Discovery: Technologies for Infrequent and Critical Event Detection

Koh, Yun Sing,Rountree, Nathan
Rare Association Rule Mining and Knowledge Discovery Technologies for Infrequent and Critical Event Detection Book PDF

Author : Koh, Yun Sing,Rountree, Nathan
Publisher : IGI Global
Page : 320 pages
File Size : 55,9 Mb
Release : 2009-08-31
Category : Business & Economics
ISBN : 9781605667553

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Rare Association Rule Mining and Knowledge Discovery: Technologies for Infrequent and Critical Event Detection by Koh, Yun Sing,Rountree, Nathan Pdf

"This book provides readers with an in-depth compendium of current issues, trends, and technologies in association rule mining"--Provided by publisher.

Research Anthology on Privatizing and Securing Data

Management Association, Information Resources
Research Anthology on Privatizing and Securing Data Book PDF

Author : Management Association, Information Resources
Publisher : IGI Global
Page : 2188 pages
File Size : 53,9 Mb
Release : 2021-04-23
Category : Computers
ISBN : 9781799889557

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Research Anthology on Privatizing and Securing Data by Management Association, Information Resources Pdf

With the immense amount of data that is now available online, security concerns have been an issue from the start, and have grown as new technologies are increasingly integrated in data collection, storage, and transmission. Online cyber threats, cyber terrorism, hacking, and other cybercrimes have begun to take advantage of this information that can be easily accessed if not properly handled. New privacy and security measures have been developed to address this cause for concern and have become an essential area of research within the past few years and into the foreseeable future. The ways in which data is secured and privatized should be discussed in terms of the technologies being used, the methods and models for security that have been developed, and the ways in which risks can be detected, analyzed, and mitigated. The Research Anthology on Privatizing and Securing Data reveals the latest tools and technologies for privatizing and securing data across different technologies and industries. It takes a deeper dive into both risk detection and mitigation, including an analysis of cybercrimes and cyber threats, along with a sharper focus on the technologies and methods being actively implemented and utilized to secure data online. Highlighted topics include information governance and privacy, cybersecurity, data protection, challenges in big data, security threats, and more. This book is essential for data analysts, cybersecurity professionals, data scientists, security analysts, IT specialists, practitioners, researchers, academicians, and students interested in the latest trends and technologies for privatizing and securing data.

Post-Mining of Association Rules: Techniques for Effective Knowledge Extraction

Zhao, Yanchang,Zhang, Chengqi,Cao, Longbing
Post Mining of Association Rules Techniques for Effective Knowledge Extraction Book PDF

Author : Zhao, Yanchang,Zhang, Chengqi,Cao, Longbing
Publisher : IGI Global
Page : 394 pages
File Size : 51,5 Mb
Release : 2009-05-31
Category : Computers
ISBN : 9781605664057

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Post-Mining of Association Rules: Techniques for Effective Knowledge Extraction by Zhao, Yanchang,Zhang, Chengqi,Cao, Longbing Pdf

Provides a systematic collection on post-mining, summarization and presentation of association rules, and new forms of association rules.

Advances in Data Mining. Applications and Theoretical Aspects

Petra Perner
Advances in Data Mining Applications and Theoretical Aspects Book PDF

Author : Petra Perner
Publisher : Springer
Page : 446 pages
File Size : 40,5 Mb
Release : 2016-06-27
Category : Computers
ISBN : 9783319415611

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Advances in Data Mining. Applications and Theoretical Aspects by Petra Perner Pdf

This book constitutes the refereed proceedings of the 16th Industrial Conference on Advances in Data Mining, ICDM 2016, held in New York, NY, USA, in July 2016. The 33 revised full papers presented were carefully reviewed and selected from 100 submissions. The topics range from theoretical aspects of data mining to applications of data mining, such as in multimedia data, in marketing, in medicine, and in process control, industry, and society.

Privacy-Preserving Data Mining

Charu C. Aggarwal,Philip S. Yu
Privacy Preserving Data Mining Book PDF

Author : Charu C. Aggarwal,Philip S. Yu
Publisher : Springer Science & Business Media
Page : 524 pages
File Size : 50,9 Mb
Release : 2008-06-10
Category : Computers
ISBN : 9780387709925

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Privacy-Preserving Data Mining by Charu C. Aggarwal,Philip S. Yu Pdf

Advances in hardware technology have increased the capability to store and record personal data. This has caused concerns that personal data may be abused. This book proposes a number of techniques to perform the data mining tasks in a privacy-preserving way. This edited volume contains surveys by distinguished researchers in the privacy field. Each survey includes the key research content as well as future research directions of a particular topic in privacy. The book is designed for researchers, professors, and advanced-level students in computer science, but is also suitable for practitioners in industry.

Soft Computing Applications

Valentina Emilia Balas,Lakhmi C. Jain,Branko Kovačević
Soft Computing Applications Book PDF

Author : Valentina Emilia Balas,Lakhmi C. Jain,Branko Kovačević
Publisher : Springer
Page : 724 pages
File Size : 40,8 Mb
Release : 2015-11-02
Category : Technology & Engineering
ISBN : 9783319182964

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Soft Computing Applications by Valentina Emilia Balas,Lakhmi C. Jain,Branko Kovačević Pdf

These volumes constitute the Proceedings of the 6th International Workshop on Soft Computing Applications, or SOFA 2014, held on 24-26 July 2014 in Timisoara, Romania. This edition was organized by the University of Belgrade, Serbia in conjunction with Romanian Society of Control Engineering and Technical Informatics (SRAIT) - Arad Section, The General Association of Engineers in Romania - Arad Section, Institute of Computer Science, Iasi Branch of the Romanian Academy and IEEE Romanian Section. The Soft Computing concept was introduced by Lotfi Zadeh in 1991 and serves to highlight the emergence of computing methodologies in which the accent is on exploiting the tolerance for imprecision and uncertainty to achieve tractability, robustness and low solution cost. Soft computing facilitates the use of fuzzy logic, neurocomputing, evolutionary computing and probabilistic computing in combination, leading to the concept of hybrid intelligent systems. The combination of such intelligent systems tools and a large number of applications introduce a need for a synergy of scientific and technological disciplines in order to show the great potential of Soft Computing in all domains. The conference papers included in these proceedings, published post conference, were grouped into the following area of research: · Image, Text and Signal Processing “li>Intelligent Transportation Modeling and Applications Biomedical Applications Neural Network and Applications Knowledge-Based Technologies for Web Applications, Cloud Computing, Security, Algorithms and Computer Networks Knowledge-Based Technologies Soft Computing Techniques for Time Series Analysis Soft Computing and Fuzzy Logic in Biometrics Fuzzy Applications Theory and Fuzzy Control Bussiness Process Management Methods and Applications in Electrical Engineering The volumes provide useful information to professors, researchers and graduated students in area of soft computing techniques and applications, as they report new research work on challenging issues.

DATA MINING

Dr. Suneel Pappala
DATA MINING Book PDF

Author : Dr. Suneel Pappala
Publisher : Blue Rose Publishers
Page : 45 pages
File Size : 50,7 Mb
Release : 2022-08-25
Category : Computers
ISBN : 8210379456XXX

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DATA MINING by Dr. Suneel Pappala Pdf

DATA MINING IS USE TO COMPUTER SCIENCE AND ENGINEERING AND INFORMATION TECHNOLOGY STUDENTS. Data Mining is The process of automatically discovering useful information in large data repositories. – Observation = case, record, instance – Variable = field, attribute – Analysis of dependence vs interdependence = Supervised vs unsupervised learning – Relationship = association, concept – Dependent variable Data Mining is mainly concentrated on Association rule, Mining Frequent Patterns it is concentrated on Associations and correlations and also concentrated on Mining Methods,Mining Various kinds of Association Rules,Correlation Analysis, Constraint based Association mining. Graph Pattern Mining SPM. Classification and Prediction ,Basic concepts,Decision tree induction,Bayesian classification, Rule–based classification, Lazy learner. Cluster analysis,Types of Data in Cluster Analysis,Categorization of Major Clustering Methods, Partitioning Methods, Hierarchical Methods,Density Based Methods, Grid Based Methods, Outlier Analysis. Basic concepts in Mining data streams Mining Time series data Mining sequence patterns in Transactional databases Mining Object Spatial Multimedia Text and Web data Spatial Data mining Multimedia Data mining Text Mining Mining the World Wide Web.

Intelligent Systems Design and Applications

Ajith Abraham,Aswani Kumar Cherukuri,Patricia Melin,Niketa Gandhi
Intelligent Systems Design and Applications Book PDF

Author : Ajith Abraham,Aswani Kumar Cherukuri,Patricia Melin,Niketa Gandhi
Publisher : Springer
Page : 1114 pages
File Size : 54,5 Mb
Release : 2019-04-13
Category : Technology & Engineering
ISBN : 9783030166601

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Intelligent Systems Design and Applications by Ajith Abraham,Aswani Kumar Cherukuri,Patricia Melin,Niketa Gandhi Pdf

This book highlights recent research on Intelligent Systems and Nature Inspired Computing. It presents 212 selected papers from the 18th International Conference on Intelligent Systems Design and Applications (ISDA 2018) and the 10th World Congress on Nature and Biologically Inspired Computing (NaBIC), which was held at VIT University, India. ISDA-NaBIC 2018 was a premier conference in the field of Computational Intelligence and brought together researchers, engineers and practitioners whose work involved intelligent systems and their applications in industry and the “real world.” Including contributions by authors from over 40 countries, the book offers a valuable reference guide for all researchers, students and practitioners in the fields of Computer Science and Engineering.

Trends and Applications in Knowledge Discovery and Data Mining

Wen-Chih Peng,Haixun Wang,James Bailey,Vincent S. Tseng,Tu Bao Ho,Zhi-Hua Zhou,Arbee L.P. Chen
Trends and Applications in Knowledge Discovery and Data Mining Book PDF

Author : Wen-Chih Peng,Haixun Wang,James Bailey,Vincent S. Tseng,Tu Bao Ho,Zhi-Hua Zhou,Arbee L.P. Chen
Publisher : Springer
Page : 835 pages
File Size : 45,6 Mb
Release : 2014-11-26
Category : Computers
ISBN : 9783319131863

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Trends and Applications in Knowledge Discovery and Data Mining by Wen-Chih Peng,Haixun Wang,James Bailey,Vincent S. Tseng,Tu Bao Ho,Zhi-Hua Zhou,Arbee L.P. Chen Pdf

This book constitutes the refereed proceedings at PAKDD Workshops 2014, held in conjunction with the 18th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD) held in Tainan, Taiwan, in May 2014. The 73 revised papers presented were carefully reviewed and selected from 179 submissions. The workshops affiliated with PAKDD 2014 include: Data Analytics for Targeted Healthcare, DANTH; Data Mining and Decision Analytics for Public Health and Wellness, DMDA-Health; Biologically Inspired Data Mining Techniques, BDM; Mobile Data Management, Mining, and Computing on Social Networks, MobiSocial; Big Data Science and Engineering on E-Commerce, BigEC; Cloud Service Discovery, CloudSD; Mobile Sensing, Mining and Visualization for Human Behavior Inferences, MSMV-HBI; Scalable Dats Analytics: Theory and Algorithms, SDA; Algorithms for Large-Scale Information Processing in Knowledge Discovery, ALSIP; Data Mining in Social Networks, SocNet; Data Mining in Biomedical Informatics and Healthcare, DMBIH; and Pattern Mining and Application of Big Data, BigPMA.

Encyclopedia of Data Warehousing and Mining, Second Edition

Wang, John
Encyclopedia of Data Warehousing and Mining Second Edition Book PDF

Author : Wang, John
Publisher : IGI Global
Page : 2542 pages
File Size : 51,7 Mb
Release : 2008-08-31
Category : Computers
ISBN : 9781605660110

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Encyclopedia of Data Warehousing and Mining, Second Edition by Wang, John Pdf

There are more than one billion documents on the Web, with the count continually rising at a pace of over one million new documents per day. As information increases, the motivation and interest in data warehousing and mining research and practice remains high in organizational interest. The Encyclopedia of Data Warehousing and Mining, Second Edition, offers thorough exposure to the issues of importance in the rapidly changing field of data warehousing and mining. This essential reference source informs decision makers, problem solvers, and data mining specialists in business, academia, government, and other settings with over 300 entries on theories, methodologies, functionalities, and applications.

Data Mining in Public and Private Sectors: Organizational and Government Applications

Syvajarvi, Antti,Stenvall, Jari
Data Mining in Public and Private Sectors Organizational and Government Applications Book PDF

Author : Syvajarvi, Antti,Stenvall, Jari
Publisher : IGI Global
Page : 448 pages
File Size : 45,8 Mb
Release : 2010-06-30
Category : Computers
ISBN : 9781605669076

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Data Mining in Public and Private Sectors: Organizational and Government Applications by Syvajarvi, Antti,Stenvall, Jari Pdf

The need for both organizations and government agencies to generate, collect, and utilize data in public and private sector activities is rapidly increasing, placing importance on the growth of data mining applications and tools. Data Mining in Public and Private Sectors: Organizational and Government Applications explores the manifestation of data mining and how it can be enhanced at various levels of management. This innovative publication provides relevant theoretical frameworks and the latest empirical research findings useful to governmental agencies, practicing managers, and academicians.

Database Technologies: Concepts, Methodologies, Tools, and Applications

Erickson, John
Database Technologies Concepts Methodologies Tools and Applications Book PDF

Author : Erickson, John
Publisher : IGI Global
Page : 2962 pages
File Size : 47,5 Mb
Release : 2009-02-28
Category : Business & Economics
ISBN : 9781605660592

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Database Technologies: Concepts, Methodologies, Tools, and Applications by Erickson, John Pdf

"This reference expands the field of database technologies through four-volumes of in-depth, advanced research articles from nearly 300 of the world's leading professionals"--Provided by publisher.

Censorship, Surveillance, and Privacy: Concepts, Methodologies, Tools, and Applications

Management Association, Information Resources
Censorship Surveillance and Privacy Concepts Methodologies Tools and Applications Book PDF

Author : Management Association, Information Resources
Publisher : IGI Global
Page : 2174 pages
File Size : 50,8 Mb
Release : 2018-10-05
Category : Political Science
ISBN : 9781522571148

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Censorship, Surveillance, and Privacy: Concepts, Methodologies, Tools, and Applications by Management Association, Information Resources Pdf

The censorship and surveillance of individuals, societies, and countries have been a long-debated ethical and moral issue. In consequence, it is vital to explore this controversial topic from all angles. Censorship, Surveillance, and Privacy: Concepts, Methodologies, Tools, and Applications is a vital reference source on the social, moral, religious, and political aspects of censorship and surveillance. It also explores the techniques of technologically supported censorship and surveillance. Highlighting a range of topics such as political censorship, propaganda, and information privacy, this multi-volume book is geared towards government officials, leaders, professionals, policymakers, media specialists, academicians, and researchers interested in the various facets of censorship and surveillance.