Towards Distributed Association Rule Mining Privacy

Towards Distributed Association Rule Mining Privacy

Mafruz Ashrafi (Monash University, Australia), David Taniar (Monash University, Australia) and Kate Smith (Monash University, Australia)
Copyright: © 2007 |Pages: 27
DOI: 10.4018/978-1-59904-265-7.ch011
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With the advancement of storage, retrieval, and network technologies today, the amount of information available to each organization is literally exploding. Although it is widely recognized that the value of data as an organizational asset often becomes a liability because of the cost to acquire and manage those data is far more than the value that is derived from it. Thus, the success of modern organizations not only relies on their capability to acquire and manage their data but their efficiency to derive useful actionable knowledge from it. To explore and analyze large data repositories and discover useful actionable knowledge from them, modern organizations have used a technique known as data mining, which analyzes voluminous digital data and discovers hidden but useful patterns from such massive digital data. However, discovery of hidden patterns has statistical meaning and may often disclose some sensitive information. As a result, privacy becomes one of the prime concerns in the data-mining research community. Since distributed data mining discovers rules by combining local models from various distributed sites, breaching data privacy happens more often than it does in centralized environments.

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Table of Contents
Vijayan Sugumaran
Chapter 1
Sudha Ram, Jun Liu
In recent years, business-rule management has become an important component of enterprise information systems. Business rules are guidelines for how... Sample PDF
OABIS: An Ontology-Based Approach to Business Rules Sourcing in Supply Chain Management Systems
Chapter 2
Julie E Kendall, Kenneth E. Kendall
PointCast was a magic carpet of content providers. Imagine that of all the information that users needed to complete their work would suddenly... Sample PDF
Evolution and Mutation in Push Technologies: Social Concerns Resulting from the Effects of Memes on Intelligent Agents
Chapter 3
Rainer Herrler, Christian HeIne
There are several continuing challenges within the health-care domain. On the one hand, there is a greater need for individualized, patient-oriented... Sample PDF
Approaches and Tools to Optimize and Manage Clinical Processes
Chapter 4
Narjès Bellamine-BenSaoud, Fatima Rateb
In this chapter, we investigate how complexity theory and more particularly how agent-based modeling and simulation can benefit the explanation of... Sample PDF
Combating Malaria: A Complex System and Agent-Based Approach
Chapter 5
Yasushi Kambayashi, Munehiro Takimoto
This chapter presents a framework for controlling intelligent robots connected by communication networks. This framework provides novel methods to... Sample PDF
An Intelligent Multi-Robot System Using Higher-Order Mobile Agents
Chapter 6
Chris Schlueter Langdon
This paper aims to provide a synopsis on the design science of agent-based modeling and how to adapt an agent-based research strategy for the... Sample PDF
Instrument Validation for Strategic Business Simulation
Chapter 7
Vagan Terziyan
Among traditional users of Web resources, industry also has a growing set of smart industrial devices with embedded intelligence. Just as humans do... Sample PDF
Challenges of the "Global Understanding Environment" Based on Agent Mobility
Chapter 8
Thomas Biskup, Nils Heyer, Jorge M. Gómez
This chapter introduces hyperservices as a unified application model for Semantic Web frameworks and proposes the WASP model as a framework for... Sample PDF
Building Sound Semantic Web Frameworks for Scalable and Fault-Tolerant Systems
Chapter 9
Information Parallax  (pages 182-215)
Franc Grootjen, Theo Van der Weide
To effectively use and exchange information among AI systems, a formal specification of the representation of their shared domain of... Sample PDF
Information Parallax
Chapter 10
Sunitha Ramanujam, Miriam Capretz
In recent years, the emergence of the Internet has resulted in a proliferation of data. This in turn has given rise to increasing demands of... Sample PDF
ADAM: An Autonomic Approach to Database Management
Chapter 11
Mafruz Ashrafi, David Taniar, Kate Smith
With the advancement of storage, retrieval, and network technologies today, the amount of information available to each organization is literally... Sample PDF
Towards Distributed Association Rule Mining Privacy
Chapter 12
Dong-Qing Yao, Dong-Qing Qiao, Haibing Qiao
In this chapter, we introduce a generic Internet trading framework for online auctions. We present the requirements and service of the framework. A... Sample PDF
A Generic Internet Trading Framework for Online Auctions
Chapter 13
Diana Kao, Shouhong Wang
The online auction has become an important form of e-commerce. Although using a different mode for conducting auction activities, online auctions... Sample PDF
Monitoring and Enforcing Online Auction Ethics
Chapter 14
Charles Willow
Amidst the era of e-economy, one of the difficulties from the standpoint of the information-systems manger is, among others, the forecast of memory... Sample PDF
Mail Server Management with Intelligent Agents
Chapter 15
Saad O.A. Subair, Safaai Deris
Protein secondary-structure prediction is a fundamental step in determining the 3D structure of a protein. In this chapter, a new method for... Sample PDF
Predicting Protein Secondary Structure Using Artificial Neural Networks and Information Theory
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