Software Engineering White Papers
Multi-Party, Privacy-Preserving Distributed Data Mining Using a Game Theoretic Framework
Overview Analysis of privacy-sensitive data in a multi-party environment often assumes that the parties are well-behaved and they abide by the protocols. Parties compute whatever is needed, communicate correctly following the rules, and do not collude with other parties for ex-posing third party's sensitive data. This paper argues that most of these assumptions fall apart in real-life applications of Privacy-Preserving Distributed Data Mining (PPDM). This paper offers a more realistic formulation of the PPDM problem as a multi-party game where each party tries to maximize its own objectives. It develops a game-theoretic framework to analyze the behavior of each party in such games and presents detailed analysis of the well known secure sum computation as an example.
| Publisher | IBM | File Format | |
|---|---|---|---|
| Date Published | August 2007 | ||
| Format | White Papers | ||
| Topics | |||
-
Did you find this white paper useful?
White Paper RSSTrial Download: Rational® AppScan® Standard Edition V7.9
DownloadTo improve the security of web applications, it starts by building software securely. IBM Rational AppScan is a suite of Web application vulnerability scanners that include dynamic and static analysis...
Practical Approaches for Securing Web Applications across the Software Delivery Lifecycle
Enterprises understand the importance of securing web applications to protect critical corporate and customer data. What many don't understand, is how to implement a robust process for integrating security and...
Optimize your performance with the Smart Work Advisor
Smart Work Advisor shows how businesses can optimize their performance by providing a decision tree they can use to adapt dynamically, collaborate more effectively and connect people and processes inside...
Webinar: Securing the Cloud Dec 10th, 2pm ET / 11am PT
Cloud computing promises to provide vast computing power, reliable off-site data storage, wide availability, all at lower maintenance and investment costs. But recent cloud computing mishaps have underscored the need...
The Truth About Wasteful Spending on Software: How to Stop Giving Your Software Vendors Money for Applications You Don't Use
The dirty little secret of software licensing is one is buying more software than one need from the major software vendors. Why? Because neither they nor one has practices in...
