MobiMine

Author:

Kargupta Hillol1,Park Byung-Hoon1,Pittie Sweta1,Liu Lei1,Kushraj Deepali1,Sarkar Kakali2

Affiliation:

1. University of Maryland Baltimore County, Baltimore, MD

2. Agnik LLC, Columbia, MD

Abstract

This paper describes an experimental mobile data mining system that allows intelligent monitoring of time-critical financial data from a hand-held PDA. It presents the overall system architecture and the philosophy behind the design. It explores one particular aspect of the system---automated construction of personalized focus area that calls for user's attention. This module works using data mining techniques. The paper describes the data mining component of the system that employs a novel Fourier analysis-based approach to efficiently represent, visualize, and communicate decision trees over limited bandwidth wireless networks. The paper also discusses a quadratic programming-based personalization module that runs on the PDAs and the multi-media based user-interfaces. It reports experimental results using an ad hoc peer-to-peer IEEE 802.11 wireless network.

Publisher

Association for Computing Machinery (ACM)

Reference32 articles.

1. An intelligent forecasting system of stock price using neural networks

2. L. Breiman. Pasting bites together for prediction in large data sets and on-line. Technical report Statistics Department University of California at Berkeley 1997. L. Breiman. Pasting bites together for prediction in large data sets and on-line. Technical report Statistics Department University of California at Berkeley 1997.

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