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Title: SREC-DATAMINING
Description: SREC-DATAMINING

The information age has seen most of the activities generating huge volumes of data. The explosive growth of business, scientific and government databases sizes has far outpaced our ability to interpret and digest the stored data. This has created a need for new generation tools and techniques for automated and intelligent database analysis. These tools and techniques are the subjects of the rapidly emerging field of data mining. The objective of this work is to generate association rules. Association rules are statement like '98% of faculty members that borrow books on vision and multimedia also borrow books on data structures'. We have considered the problem of discovering rules for large library databases. We attempt to establish rules between keywords of a topic in database and effectively use these rules to distribute books among the interested faculty members. We proceed to cover problem of parallel mining of association rules on distributed memory multiprocessor machine. Parallel mining of association rules represent a spectrum of trade-off between computation, communication, memory usage, synchronization and use of problem specific information. We have implemented the Apriori" parallel algorithm. Performance measurements of parallel implementation show a good speed up behavior, compared to sequential implementation of the same algorithm. These rules can then be used to efficiently publicize books among those faculty members, who would be interested in them.

Mobile agent technology facilitates intelligent operation in software system with less human interaction. Major challenge to deployment of mobile agents and preventing unauthorized access to resources between interacting systems, as either hosts, or agents, or both can act maliciously. A Secure mobile agent system, handles the transmission and secure management of mobile agents in a heterogeneous distributed computing environment. It provides users with the option of incorporating their security managers.

Security infrastructure is critical for any system for providing the end-user the quality of service. The need for security in mobile paradigm is overwhelming because of its various application in commercial world. We consider a study of various policies and issues regarding the security architecture that are to be consideredin the design of mobile systems so that they can be visualized in the commercial arena. This also presents the Agent pattern, a design pattern useful to develop dynamic and distributed applications. The Agent pattern provides a clean and easy way to develop agent-based applications, mainly in open and large-scale distributed environments such as the Internet and application areas such as Electronic Commerce.

Mobile agents are currently hot topic in the domain of distributed system. The main reason are the problems more traditionally designed distributed system, especially client/server system, might, have to handle work-load, the trend to open large number of customers direct access to services and goods, and user mobility. Mobile agent technology can help to design innovative solution in this domain by complementing other approaches, simply by adding mobility of code, machine based intelligence, and improved network and data management possibilities.

Presently there is a wide range of information available on the Internet stored in distinct databases. The main problem is how to find the specific information. For this enabling the querying for the distinct databases with totally incompatible table structure or even different storage concepts still not solved satisfactorily.

We suggest mobile software agents as proactive components realizing interconnections between data sources. Mobile agents offer the optimum solution due to their benefits with respect to aspects of security, flexibility and data compression. For each type of query in an application we suggest a specific agent. If a query has to be performed, the according agent will be instantiated, migrate to a number of data sources and return with a report, which aggregates the results of its queries. Since it is sufficient for each agent to know the structure of the small number of specific databases it is working on to perform the query task, the development becomes very effective, scalable and therefore manageable on a large scale. 1.2 What are Mobile Agents A mobile agent is a program that can migrate from host to host in a network of heterogeneous computer systems and fulfill a task specified by its owner.

It works autonomously and communicates with other agents and host systems. During the self-initiated migration, the agent carries all its code and the complete execution state with it. Mobile agent systems build the environment in which mobile agents can exists. Migration of agents is based on an infrastructure that has to provide the necessary services in the network. The infrastructure is a set of agent servers that run on platforms (nodes) within a possibly heterogeneous network. Each agent server hides the vendor specific aspects of its host platform and offers standardized services to an agent that is docking on to such a server concluding migration. Services include access to local resources and applications. A mobile agent is an executing program that can migrate from machine to machine in a heterogeneous under its own control.

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