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Enhancement Of Software Engineering By Shifting From Software Product To Software Service, Muhammad Saeed, Muhammad Jaffar-Ur- Rehman
Enhancement Of Software Engineering By Shifting From Software Product To Software Service, Muhammad Saeed, Muhammad Jaffar-Ur- Rehman
International Conference on Information and Communication Technologies
Software development has always been a supply side affair, in which domain experts were the main requirement providers. Software engineers have been creating new technologies, frameworks and methodologies but this has made the software engineering job more complex. Recently all this has been looked at from demand-side prospective. So a new concept of Service Based Software Engineering is shaping up which look at the software as a service rather then a product. This paper is going to analysis the fundamental requirements of such a paradigm shift, by first gathering the concept and then translating this to a workable solution. Different …
Keynote: The Use Of Meta-Heuristic Algorithms For Data Mining, Dr. Beatrize De La Iglesia, A. Reynolds
Keynote: The Use Of Meta-Heuristic Algorithms For Data Mining, Dr. Beatrize De La Iglesia, A. Reynolds
International Conference on Information and Communication Technologies
In this paper we explore the application of powerful optimisers known as metaheuristic algorithms to problems within the data mining domain. We introduce some well-known data mining problems, and show how they can be formulated as optimisation problems. We then review the use of metaheuristics in this context. In particular, we focus on the task of partial classification and show how multi-objective metaheuristics have produced results that are comparable to the best known techniques but more scalable to large databases. We conclude by reinforcing the importance of research on the areas of metaheuristics for optimisation and data mining. The combination …