A Framework with Combined Mining and Outsourcing Approach on Special Issues for Geochange

This paper reports the development of a model to meet challenges in geochange research and management activities. This model is an extended framework that will work to achieve integrated use of environmental data like desertification, land degradation, deforestation etc to extreme events such as volcanic eruptions, earthquakes, or tsunamis, especially when information from different sources is heavily heterogeneous and even contradicting. It utilizes the technique of web mining, text mining, data mining, combined mining and human experience knowledge with opinion mining for creating a knowledge base of geochange featured with outsourcing and localization. All knowledge from each part is warehoused, mined and managed in knowledge base through a knowledge management platform [12]. Developed model provides an interface to the user to retrieve knowledge; send feedback on the basis of actions suggested to cause mining and other features of framework. The first part of the paper covers work [15] related to integration of information that has been done to achieve integrated use of information available on web, especially when information from different sources is heavily heterogeneous. The second part defines architecture and functioning of developed framework powered with features like cross platform, cross architecture, localization etc. The third part provides an overview and critical analysis of developed framework like experimental results, pseudo code, data structure etc.