Rewrite Essay Example | Topics and Well Written Essays - 1000 words

Rewrite - Essay Example With respect to this particular project, datasets from five hospitals within the nation of the United Arab Emirates will be analyzed. The information which was ultimately collected, tabulated, and analyzed related to the records of diabetic patients. Accordingly, the next step of the research was to evaluate a host of different data mining methods which could be of use with regards to understanding the overall pattern of the given datasets. As a final step, the project is intended to extract a level of useful inference with regards to the medical knowledge to include rules and /or patterns and seek to include them in an overall research that could ultimately be published as a means of showing how data mining techniques have the potential to lead to knowledge discovery and generation. As a function of performing these experiments, WEKA was utilized. As a function of using WEKA to draw a level of inference upon the medical data, it was able to determine and populate a lot of missing va lues by treating these values as separate attributes and encoding them appropriately. The end result of such an analysis has revealed a high number of hidden patterns that could not be elaborated upon with the use of normal analysis. As a function of all of this level of analysis, the end consequence can and should be to have a high level of improvement upon the potential for medical resolutions to both extant as well as unknown issues. Acknowledgement This particular project has only been able to be completed due to the tireless help and assistance of a wide variety of different individuals. I would like to take this particular opportunity to thank each and every one of them for the differing levels of assistance they have provided. 1.1 Supervisor Motivation When I had first begun to consider the long list of projects that were available, I had at first thought that as a software engineering specialist, it would be best to work on seeking to develop a java interface or a particular web-browsing application. However, once I considered this to a further degree, I began to realize that there was a more definitive need within the current and existing knowledge base that is represented within the Medical Data Mining arena. Due to the fact that I had long considered the techniques that could help to integrate a greater level of understanding of hidden patterns within databases, I opted for this route. Dr. M. Saraee was extraordinarily useful and helpful in seeking to motivate and direct y project as well as research into this particular field. As a function of his encouragement, this project has been able not only to improve upon my research skills but also provide a valuable and measurable impact on the prospects of future work that I might be able to engage upon. 1.1.2 Personal Motivation Over the past several years, while studying for a degree in Software Engineering, I was introduced to a few of the concept of document analysis and pattern recognition. As a res ult of this, one of the main motivations that I developed was to accrue a deep and complete understanding of data mining and pattern recog