An Evaluation Of An Innovative Contribution Of My Work

Research Statement Mohamad S Hasan Modern technological advancements in automated data production have produced a large increase in the scale and resolution of data sets. In a statistical context, more information generates more hypothesis tests and opens new dimensions to discover the targeted questions. However, many of the tests are redundant and, hence, reduce the efficiency of the analysis. One potential solution to this problem is using external information to prioritize the hypothesis tests most likely to yield true positive effects. One means of doing so is p-value weighting. Many statistical methods have been proposed to up-weight and down-weight the p-value in a multiple hypotheses setting. None of them are satisfactory, which necessitate extensive research in this area. My methodological and theoretical research as well as a considerable portion of my applied work addresses this issue with regard to high throughput and big data. An innovative contribution of my work is the establishment of a new perspective on the analysis of high throughput data for which relative effect sizes are very low and the true effect is hard to detect with the usual statistical analysis, although external sources of information suggests otherwise. We proposed a method referred to as â€Å"Novel Optimal P-value weighting for High Throughput Data†. Many studies have that suggested diverse methodologies regarding the p-value weighting. Even though, theoretically, these approaches proposeShow MoreRelatedThe University Of Southern Mississippi848 Words   |  4 Pagesaccept this personal statement as a part of my application for the doctoral program in criminal justice starting the fall semester of 2016. The University of Southern Mississippi is my ideal location for the achievement of a doctoral degree. I would like to demonstrate my knowledge, experience, and research ability in the field of criminal justice and correctional studies. 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