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762 results about "Re engineering" patented technology

Re-engineer(Verb) To modify the design of an existing system, organization, process or product in order to make it more effective, efficient or responsive.

Binary prediction tree modeling with many predictors and its uses in clinical and genomic applications

The statistical analysis described and claimed is a predictive statistical tree model that overcomes several problems observed in prior statistical models and regression analyses, while ensuring greater accuracy and predictive capabilities. Although the claimed use of the predictive statistical tree model described herein is directed to the prediction of a disease in individuals, the claimed model can be used for a variety of applications including the prediction of disease states, susceptibility of disease states or any other biological state of interest, as well as other applicable non-biological states of interest. This model first screens genes to reduce noise, applies k-means correlation-based clustering targeting a large number of clusters, and then uses singular value decompositions (SVD) to extract the single dominant factor (principal component) from each cluster. This generates a statistically significant number of cluster-derived singular factors, that we refer to as metagenes, that characterize multiple patterns of expression of the genes across samples. The strategy aims to extract multiple such patterns while reducing dimension and smoothing out gene-specific noise through the aggregation within clusters. Formal predictive analysis then uses these metagenes in a Bayesian classification tree analysis. This generates multiple recursive partitions of the sample into subgroups (the “leaves” of the classification tree), and associates Bayesian predictive probabilities of outcomes with each subgroup. Overall predictions for an individual sample are then generated by averaging predictions, with appropriate weights, across many such tree models. The model includes the use of iterative out-of-sample, cross-validation predictions leaving each sample out of the data set one at a time, refitting the model from the remaining samples and using it to predict the hold-out case. This rigorously tests the predictive value of a model and mirrors the real-world prognostic context where prediction of new cases as they arise is the major goal.
Owner:DUKE UNIV

Bus technology-based universal electromagnetic susceptibility testing device and method

The invention discloses a bus technology-based universal electromagnetic susceptibility testing device and a bus technology-based universal electromagnetic susceptibility testing method. The testing device comprises a main control computer, a program control testing instrument, a remote control computer and a testing software system. The testing method comprises the following steps of: 1, initializing the universal electromagnetic susceptibility testing device; 2, setting parameters aiming at the electromagnetic susceptibility test by a user; 3, starting an upper level test platform program to start the test; and 4, testing a function generation module-instantiated test function, and testing the electromagnetic susceptibility. The invention overcomes the defect of redesign of the conventional electromagnetic susceptibility testing system when new equipment, the type of a testing bus or the connection mode of the testing instrument needs to be replaced or a testing algorithm needs to be updated, realizes the universal electromagnetic susceptibility testing system with convenient function expansion, addition of node equipment and update of the testing algorithm, and reduces the cost and the energy for system expansion and maintenance.
Owner:BEIHANG UNIV
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