PPT-Deterministic Annealing

and Robust Scalable Data mining for the Data Deluge Petascale Data Analytics Challenges and Opportunities PDAC11 Workshop at SC11 Seattle November 14 2011 Geoffrey Fox gcfindianaedu. photodetachment. of anionic copper carbonyl clusters in argon matrices. Ryan M. Ludwig, Michael E. Goodrich, . David T. Moore. Chemistry Department, Lehigh University. 69. th. ISMS, Univ. Illinois Urbana-Champaign. By . Rohit. Ray. ESE 251 . The Problem. Most . minimization (maximization) strategies . work to find the nearest local minimum. Trapped at local . minimums (maxima). Standard strategy. Generate trial point based on current estimates. Nidia C. Gallego. Robbie a. Meisner. Tim D. . Burchell. Oak Ridge National Laboratory. INGSM-13. Seattle, WA – September 15. , . 2013. Irradiation damage in graphite induces dimensional changes. Polygranular. in Life Science. Jong Youl Choi. School of Informatics and Computing. Pervasive Technology Institute. Indiana University. (. jychoi@cs.indiana.edu. ). Ph.D. Thesis Proposal. Visualization in Life Science (1). Jong Youl Choi, Judy . Qiu. , Marlon Pierce, and Geoffrey Fox. School of Informatics and Computing. Pervasive Technology Institute. Indiana University. S. A. L. S. A. project. . http://. salsahpc.indiana.edu. Majorization. Algorithm. Seung-Hee. . Bae. , Judy . Qiu. , and Geoffrey Fox. SALSA group in Pervasive Technology Institute. at Indiana University Bloomington. Outline. Motivation. Background and Related Work. Jong Youl Choi, Judy . Qiu. , Marlon Pierce, and Geoffrey Fox. School of Informatics and Computing. Pervasive Technology Institute. Indiana University. S. A. L. S. A. project. . http://. salsahpc.indiana.edu. SC 10. New Orleans, USA. Nov 17, 2010. Azure . MapReduce. AzureMapReduce. A . MapRedue. runtime for Microsoft Azure using Azure cloud services. Azure Compute. Azure BLOB storage for in/out/intermediate data storage. Daniel Paden Tomasello. Simulated Annealing Algorithm. An approximation algorithm used for global optimization. . In my model, simulated annealing is used to help a robot, which may only detect surrounding elevations, find the highest elevation. (Local Search). Annealing . Dimension Reduction. and Biology. Indiana University. Environmental Genomics. April 20 2012. Geoffrey Fox. gcf@indiana.edu. . . http://www.infomall.org. . http://www.futuregrid.org. What is it?. Simulated Annealing is a . stochastic optimization . method that derives its name from the annealing process used to re-crystallize metals. Comes under the category of evolutionary techniques of optimization. Matthew Kelly. April 12, 2011. What is Annealing?. Slow cooling of a heated substance allows atoms to line themselves up, creating a stronger structure with minimum energy. Accelerating the cooling process produces a structure with more energy and fewer atoms optimally aligned.. Rohit. Ray. ESE 251 . The Problem. Most . minimization (maximization) strategies . work to find the nearest local minimum. Trapped at local . minimums (maxima). Standard strategy. Generate trial point based on current estimates. to . LC-MS Data Analysis.  . October 7 2013. . IEEE . International Conference on Big Data 2013 (IEEE . BigData. 2013. ). Santa Clara CA. Geoffrey Fox, D. R. Mani, . Saumyadipta. . Pyne. gcf@indiana.edu.