Slide 1Decision Tree (Rule Induction) Analysis of customer behavior and service modeling Slide 2 Poll: Which data mining technique..? Slide 3 Training Data Classification…

Slide 1 MapReduce Algorithms CSE 490H Slide 2 Algorithms for MapReduce Sorting Searching TF-IDF BFS PageRank More advanced algorithms Slide 3 MapReduce Jobs Tend to be very…

mean (average) mean value of all measurements = ((each value observed) * (number of times it is observed)) / (total number of observations) = (Σkk=0 to m n(k) * k) / (Σkk=0…

Decision Tree (Rule Induction) Poll: Which data mining technique..? Classification Algorithms IF rank = ‘professor’ OR years > 6 THEN tenured = ‘yes’ Classification…

mean (average) mean value of all measurements = ((each value observed) * (number of times it is observed)) / (total number of observations) = (Σkk=0 to m n(k) * k) / (Σkk=0…

MapReduce Algorithms CSE 490H Algorithms for MapReduce Sorting Searching TF-IDF BFS PageRank More advanced algorithms MapReduce Jobs Tend to be very short, code-wise IdentityReducer…

MapReduce Algorithms CSE 490H Algorithms for MapReduce Sorting Searching TF-IDF BFS PageRank More advanced algorithms MapReduce Jobs Tend to be very short, code-wise IdentityReducer…

The Forefront in Image Processing: PET/Molecular Approaches Joel Karp University of Pennsylvania Sixth Annual NCI-Industry Forum Quantitative Oncologic Imaging April 7-8,…

High-Resolution 3D Imaging and Quantification of Gold Nanoparticles in a Whole Cell Using Scanning Transmission Ion Microscopy  Xiao Chen, Ce-Belle Chen, Chammika N.B.…