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Population: Patients Suffering from Korsakoff ... Compute Columnwise Difference. X' - X ... Matrix of Columnwise Differences. Triangulate the Resulting Matrix ...
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Be able to identify important built-in functions required to create and ... columnwise from A. 14. Additional functions to generate matrices: magic(n) pascal(n) ...
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Agglomeration and Mapping. Number of tasks: static. Communication among tasks: ... Agglomerate tasks to minimize communication. Create one task per MPI process ...
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Agglomerate groups of rows. Create one task per MPI process. Complexity Analysis ... Agglomerate primitive tasks into rectangular blocks. Processes form a 2-D grid ...
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Record Data. Single Classification ANOVA. Experimental Conditions. Column Expanded Variance ... Combine Separate Groups into One Group. T. Compute the Total ...
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Evaluating Ecological Benefits A draft of guidelines presented by ENP Bruce Boler, ... alternative scoring begins with evaluation of model output for each PM
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Parallel Programming in C with MPI and OpenMP Michael J. Quinn Chapter 8 Matrix-vector Multiplication Chapter Objectives Review matrix-vector multiplicaiton Propose ...
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Introducing point-to-point communications. Reading and printing 2-D matrices ... Pop Quiz. Why don't we input the entire file at once. and then scatter its ...
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It allows constant time access to every edge. ... In previous examples of communications, all processes were involved in the communication. ...
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A Hypergraph-Partitioning Approaches for Workload Decomposition mit V. ataly rek and Cevdet Aykanat Department of Biomedical Informatics The Ohio State University
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... through domain decomposition. Primitive task associated ... Checkerboard Block Decomposition. Associate primitive task with each element of the matrix A ...
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X-ray Imaging Using Single Photon Processing with Semiconductor Pixel Detectors
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Parallel Programming with MPI and OpenMP Michael J. Quinn Chapter 6 Floyd s Algorithm Chapter Objectives Creating 2-D arrays Thinking about grain size ...
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Image Processing using Matlab Sumitha Balasuriya http//www.dcs.gla.ac.uk/~sumitha/ Images in Matlab Matlab is optimised for operating on matrices Images are matrices!
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CS5205: Foundations in Programming Languages FP with Haskell A pure lazy functional language that embodies many innovative ideas in language design.
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CH14 Protection / Security Basics Potential Violations Unauthorized release, modification, DoS External vs Internal Security Policy vs Mechanism Security vs ...
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Many useful built-in functions in the Matlab Image Processing Toolbox Very easy to write your own image processing functions Loading and displaying images I=imread ...
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... checkerboard target has been laid out (Salon-de-Provence in south of France) ... Well suited to high-resolution satellites (GSD 5 m Salon-de-Provence target) ...
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Viewing/Projection V, Vision/Color Week 5, Mon Feb 1 http://www.ugrad.cs.ubc.ca/~cs314/Vjan2010
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Computer representations of sparse matrices. Sparse matrix-vector ... 'triplets' format ({i, j, val}) is not sufficient . . . Storage: 2*NNZ integers, NNZ reals ...
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CSE 160 Lecture 16 MPI Concepts, Topology and Synchronization So Far We have concentrated on generic message passing algorithms We have used PVM to implement ...
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The mesh algorithm can be generalized to a hypercube ... the mesh algorithm to log p ... Communication on a Hypercube: Cost Analysis of Optimal Algorithm ...
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Algorithms that attain them (all dense linear algebra, some sparse) ... Can we attain these lower bounds? Do conventional dense algorithms as implemented in ...
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Based on s by Jim Demmel and others
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Data Mining (and machine learning) Lecture 2: Some common data processing tasks David Corne, Heriot-Watt University - dwcorne@gmail.com These s and related ...
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Graphical user interfaces and advanced visualizaton ... Buxton: Introduction to FMRI. hrtvectortor = hrt(timevector, tau, t0, n) Excercise ...
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Oct. 23, 2006, Institute of Mathematics and its Applications. Isograph (1937) by Bell Labs. Algebraic Machine (1895) by Leonardo Torres Quevedo. For polynomial ...
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Chapter 8 Indexing and Searching Hsin-Hsi Chen Department of Computer Science and Information Engineering National Taiwan University
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Design evaluation. Diagnostics. Updated graphics. Better help. Miscellaneous Cool New Stuff. Factorial design and analysis. Response surface design ...
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MATLAB as a calculator. All usual numerical operators available: elementary operators: ... Some useful linear algebra commands. Eigenvalue decomposition: [U,D] ...
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Digital Image Processing Image Transformation Dr.Ji Zhen Faculty of Information Engineering, SZU 2003.01
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Title: Optimizing Matrix Multiply Author: Kathy Yelick Description: Based on s by Jim Demmel and others Last modified by: Nicola Mastronardi Created Date
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Goal: Algorithms that communicate as little as possible for: ... Grey Ballard, UCB EECS. Ioana Dumitriu, U. Washington. Laura Grigori, INRIA. Ming Gu, UCB Math ...
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Ghost points: memory locations used to store redundant copies of data held by ... Ghost points for left and right sides are not in contiguous memory locations ...
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http://www.mcs.anl.gov/mpi/tutorials/perf. ftp://ftp.mcs.anl.gov/mpi/mpiexmpl. ... Designing and Building Parallel Programs, by Ian Foster, Addison-Wesley, 1995. ...
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m x n matrix addition and subtraction is done element by corresponding element ... Matrix Add/Subtract (Cont'd) ! Add M and N, Subtract N from M. DO I = 1,2. DO ...
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An Introduction to MPI Parallel Programming with the Message Passing Interface
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Kurtosis is a measure of the relative peakedness or flatness of the curve ... The kurtosis of a normal distribution is zero. If the kurtosis is positive, then ...
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Feature extraction Other features added for tests Not part of their aggregation proposal AH: abstraction hierarchy (?) Pull into T all fields that are just ...
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some addition facts, like n 0=n seems to be retrieved from the long-term memory. 24 ... Multiplication Strategies. Repeated addition 5x3 = 5 5 5. counting by n ...
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David Corne, and Nick Taylor, Heriot-Watt University - dwcorne@gmail.com ...
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[Frigo, Leiserson, Prokop, Ramachandran,99] CS267 Lecture 2 ... some redundant computation Much prior work See bebop.cs ... Sun Ultra2 Model 2200. SGI ...
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Linda Kaufman, and students Daniel Clark, Serafim Stamatis, Edwin Torres, Ory ... Gene and posse (Michael Saunders, Phil Gill, and Walter Murray) to the rescue ...
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Under the PRAM model, synchronization is ignored and thus is ... Hypercube: 5. Traditional PRAM Algorithm vs. Architecture Independent Parallel Algorithm Design ...
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Hip and Trendy Ideas. Query co-processing. Databases on MEMS-based storage ... Hip and Trendy Ideas. Directions for Future Research @Carnegie Mellon. Databases. 11 ...
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Solving Poisson's equation through the use of ghost cells. Example 4: ... Example 3: The Use of Ghost Cells to solve a Poisson Equation ...
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Arrange data into the right format for parallel execution and memory access. ... Arrange code to minimize the misprediction in the branch prediction algorithm. ...
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... unix.mcs.anl.gov/mpi/learning.html. Lawrence Livermore National Laboratory, MPI tutorials. ... Basics of MPI message passing. Hello, World! Fundamental concepts ...
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... implicit type is assumed depending on the first letter of the variable name: ... Used to store ASCII characters in numeric variables using one byte per character ...
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An Introduction to MPI Parallel Programming with the Message Passing Interface
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Numerical Analysis of Processes NAP2 Physical models (transport equations, energy and entropy principles). Empirical models (neural networks and regression models).
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... .50 36950.80 31567.00 3000.00 21280.79 11726.80 43499.70 34729.00 4000.00 23899.00 16053.70 45992.20 36972.00 5000.00 27097.69 19615.30 47437.90 37889.00 6000 ...
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http://www.mcs.anl.gov/mpi/tutorials/perf. ftp://ftp.mcs.anl.gov/mpi/mpiexmpl.tar.gz ... Parallel Programming with MPI, by Peter Pacheco, Morgan-Kaufmann, 1997. ...
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One processor has a piece of data (of size m) it needs to send to everyone. ... The size of the message reduces by m at each step. ...
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Symmetrically banded with semibandwidth w. i-j w a(i,j)=0 & j-i w a(i,j)=0 ... Diagonally dominant |a(i,i)| |a(i,j)| for i j; 0 i n. Symmetric. a(i,j)=a(j,i) ...
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