PPT-Improving the Accuracy and Scalability

Author : calandra-battersby | Published Date : 2016-03-23

of Discriminative Learning Methods for Markov Logic Networks Tuyen N Huynh Adviser Prof Raymond J Mooney PhD Defense May 2 nd 2011 2 Predicting mutagenicity Srinivasan

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Improving the Accuracy and Scalability: Transcript

of Discriminative Learning Methods for Markov Logic Networks Tuyen N Huynh Adviser Prof Raymond J Mooney PhD Defense May 2 nd 2011 2 Predicting mutagenicity Srinivasan et al 1995. 1 02 03 04 05 06 07 08 09 1 Measured Value of x Fraction of Total Measurements SD 01 SD 02 SD 03 brPage 5br mean standard deviation histogram Figure 3 Mass of Unknown Sample 102 104 106 108 11 112 114 116 118 12 Mass kg of Measurements brPage 6br on . Multicores. LokeshGidra. , . Gaël. Thomas, . JulienSopena. and Marc Shapiro. INRIA/University of Paris 6. 14/20 most popular languages have GC. but GC doesn’t scale on . multicore. hardware. Ippokratis Pandis. CIDR 2009 - Gong Show. Scalability on CMP. 2. Sun Niagara I - 32 HW Contexts. Update intensive workload. No database lock conflicts. Linear (ideal) scaling. Scalability. problems. Ken . Birman. , Cornell University. August 18/19, 2010. 1. Berkeley Workshop on Scalability. Today’s cloud systems exhibit visible inconsistencies!. Today, very few cloud applications need consistency in a strong, interactive, real-time sense of the term.. define scalability scalability Let time(n,x) be the time required by an n-processor system to execute a pro- gram to solve a of problem of size 2 x. The speedup on a problem of size x with n processor Qiuyang Wu. 2015.3.13. Outline. This talk answers the following questions regarding timing constraints:. What are the key scalability challenges?. What are the available solutions?. Design Complexity Trends. Krylov. . s. ubspace . m. ethods . Erin Carson and James . Demmel. Householder Symposium XIX. June 8-13, 2014, Spa, Belgium. 2. Model Problem: 2D . Poisson on . grid. , . . .. . Equilibration . (diagonal scaling) used. . Define: . Accuracy. Precision. Draw & . Label. 4 dart boards to illustrate:. . (. each board should contain . 4 marks. ). High Accuracy, High Precision. High Accuracy, Low Precision. Low Accuracy, High Precision. Online Transaction Processing. SQL Server 2008. OLTP Challenges. Challenges face database administrators today :. SQL Server 2008. OLTP Capabilities. Scalability and Performance. Scale for any size business. for Many-core Systems Resource Management. Amir M. Rahmani. Bryan Donyanavard Tiago Mück Kasra Moazzemi. Axel Jantsch Onur Mutlu Nikil Dutt . SPECTR. 23rd ACM International Conference on Architectural Support for Programming Languages and Operating Systems Williamsburg, VA, March 2018. Morten . Kragelund. Holt. Jens Johansen. Gerth. . Stølting. . Brodal. 1. Aarhus University. Introduction. Trees are used in many branches of science.. Phylogenetic. trees are especially used in biology and bioinformatics.. S.H. . Yeganeh. , A. . Tootoonchian. , Y. . Ganjali. University of . Tronto. IEEE Communication Magazine. 1. Motivations. There have always been concerns about performance and scalability about SDN. Argue that there is no inherent bottleneck to SDN... Huawei. Liyan. Gong, . Fengwei . Qin . @China Mobile. Guangming. Yang @China Telecom. James Guichard @. Futurewei. Gyan Mishra . @Verizon. Tarek Saad @Cisco. Vishnu Beeram @Juniper. Scalability Considerations for . Performance of Computer System. Various factors. Depends on. Scalability: . Computer Performance . Number of processors used. Measuring performance of parallel computer architecture for large-scale applications require very good understanding of...

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