PPT-SCALABLE AND ROBUST

DATA CLUSTERING AND VISUALIZATION Yang Ruan PhD Candidate Computer Science Department Indiana University Outline Overview Research Issues Experimental Analysis Conclusion and Futurework Data Clustering and Visualization. 925 520550 541450 518350 541075 518700 518350 518150 520325 518300 518375 518875 518725 524125 524250 530300 518125 524375 530175 536375 533600 530300 532025 522025 528700 520325 520325 519800 525425 525250 531350 519950 526075 531300 538075 520425 5 dk Aasa Feragen DIKU and MPIs T ubingen Denmark and Germany aasadikudk Michael J Black MPI for Intelligent Systems ubingen Germany blacktuempgde Abstract As the collection of large datasets becomes increasingly automated the occurrence of outliers wi Clements M Frans Kaashoek Nickolai Zeldovich Robert T Morris and Eddie Kohler MIT CSAIL and Harvard University Abstract What fundamental opportunities for scalability are latent in interfaces such as system call APIs Can scalability opportunities b Commutativity. Rule: Designing Scalable Software for Multicore Processors. Austin T. Clements, M. . Frans. . Kaashoek. , . Nickolai. . Zeldovich. , Robert T. Morris, and Eddie Kohler. MIT CSAIL and Harvard University. Processors. Presented by . Remzi. Can . Aksoy. *Some slides . are. . borrowed from a ‘Papers We Love’ . Presentation. EECS 582 – F16. 1. Outline. The . Scalable Commutativity Rule: . Whenever interface operations commute, they can be implemented in a way that scales. Larry Peterson. In collaboration with . Arizona. , Akamai. ,. . Internet2. , NSF. , North Carolina, . Open Networking Lab, Princeton. (and several pilot sites). S3. DropBox. GenBank. iPlant. Data Management Challenge. Michael Albert and Vincent Conitzer. malbert@cs.duke.edu. and . conitzer@cs.duke.edu. . Prior-Dependent Mechanisms. In many situations we’ve seen, optimal mechanisms are prior dependent. Myerson auction for independent bidder valuations. The Desired Brand Effect Stand Out in a Saturated Market with a Timeless Brand The Desired Brand Effect Stand Out in a Saturated Market with a Timeless Brand The Desired Brand Effect Stand Out in a Saturated Market with a Timeless Brand The Desired Brand Effect Stand Out in a Saturated Market with a Timeless Brand The Desired Brand Effect Stand Out in a Saturated Market with a Timeless Brand Large scale computing systems. Scalability . issues. Low level and high level communication abstractions in scalable systems. Network interface . Common techniques for high performance communication.