01 Structure of Scientific Papers - Introduction to Scientific Writing WS2021/22research, get it published in SIGKDD and get it cited!, KDD 2009] [Recommended Reading] Example SIGMOD 2020 October 15, 2019: Abstract submission October 22, 2019: Paper submission December 10 - 11 Frederick R. Reiss, Berthold Reinwald: Scaling Machine Learning via Compressed Linear Algebra. SIGMOD Record 2017 46(1)] [Ahmed Elgohary, Matthias Boehm, Peter J. Haas, Frederick R. Reiss, Berthold Shortening the text in favor of structure improves readability Ex. Compressed Linear Algebra Initial SIGMOD submission: 12+3 pages Final PVLDB submission: 12 pages (+ more figures, experiments, etc) 0 码力 | 36 页 | 1.12 MB | 1 年前3
02 Scientific Reading and Writing - Introduction to Scientific Writing WS2021/22[Graham Cormode: How NOT to review a paper: the tools and techniques of the adversarial reviewer. SIGMOD Rec. 37(4) 2008] This paper leaves many questions unanswered. Some claims are questionable. The Shortening the text in favor of structure improves readability Ex. Compressed Linear Algebra Initial SIGMOD submission: 12+3 pages Final PVLDB submission: 12 pages (+ more figures, experiments, etc) Scientific University of Technology, WS 2021/22 Plagiarism – Duplicate Submission Example SIGMOD’21 A research paper submitted to SIGMOD 2021 cannot be under review for any other publishing forum or presentation0 码力 | 26 页 | 613.57 KB | 1 年前3
03 Experiments, Reproducibility, and Projects - Introduction to Scientific Writing WS2021/22course for details) [Michael J. Carey, David J. DeWitt, Jeffrey F. Naughton: The oo7 Benchmark. SIGMOD 1993] 10 706.015 Introduction to Scientific Writing – 03 Experiments & Reproducibility Matthias B. Reinwald, P. J. Haas: MNC: Structure- Exploiting Sparsity Estimation for Matrix Expressions. SIGMOD 2019] 15 706.015 Introduction to Scientific Writing – 03 Experiments & Reproducibility Matthias Writing – 03 Experiments & Reproducibility Matthias Boehm, Graz University of Technology, WS 2021/22 SIGMOD Reproducibility Process Overview Accepted papers can submit package, verified by committee0 码力 | 31 页 | 1.38 MB | 1 年前3
Streaming optimizations - CS 591 K1: Data Stream Processing and Analytics Spring 20202014). • Ron Avnur and Joseph M. Hellerstein. Eddies: continuously adaptive query processing. (SIGMOD 2000). • Matei Zaharia et. al. Discretized streams: fault-tolerant streaming computation at scale University 2020 54 • Re-ordering • Shivnath Babu et. al. Adaptive Ordering of Pipelined Stream Filters. SIGMOD 2004. • Scheduling and placement • Peter R. Pietzuch et. al. Network-Aware Operator Placement Brian Babcock et. al. Chain : Operator Scheduling for Memory Minimization in Data Stream Systems. SIGMOD 2003. • Donald Carney et. al. Operator Scheduling in a Data Stream Manager. VLDB 2003. • Load0 码力 | 54 页 | 2.83 MB | 1 年前3
Stream processing fundamentals - CS 591 K1: Data Stream Processing and Analytics Spring 2020Springer-Verlag, Berlin, Heidelberg. • Lukasz Golab and M. Tamer Özsu. Issues in data stream management. SIGMOD Rec. 32, 2 (June 2003). • David Maier, Jin Li, Peter Tucker, Kristin Tufte, and Vassilis Papadimos Stonebraker, Uǧur Çetintemel, and Stan Zdonik. The 8 requirements of real-time stream processing. SIGMOD Rec. 34, 4 (December 2005).0 码力 | 45 页 | 1.22 MB | 1 年前3
Machine Learningfunctions are composed together • E.g., we use a chain to represent f(x) = f3(f2(f1(x))) • If we take sigmod function as the activation function • z1 = w1x + b1 and a1 = σ(z1) • z2 = w2a1 + b2 and a2 = σ(z2)0 码力 | 19 页 | 944.40 KB | 1 年前3
Graph streaming algorithms - CS 591 K1: Data Stream Processing and Analytics Spring 2020Vasiliki Kalavri | Boston University 2020 60 • McGregor, Andrew. Graph stream algorithms: a survey. ACM SIGMOD Record 43.1 (2014). https://dl.acm.org/doi/pdf/10.1145/2627692.2627694 • Stanton, Isabelle,0 码力 | 72 页 | 7.77 MB | 1 年前3
PostgreSQL 8.0 Documentationsince then. The first “demoware” system became operational in 1987 and was shown at the 1988 ACM-SIGMOD Conference. Version 1, described in The implementation of POSTGRES, was released to a few external Cat. No.95CH35724, 1995, 420-7. M. Stonebraker and L. Rowe, “The design of POSTGRES5”, Proc. ACM-SIGMOD Conference on Management of Data, May 1986. M. Stonebraker, E. Hanson, and C. H. Hong, “The design Potamianos, “A commentary on the POSTGRES rules system7”, SIGMOD Record 18(3), Sept. 1989. M. Stonebraker, “The case for partial indexes8”, SIGMOD Record 18(4), Dec. 1989, 4-11. M. Stonebraker, L. A. Rowe0 码力 | 1332 页 | 9.76 MB | 1 年前3
PostgreSQL 8.1.11 Documentationsince then. The first “demoware” system became op- erational in 1987 and was shown at the 1988 ACM-SIGMOD Conference. Version 1, described in The implementation of POSTGRES , was released to a few external Cat. No.95CH35724, 1995, 420-7. M. Stonebraker and L. Rowe, “ The design of POSTGRES 5”, Proc. ACM-SIGMOD Conference on Management of Data, May 1986. M. Stonebraker, E. Hanson, and C. H. Hong, “The design Potamianos, “ A commentary on the POSTGRES rules system 7”, SIGMOD Record 18(3), Sept. 1989. M. Stonebraker, “ The case for partial indexes 8”, SIGMOD Record 18(4), Dec. 1989, 4-11. M. Stonebraker, L. A. Rowe0 码力 | 1582 页 | 12.19 MB | 1 年前3
PostgreSQL 8.1 Documentationsince then. The first “demoware” system became op- erational in 1987 and was shown at the 1988 ACM-SIGMOD Conference. Version 1, described in The implementation of POSTGRES , was released to a few external Cat. No.95CH35724, 1995, 420-7. M. Stonebraker and L. Rowe, “ The design of POSTGRES 5”, Proc. ACM-SIGMOD Conference on Management of Data, May 1986. M. Stonebraker, E. Hanson, and C. H. Hong, “The design Potamianos, “ A commentary on the POSTGRES rules system 7”, SIGMOD Record 18(3), Sept. 1989. M. Stonebraker, “ The case for partial indexes 8”, SIGMOD Record 18(4), Dec. 1989, 4-11. M. Stonebraker, L. A. Rowe0 码力 | 1548 页 | 11.54 MB | 1 年前3
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