cis6930fa11_reading_list - CIS 6930LAD: Data Science:...

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CIS 6930LAD: Data Science: Large-scale Advanced Data Analysis Reading Schedule Group A. Data Analysis: Systems and Frameworks Aug 25 1. Jeffrey Cohen, Brian Dolan, Mark Dunlap, Joseph M. Hellerstein, Caleb Welton: MAD Skills: New Analysis Practices for Big Data. PVLDB 2(2): 1481-1492 (2009) Aug 30 2. Daisy Zhe Wang, Eirinaios Michelakis, Michael J. Franklin, Minos N. Garofalakis, Joseph M. Hellerstein: Probabilistic declarative information extraction. ICDE 2010: 173-176 3. Daisy Zhe Wang, Michael J. Franklin, Minos Garofalakis, Joseph M. Hellerstein, and Michael L. Wick: Hybrid In-Database Inference for Declarative Information Extraction. Proceedings of SIGMOD, 2011. Sep 1 4. Cheng-Tao Chu, Sang Kyun Kim, Yi-An Lin, YuanYuan Yu, Gary R. Bradski, Andrew Y. Ng, Kunle Olukotun: Map-Reduce for Machine Learning on Multicore. NIPS 2006: 281-288 Sep 6 5. Matei Zaharia, Mosharaf Chowdhury, Michael J. Franklin, Scott Shenker and Ion Stoica: Spark: Cluster Computing With Working Sets. 2nd USENIX Workshop on Hot Topics in Cloud Computing (HotCloud '10), Boston, June 2010. 6. Amol Deshpande, Samuel Madden: MauveDB: supporting model-based user views in database systems. SIGMOD Conference 2006: 73-84 Sep 8 7. Sergey Melnik, Andrey Gubarev, Jing Jing Long, Geoffrey Romer, Shiva Shivakumar, Matt Tolton, Theo Vassilakis: Dremel: Interactive Analysis of Web-Scale Datasets. Proc. of the 36th Int'l Conf on Very Large Data Bases, 2010, pp. 330-339. Sep 13 8. Michael Stonebraker, Paul Brown, Alex Poliakov, Suchi Raman: The Architecture of SciDB. SSDBM 2011: 1-16 9. Michael Stonebraker, Jacek Becla, David J. DeWitt, Kian-Tat Lim, David Maier, Oliver Ratzesberger, Stanley B. Zdonik: Requirements for Science Data Bases and SciDB. CIDR 2009 10. Tyson Condie, Neil Conway, Peter Alvaro, Joseph M. Hellerstein, Khaled Elmeleegy, Russell Sears: MapReduce Online. NSDI 2010: 313-328 Reading on Sep 15 is Polaris (Group D 4) Dec 1 11. Subi Arumugam, Alin Dobra, Christopher M. Jermaine, Niketan Pansare, Luis Leopoldo Perez: The DataPath system: a data-centric analytic processing engine for large data warehouses. SIGMOD Conference 2010: 519-530
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cis6930fa11_reading_list - CIS 6930LAD: Data Science:...

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