| Week |
Day |
Topic(s) |
Readings |
Comments |
Presenter |
| Week
1 |
01/10/2013 |
No Class on Jan 10th. Our first
meeting is on Jan 15. |
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| Week 2 | 01/15/2013 |
Introduction, Course Logistics |
http://wiki.apache.org/hadoop/ |
|
Instructor |
| 01/17/2013 |
MapReduce Framework/Hadoop |
Instructor | |||
| Week 3 | 01/22/2013 |
Hadoop Ecosystem I: |
Pig Language |
Instructor | |
| 01/24/2013 |
Hadoop Ecosystem II: |
Hive & Hadoop Streaming |
Instructor | ||
| Week 4 |
01/29/2013 |
A comparison of join algorithms for log processing in mapreduce (SIGMOD '10) |
Ya Liu & Hao Zhou |
||
| 01/31/2013 |
Restore: reusing results of mapreduce jobs (VLDB '12) |
Vijay Sukhadeve & Jun Fan |
|||
| Week 5 |
02/05/2013 |
Nova: continuous pig/hadoop workflows (SIGMOD '11) |
Karim Ibrahim & Anh Pham |
||
| 02/07/2013 | Haloop: efficient iterative data processing on large clusters (VLDB '10) |
Carl Erhard & Zahid Mian |
|||
| Week 6 |
02/12/2013 | Ricardo: integrating R and Hadoop (SIGMOD '10) |
Yuguan Li & Luyang Zhang |
||
| 02/14/2013 | HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads (VLDB '09) |
Jiefeng He &
Xiaolu Xiong |
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| Week 7 |
02/19/2013 | Mrshare: sharing across multiple queries in mapreduce (VLDB '10) |
Xiaolan Wang & Pengfei Tang |
||
| 02/21/2013 | Hadoop Analytics & HBase - Part 1 |
Instructor | |||
| Week 8 |
02/26/2013 | Hadoop Analytics & HBase- Part 2 | Instructor | ||
| 02/28/2013 | Provenance for generalized map and reduce workflows (CIDR '11) | Yue Lu & Pei Zhang |
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| Week
9 |
03/05/2013 | Break |
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| 03/07/2013 | |||||
| Week 10 |
03/12/2013 | Hadoop++: Making a yellow elephant run like a cheetah (without it even noticing) (VLDB '10) | Jason Kost & Skyler Whorton |
||
| 03/14/2013 | Overview on Parallel and Distributed Databases |
Instructor | |||
| Week 11 |
03/19/2013 | Cancelled (Instructor attending EDBT conference) |
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| 03/21/2013 | Cancelled (Instructor attending EDBT conference) | ||||
| Week 12 |
03/26/2013 | Column-Oriented Storage Techniques for MapReduce. PVLDB 4(7): 419-429 (2011) |
Yuguan Li & Luyang Zhang |
||
| 03/28/2013 | A platform for scalable one-pass analytics using mapreduce. In SIGMOD, pages 985–996, 2011. |
Karim Ibrahim & Anh Pham |
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| Week 13 |
04/02/2013 | Map-reduce-merge: simplified relational data processing on large clusters. SIGMOD, pages 1029–1040, 2007. |
Jiefeng He &
Xiaolu Xiong |
||
| 04/04/2013 | Starfish: A self-tuning system for big data analytics. In CIDR, pages 261–272, 2011. |
Carl Erhard & Zahid Mian |
|||
| Week 14 |
04/09/2013 | Adaptive MapReduce using situation-aware mappers. EDBT 2012: 420-431 |
Ya Liu & Hao Zhou |
||
| 04/11/2013 | Efficient
parallel set-similarity joins using mapreduce. In Proceedings of the
2010 international conference on Management of data, pages 495–506, 2010 |
Xiaolan Wang & Pengfei Tang |
|||
| Week 15 |
04/16/2013 | Extending Map-Reduce for Efficient Predicate-Based Sampling .In ICDE, pages 486–497, 2012 |
Jason Kost & Skyler Whorton |
||
| 04/18/2013 | Early accurate results for advanced analytics on MapReduce. Proc. VLDB Endow., 5(10):1028–1039, 2012. |
Yue Lu & Pei Zhang |
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| Week 16 |
04/23/2013 | Only Aggressive Elephants are Fast Elephants. PVLDB, 5(11):1591–1602, 2012 |
Vijay Sukhadeve & Jun Fan |
||
| 04/25/2013 |
Start of Project 5 Demos.... |
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