Difference between revisions of "Class meeting for 10-605 GraphLab"
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* None required. Optional: Philip Stutz, Abraham Bernstein and William W. Cohen (2010): [http://www.cs.cmu.edu/~wcohen/postscript/iswc-2010.pdf Signal/Collect: Graph Algorithms for the (Semantic) Web] in ISWC-2010. [http://www.cs.cmu.edu/~wcohen/10-605/swj566.pdf Longer version is also available]. | * None required. Optional: Philip Stutz, Abraham Bernstein and William W. Cohen (2010): [http://www.cs.cmu.edu/~wcohen/postscript/iswc-2010.pdf Signal/Collect: Graph Algorithms for the (Semantic) Web] in ISWC-2010. [http://www.cs.cmu.edu/~wcohen/10-605/swj566.pdf Longer version is also available]. | ||
+ | |||
+ | === Things to Remember and/or Think About === | ||
+ | |||
+ | * Differences and commonalities between the graph-processing methods discussed: Pregel, Signal-Collect, GraphX, GraphChi. | ||
+ | * How graph-processing approaches could be used for ML problems studied in class, like SSL, PIC, and LDA. | ||
+ | * How operations on graphs could be implemented in dataflow languages. |
Revision as of 17:01, 4 December 2015
This is one of the class meetings on the schedule for the course Machine Learning with Large Datasets 10-605 in Fall 2015.
Slides
Readings
- None required. Optional: Philip Stutz, Abraham Bernstein and William W. Cohen (2010): Signal/Collect: Graph Algorithms for the (Semantic) Web in ISWC-2010. Longer version is also available.
Things to Remember and/or Think About
- Differences and commonalities between the graph-processing methods discussed: Pregel, Signal-Collect, GraphX, GraphChi.
- How graph-processing approaches could be used for ML problems studied in class, like SSL, PIC, and LDA.
- How operations on graphs could be implemented in dataflow languages.