2011 InternetScaleDataAnalysis

• (Norvig, 2011) ⇒ Peter Norvig. (2011). “Internet Scale Data Analysis.” In: Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2011). doi:10.1145/2020408.2020412

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• http://scholar.google.com/scholar?q=%22Internet+scale+data+analysis%22+2011
• http://portal.acm.org/citation.cfm?doid=2020408.2020412&preflayout=flat#citedby

Quotes

Abstract

This talk covers techniques for analyzing data sets with up to trillions of examples with billions of features, using thousands of computers. To operate at this scale requires an understanding of an increasing complex hardware hierarchy (e.g. cache, memory, SSD, another machine in the rack, disk, a machine in another data center, ...); a model for recovering from inevitable hardware and software failures; a machine learning model that allows for efficient computation over large, continuously updated data sets; and a way to visualize and share the results.

References

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	Author	volume	Date Value	title	type	journal	titleUrl	doi	note	year
2011 InternetScaleDataAnalysis	Peter Norvig			Internet Scale Data Analysis				10.1145/2020408.2020412