Scalable and numerically stable descriptive statistics in systemml

Abstract—With the exponential growth in the amount of data that is being generated in recent years, there is a pressing need for applying machine learning algorithms to large data sets. SystemML is a framework that employs a declarative approach for large scale data analytics. In SystemML, machine l...

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Bibliographic Details
Main Authors: Yuanyuan Tian, Shirish Tatikonda, Berthold Reinwald
Other Authors: The Pennsylvania State University CiteSeerX Archives
Format: Text
Language:English
Published: 2012
Subjects:
DML
Online Access:http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.648.7840
http://researcher.watson.ibm.com/researcher/files/us-ytian/stability.pdf