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BMCBI
2008
95views more  BMCBI 2008»
13 years 8 months ago
Unsupervised reduction of random noise in complex data by a row-specific, sorted principal component-guided method
Background: Large biological data sets, such as expression profiles, benefit from reduction of random noise. Principal component (PC) analysis has been used for this purpose, but ...
Joseph W. Foley, Fumiaki Katagiri
ICDE
2007
IEEE
130views Database» more  ICDE 2007»
14 years 10 months ago
Dynamic Materialized Views
A conventional materialized view blindly materializes and maintains all rows of a view, even rows that are never accessed. We propose a more flexible materialization strategy aime...
Jingren Zhou, Jonathan Goldstein, Luping Ding, Per...
ICTAI
2002
IEEE
14 years 1 months ago
Machine Learning for Software Engineering: Case Studies in Software Reuse
There are many machine learning algorithms currently available. In the 21st century, the problem no longer lies in writing the learner, but in choosing which learners to run on a ...
Justin S. Di Stefano, Tim Menzies
AINA
2009
IEEE
14 years 1 months ago
Preference Ordering in Agenda Based Multi-issue Negotiation for Service Level Agreement
—This paper discusses multi-issue negotiation between agents such as providers and consumers in a group decision making environment. The outcome of such encounters depends on two...
Fahmida Abedin, Kuo-Ming Chao, Nick Godwin, Hisbel...
JMLR
2006
125views more  JMLR 2006»
13 years 8 months ago
Efficient Learning of Label Ranking by Soft Projections onto Polyhedra
We discuss the problem of learning to rank labels from a real valued feedback associated with each label. We cast the feedback as a preferences graph where the nodes of the graph ...
Shai Shalev-Shwartz, Yoram Singer