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Discrete Regularization

Zhou Dengyong and Schülkopf Bernhard

in Semi-Supervised Learning

Published in print:
2006
Published Online:
August 2013
ISBN:
9780262033589
eISBN:
9780262255899
Item type:
chapter
Publisher:
The MIT Press
DOI:
10.7551/mitpress/9780262033589.003.0013
Subject:
Computer Science, Machine Learning

This chapter presents a systemic framework for learning from a finite set represented as a graph. Discrete analogues are developed here of a number of differential operators, and then a discrete ... More


Computational Constraints on Modeling in Systems Biology

Vipul Periwal

in System Modeling in Cellular Biology: From Concepts to Nuts and Bolts

Published in print:
2006
Published Online:
August 2013
ISBN:
9780262195485
eISBN:
9780262257060
Item type:
chapter
Publisher:
The MIT Press
DOI:
10.7551/mitpress/9780262195485.003.0015
Subject:
Mathematics, Mathematical Biology

This chapter reviews various computational algorithms and data structures that are relevant for systems biology. It also provides a summary of the computational aspects of sorting, searching, dynamic ... More


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