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Fast Computation on Massive Data Sets

Željko Ivezi, Andrew J. Connolly, Jacob T. VanderPlas, Alexander Gray, Željko Ivezi, Andrew J. Connolly, Jacob T. VanderPlas, and Alexander Gray

in Statistics, Data Mining, and Machine Learning in Astronomy: A Practical Python Guide for the Analysis of Survey Data

Published in print:
2014
Published Online:
October 2017
ISBN:
9780691151687
eISBN:
9781400848911
Item type:
chapter
Publisher:
Princeton University Press
DOI:
10.23943/princeton/9780691151687.003.0002
Subject:
Physics, Particle Physics / Astrophysics / Cosmology

This chapter describes basic concepts and tools for tractably performing the computations described in the rest of this book. The need for fast algorithms for such analysis subroutines is becoming ... More


Machine Learning

James H. Faghmous

in Systems Science and Population Health

Published in print:
2017
Published Online:
March 2017
ISBN:
9780190492397
eISBN:
9780190492427
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/acprof:oso/9780190492397.003.0011
Subject:
Public Health and Epidemiology, Epidemiology, Public Health

This chapter introduces non-computational scientists to the general field of machine learning and its methods. The chapter begins by outlining the common structure of machine learning applications, ... More


The Effects of Order: A Constraint-Based Explanation

Stellan Ohlsson

in In Order to Learn: How the sequence of topics influences learning

Published in print:
2007
Published Online:
April 2010
ISBN:
9780195178845
eISBN:
9780199893751
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/acprof:oso/9780195178845.003.0011
Subject:
Psychology, Cognitive Psychology

This chapter presents a computational model that shows how information migrates from declarative to procedural knowledge and provides a powerful new learning mechanism for machine-learning ... More


Algorithms, Agents, and Ontologies

Paul Kockelman

in The Art of Interpretation in the Age of Computation

Published in print:
2017
Published Online:
July 2017
ISBN:
9780190636531
eISBN:
9780190636562
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/acprof:oso/9780190636531.003.0007
Subject:
Linguistics, Sociolinguistics / Anthropological Linguistics

This chapter details the inner workings of spam filters, algorithmic devices that separate desirable messages from undesirable messages. It argues that such filters are a particularly important kind ... More


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