Introduction to Property Testing

E122537

Introduction to Property Testing is a foundational textbook that systematically develops the theory, techniques, and applications of property testing in theoretical computer science.

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Introduction to Property Testing canonical 1

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Predicate Object
instanceOf computer science book
non-fiction book
textbook
aim to present techniques for designing property testers
to survey applications of property testing in computer science
to systematically develop the theory of property testing
describes adaptive and non-adaptive testers
applications of property testing in algorithm design
canonical testers for graph properties
connections between property testing and PCPs
connections between property testing and learning theory
distance measures between objects in property testing
general framework for property testing algorithms
lower bound techniques in property testing
one-sided and two-sided error testers
query-efficient algorithms for testing properties
tolerant testing
educationalUse course textbook
self-study resource
field theoretical computer science
focus algorithmic aspects of property testing
complexity-theoretic aspects of property testing
rigorous mathematical treatment of property testing
genre academic textbook
intendedAudience advanced undergraduates
graduate students
researchers in theoretical computer science
language English
mainSubject property testing
structure organized as a foundational, theory-oriented text
topic Fourier analysis of Boolean functions
approximation algorithms
communication complexity
hardness of approximation
learning theory connections
probabilistic method
probabilistically checkable proofs
property testing of distributions
property testing of functions
property testing of graphs
query complexity
randomized algorithms
sublinear-time algorithms
use basis for graduate-level courses on property testing
reference for researchers in property testing

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Oded Goldreich authorOf Introduction to Property Testing