Book contents
- Frontmatter
- Contents
- Preface
- Organization and Chapter Summaries
- Notation
- Acknowledgments
- 1 The Main Themes: Approximate Decision and Sublinear Complexity
- 2 Testing Linearity (Group Homomorphism)
- 3 Low-Degree Tests
- 4 Testing Monotonicity
- 5 Testing Dictatorships, Juntas, and Monomials
- 6 Testing by Implicit Sampling
- 7 Lower Bounds Techniques
- 8 Testing Graph Properties in the Dense Graph Model
- 9 Testing Graph Properties in the Bounded-Degree Graph Model
- 10 Testing Graph Properties in the General Graph Model
- 11 Testing Properties of Distributions
- 12 Ramifications and Related Topics
- 13 Locally Testable Codes and Proofs
- Appendix A Probabilistic Preliminaries
- Appendix B A Mini-Compendium of General Results
- Appendix C An Index of Specific Results
- References
- Index
1 - The Main Themes: Approximate Decision and Sublinear Complexity
Published online by Cambridge University Press: 13 November 2017
- Frontmatter
- Contents
- Preface
- Organization and Chapter Summaries
- Notation
- Acknowledgments
- 1 The Main Themes: Approximate Decision and Sublinear Complexity
- 2 Testing Linearity (Group Homomorphism)
- 3 Low-Degree Tests
- 4 Testing Monotonicity
- 5 Testing Dictatorships, Juntas, and Monomials
- 6 Testing by Implicit Sampling
- 7 Lower Bounds Techniques
- 8 Testing Graph Properties in the Dense Graph Model
- 9 Testing Graph Properties in the Bounded-Degree Graph Model
- 10 Testing Graph Properties in the General Graph Model
- 11 Testing Properties of Distributions
- 12 Ramifications and Related Topics
- 13 Locally Testable Codes and Proofs
- Appendix A Probabilistic Preliminaries
- Appendix B A Mini-Compendium of General Results
- Appendix C An Index of Specific Results
- References
- Index
Summary
Summary: In this chapter, we introduce, discuss, and illustrate the conceptual framework of property testing, emphasizing the themes of approximate decision and sublinear complexity. In particular, we discuss the key role of representation, point out the focus on properties that are not fully symmetric, present the definitions of (standard) testers and of proximity-oblivious testers (POTs), and make some general observations regarding POTs, testing, and learning. To begin, we consider the potential benefits of testing (i.e., approximate decisions of sublinear complexity).
Section 1.1 provides a very brief introduction to property testing, sketching its basic definition and providing an overview of its flavor and potential benefits. The pace here is fast and sketchy, unlike that in the rest of this chapter. The technical material is presented in Sections 1.2 and 1.3, which constitutes the main part of this chapter. A more detailed account of the organization of this part is provided in Section 1.1.4.
Introduction
Big data is a broad term for data sets so large or complex that traditional data processing applications are inadequate.
Wikipedia entry on Big Data, February 17, 2016Everyone talks of big data. Of course, the issue is making good use of large amounts of data, which requires analyzing it. But such an analysis may mean various things. At one extreme, it may mean locating tiny and possibly rare (but valuable) pieces of information. At the other extreme, it may means detecting global structures or estimating global parameters of the data as a whole.
It is the latter meaning that applies to the field of property testing. This field is concerned with the analysis of global features of the data, such as determining whether the data as a whole have some global property or estimating some global parameter of their structure. The focus is on properties and parameters that go beyond simple statistics that refer to the frequency of the occurrence of various local patterns. This is not to suggest that such simple statistics are not of value, but rather that not everything of interest can be reduced to them.
In general, the data are a set of records (or items) that may be interrelated in various ways. The contents and meaning of the data may be reflected not only in the individual items (or records), but also in the relations between them.
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- Introduction to Property Testing , pp. 1 - 39Publisher: Cambridge University PressPrint publication year: 2017