| 000 -LEADER |
|---|
| fixed length control field |
05714nam a22007091i 4500 |
| 001 - CONTROL NUMBER |
|---|
| control field |
8444554 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
IEEE |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20200413152927.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS |
|---|
| fixed length control field |
m eo d |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
|---|
| fixed length control field |
cr cn |||m|||a |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
180829s2018 caua foab 000 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781681734217 |
| Qualifying information |
ebook |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Canceled/invalid ISBN |
9781681734224 |
| Qualifying information |
hardcover |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Canceled/invalid ISBN |
9781681734200 |
| Qualifying information |
paperback |
| 024 7# - OTHER STANDARD IDENTIFIER |
|---|
| Standard number or code |
10.2200/S00870ED1V01Y201807DTM050 |
| Source of number or code |
doi |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(CaBNVSL)swl000408652 |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(OCoLC)1050334078 |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
CaBNVSL |
| Language of cataloging |
eng |
| Description conventions |
rda |
| Transcribing agency |
CaBNVSL |
| Modifying agency |
CaBNVSL |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
QA76.9.D3 |
| Item number |
G266 2018 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
005.7565 |
| Edition number |
23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Gao, Yunjun, |
| Relator term |
author. |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Query processing over incomplete databases / |
| Statement of responsibility, etc. |
Yunjun Gao, Xiaoye Miao. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
|---|
| Place of production, publication, distribution, manufacture |
[San Rafael, California] : |
| Name of producer, publisher, distributor, manufacturer |
Morgan & Claypool, |
| Date of production, publication, distribution, manufacture, or copyright notice |
2018. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
1 PDF (xv, 106 pages) : |
| Other physical details |
illustrations. |
| 336 ## - CONTENT TYPE |
|---|
| Content type term |
text |
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
|---|
| Media type term |
electronic |
| Source |
isbdmedia |
| 338 ## - CARRIER TYPE |
|---|
| Carrier type term |
online resource |
| Source |
rdacarrier |
| 490 1# - SERIES STATEMENT |
|---|
| Series statement |
Synthesis lectures on data management, |
| International Standard Serial Number |
2153-5426 ; |
| Volume/sequential designation |
# 50 |
| 538 ## - SYSTEM DETAILS NOTE |
|---|
| System details note |
Mode of access: World Wide Web. |
| 538 ## - SYSTEM DETAILS NOTE |
|---|
| System details note |
System requirements: Adobe Acrobat Reader. |
| 500 ## - GENERAL NOTE |
|---|
| General note |
Part of: Synthesis digital library of engineering and computer science. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc. note |
Includes bibliographical references (pages 87-103). |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
1. Introduction -- 1.1 Applications of incomplete data management -- 1.2 Overview of incomplete databases -- 1.2.1 Indexing incomplete databases -- 1.2.2 Querying incomplete databases -- 1.2.3 Incomplete database management systems -- 1.3 Challenges of querying incomplete databases -- 1.4 Organization -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
2. Handling incomplete data methods -- 2.1 Method taxonomy -- 2.2 Overview of imputation methods -- 2.2.1 Statistical imputation -- 2.2.2 Machine learning-based imputation -- 2.2.3 Modern imputation methods -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
3. Query semantics on incomplete data -- 3.1 K-nearest neighbor search on incomplete data -- 3.1.1 Background -- 3.1.2 Problem definition -- 3.2 Skyline queries on incomplete data -- 3.2.1 Background -- 3.2.2 Problem definition -- 3.3 Top-k dominating queries on incomplete data -- 3.3.1 Background -- 3.3.2 Problem definition -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
4. Advanced techniques -- 4.1 Index structures -- 4.1.1 Lab index for k-nearest neighbor search on incomplete data -- 4.1.2 Histogram index for k-nearest neighbor search on incomplete data -- 4.1.3 Bitmap index for top-k dominating queries on incomplete data -- 4.2 Pruning heuristics -- 4.2.1 Alpha value pruning for k-nearest neighbor search on incomplete data -- 4.2.2 Histogram-based pruning for k-nearest neighbor search on incomplete data -- 4.2.3 Local skyband pruning for top-k dominating queries on incomplete data -- 4.2.4 Upper bound score pruning for top-k dominating queries on incomplete data -- 4.2.5 Bitmap pruning for top-k dominating queries on incomplete data -- 4.3 Crowdsourcing techniques -- 4.3.1 Crowdsourcing framework for skyline queries on incomplete data -- 4.3.2 C-table construction -- 4.3.3 Probability computation -- 4.3.4 Crowd task selection -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
5. Conclusions -- Bibliography -- Authors' biographies. |
| 506 ## - RESTRICTIONS ON ACCESS NOTE |
|---|
| Terms governing access |
Abstract freely available; full-text restricted to subscribers or individual document purchasers. |
| 510 0# - CITATION/REFERENCES NOTE |
|---|
| Name of source |
Compendex |
| 510 0# - CITATION/REFERENCES NOTE |
|---|
| Name of source |
INSPEC |
| 510 0# - CITATION/REFERENCES NOTE |
|---|
| Name of source |
Google scholar |
| 510 0# - CITATION/REFERENCES NOTE |
|---|
| Name of source |
Google book search |
| 520 3# - SUMMARY, ETC. |
|---|
| Summary, etc. |
Incomplete data is part of life and almost all areas of scientific studies. Users tend to skip certain fields when they fill out online forms; participants choose to ignore sensitive questions on surveys; sensors fail, resulting in the loss of certain readings; publicly viewable satellite map services have missing data in many mobile applications; and in privacy-preserving applications, the data is incomplete deliberately in order to preserve the sensitivity of some attribute values. Query processing is a fundamental problem in computer science, and is useful in a variety of applications. In this book, we mostly focus on the query processing over incomplete databases, which involves finding a set of qualified objects from a specified incomplete dataset in order to support a wide spectrum of real-life applications. We first elaborate the three general kinds of methods of handling incomplete data, including (i) discarding the data with missing values, (ii) imputation for the missing values, and (iii) just depending on the observed data values. For the third method type, we introduce the semantics of k-nearest neighbor (kNN) search, skyline query, and top-k dominating query on incomplete data, respectively. In terms of the three representative queries over incomplete data, we investigate some advanced techniques to process incomplete data queries, including indexing, pruning as well as crowdsourcing techniques. |
| 530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE |
|---|
| Additional physical form available note |
Also available in print. |
| 588 ## - SOURCE OF DESCRIPTION NOTE |
|---|
| Source of description note |
Title from PDF title page (viewed on August 29, 2018). |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Querying (Computer science) |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Database searching. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Missing observations (Statistics) |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
query processing |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
incomplete data |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
missing data |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
similarity search |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
k-nearest neighbor search |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
skyline query |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
top-k dominating query |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
crowdsourcing |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Miao, Xiaoye, |
| Relator term |
author. |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Relationship information |
Print version: |
| International Standard Book Number |
9781681734200 |
| -- |
9781681734224 |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
|---|
| Uniform title |
Synthesis digital library of engineering and computer science. |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
|---|
| Uniform title |
Synthesis lectures on data management ; |
| Volume/sequential designation |
# 50. |
| International Standard Serial Number |
2153-5426 |
| 856 42 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Abstract with links to resource |
| Uniform Resource Identifier |
https://ieeexplore.ieee.org/servlet/opac?bknumber=8444554 |
