| 000 -LEADER |
|---|
| fixed length control field |
05648nam a2200733 i 4500 |
| 001 - CONTROL NUMBER |
|---|
| control field |
8726280 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
IEEE |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20200413152932.0 |
| 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 |
190604s2019 caua fob 000 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781681735245 |
| Qualifying information |
electronic |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Canceled/invalid ISBN |
9781681735252 |
| Qualifying information |
hardcover |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Canceled/invalid ISBN |
9781681735238 |
| Qualifying information |
paperback |
| 024 7# - OTHER STANDARD IDENTIFIER |
|---|
| Standard number or code |
10.2200/S00904ED1V01Y201903ICR066 |
| Source of number or code |
doi |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(CaBNVSL)thg00979013 |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(OCoLC)1103600437 |
| 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.H84 |
| Item number |
A467 2019eb |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
004.019 |
| Edition number |
23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Alonso, Omar, |
| Relator term |
author. |
| 245 14 - TITLE STATEMENT |
|---|
| Title |
The practice of crowdsourcing / |
| Statement of responsibility, etc. |
Omar Alonso. |
| 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 |
[2019] |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
1 PDF (xix, 129 pages) : |
| Other physical details |
illustrations (some color). |
| 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 information concepts, retrieval, and services, |
| International Standard Serial Number |
1947-9468; |
| Volume/sequential designation |
#66 |
| 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 105-127). |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
1. Introduction -- 1.1. Human computers -- 1.2. Basic concepts -- 1.3. Examples -- 1.4. Some generic observations -- 1.5. A note on platforms -- 1.6. The importance of labels -- 1.7. Scope and structure |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
2. Designing and developing microtasks -- 2.1. Microtask development flow -- 2.2. Programming hits -- 2.3. Asking questions -- 2.4. Collecting responses -- 2.5. Interface design -- 2.6. Cognitive biases and effects -- 2.7. Content aspects -- 2.8. Task clarity -- 2.9. Task complexity -- 2.10. Sensitive data -- 2.11. Examples -- 2.12. Summary |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
3. Quality assurance -- 3.1. Quality framework -- 3.2. Quality control overview -- 3.3. Recommendations from platforms -- 3.4. Worker qualification -- 3.5. Reliability and validity -- 3.6. Hit debugging -- 3.7. Summary |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
4. Algorithms and techniques for quality control -- 4.1. Framework -- 4.2. Voting -- 4.3. Attention monitoring -- 4.4. Honey pots -- 4.5. Workers reviewing work -- 4.6. Justification -- 4.7. Aggregation methods -- 4.8. Behavioral data -- 4.9. Expertise and routing -- 4.10. Summary |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
5. The human side of human computation -- 5.1. Overview -- 5.2. Demographics -- 5.3. Incentives -- 5.4. Worker experience -- 5.5. Worker feedback -- 5.6. Legal and ethics -- 5.7. Summary |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
6. Putting all things together -- 6.1. The state of the practice -- 6.2. Wetware programming -- 6.3. Testing and debugging -- 6.4. Work quality control -- 6.5. Managing construction -- 6.6. Operational considerations -- 6.7. Summary of practices -- 6.8. Summary |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
7. Systems and data pipelines -- 7.1. Evaluation -- 7.2. Machine translation -- 7.3. Handwritting recognition and transcription -- 7.4. Taxonomy creation -- 7.5. Data analysis -- 7.6. News near-duplicate detection -- 7.7. Entity resolution -- 7.8. Classification -- 7.9. Image and speech -- 7.10. Information extraction -- 7.11. RABJ -- 7.12. Workflows -- 7.13. Summary |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
8. Looking ahead -- 8.1. Crowds and social networks -- 8.2. Interactive and real-time crowdsourcing -- 8.3. Programming languages -- 8.4. Databases and crowd-powered algorithms -- 8.5. Fairness, bias, and reproducibility -- 8.6. An incomplete list of requirements for infrastructure -- 8.7. Summary. |
| 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. |
Many data-intensive applications that use machine learning or artificial intelligence techniques depend on humans providing the initial dataset, enabling algorithms to process the rest or for other humans to evaluate the performance of such algorithms. Not only can labeled data for training and evaluation be collected faster, cheaper, and easier than ever before, but we now see the emergence of hybrid human-machine software that combines computations performed by humans and machines in conjunction. There are, however, real-world practical issues with the adoption of human computation and crowdsourcing. Building systems and data processing pipelines that require crowd computing remains difficult. In this book, we present practical considerations for designing and implementing tasks that require the use of humans and machines in combination with the goal of producing high-quality labels. |
| 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 June 4, 2019). |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Human computation. |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
human computation |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
crowdsourcing |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
crowd computing |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
labeling |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
ground truth |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
data pipelines |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
wetware programming |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
hybrid human-machine computation |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
human-in-the-loop |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Relationship information |
Print version: |
| International Standard Book Number |
9781681735238 |
| -- |
9781681735252 |
| 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 information concepts, retrieval, and services ; |
| Volume/sequential designation |
#66. |
| 856 42 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Abstract with links to resource |
| Uniform Resource Identifier |
https://ieeexplore.ieee.org/servlet/opac?bknumber=8726280 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Abstract with links to full text |
| Uniform Resource Identifier |
https://doi.org/10.2200/S00904ED1V01Y201903ICR066 |
