| 000 -LEADER |
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| fixed length control field |
06533nam a2200721 i 4500 |
| 001 - CONTROL NUMBER |
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| control field |
6828872 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
IEEE |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20200413152914.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS |
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| fixed length control field |
m eo d |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
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| fixed length control field |
cr cn |||m|||a |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
140521s2014 caua foab 000 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9781627052320 |
| Qualifying information |
ebook |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| Canceled/invalid ISBN |
9781627052313 |
| Qualifying information |
paperback |
| 024 7# - OTHER STANDARD IDENTIFIER |
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| Standard number or code |
10.2200/S00575ED1V01Y201403COM010 |
| Source of number or code |
doi |
| 035 ## - SYSTEM CONTROL NUMBER |
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| System control number |
(CaBNVSL)swl00403387 |
| 035 ## - SYSTEM CONTROL NUMBER |
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| System control number |
(OCoLC)880357729 |
| 040 ## - CATALOGING SOURCE |
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| Original cataloging agency |
CaBNVSL |
| Language of cataloging |
eng |
| Description conventions |
rda |
| Transcribing agency |
CaBNVSL |
| Modifying agency |
CaBNVSL |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
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| Classification number |
TK7872.F5 |
| Item number |
X546 2014 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
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| Classification number |
621.3815324 |
| Edition number |
23 |
| 090 ## - LOCALLY ASSIGNED LC-TYPE CALL NUMBER (OCLC); LOCAL CALL NUMBER (RLIN) |
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| Classification number (OCLC) (R) ; Classification number, CALL (RLIN) (NR) |
|
| Local cutter number (OCLC) ; Book number/undivided call number, CALL (RLIN) |
MoCl |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
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| Personal name |
Xie, Bei., |
| Relator term |
author. |
| 245 10 - TITLE STATEMENT |
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| Title |
Partial update least-square adaptive filtering / |
| Statement of responsibility, etc. |
Bei Xie, Tamal Bose. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
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| Place of production, publication, distribution, manufacture |
San Rafael, California (1537 Fourth Street, San Rafael, CA 94901 USA) : |
| Name of producer, publisher, distributor, manufacturer |
Morgan & Claypool, |
| Date of production, publication, distribution, manufacture, or copyright notice |
2014. |
| 300 ## - PHYSICAL DESCRIPTION |
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| Extent |
1 PDF (ix, 105 pages) : |
| Other physical details |
illustrations. |
| 336 ## - CONTENT TYPE |
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| Content type term |
text |
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
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| Media type term |
electronic |
| Source |
isbdmedia |
| 338 ## - CARRIER TYPE |
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| Carrier type term |
online resource |
| Source |
rdacarrier |
| 490 1# - SERIES STATEMENT |
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| Series statement |
Synthesis lectures on communications, |
| International Standard Serial Number |
1932-1708 ; |
| Volume/sequential designation |
# 10 |
| 538 ## - SYSTEM DETAILS NOTE |
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| System details note |
Mode of access: World Wide Web. |
| 538 ## - SYSTEM DETAILS NOTE |
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| System details note |
System requirements: Adobe Acrobat Reader. |
| 500 ## - GENERAL NOTE |
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| General note |
Part of: Synthesis digital library of engineering and computer science. |
| 500 ## - GENERAL NOTE |
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| General note |
Series from website. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
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| Bibliography, etc. note |
Includes bibliographical references (pages 99-103). |
| 505 0# - FORMATTED CONTENTS NOTE |
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| Formatted contents note |
1. Introduction -- 1.1 Motivation -- 1.2 Problem statement -- 1.3 Organization of the monograph -- |
| 505 8# - FORMATTED CONTENTS NOTE |
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| Formatted contents note |
2. Background -- 2.1 Basic adaptive filter models -- 2.2 Adaptive filter models -- 2.2.1 System identification -- 2.2.2 Channel equalization -- 2.3 Existing work on partial update adaptive filters -- 2.4 Basic partial update methods -- 2.4.1 Periodic partial update method -- 2.4.2 Sequential partial update method -- 2.4.3 Stochastic partial update method -- 2.4.4 MMax method -- |
| 505 8# - FORMATTED CONTENTS NOTE |
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| Formatted contents note |
3. Partial update CMA-based algorithms for adaptive filtering -- 3.1 Motivation -- 3.2 Review of constant modulus algorithms -- 3.3 Partial update constant modulus algorithms -- 3.3.1 Partial update CMA -- 3.3.2 Partial update NCMA -- 3.3.3 Partial update LSCMA -- 3.4 Algorithm analysis for a time-invariant system -- 3.4.1 Steady-state performance of partial update SDCMA -- 3.4.2 Steady-state performance of partial update dynamic LSCMA -- 3.4.3 Complexity of the PU SDCMA and LSCMA -- 3.5 Simulation, a simple FIR channel -- 3.5.1 Convergence performance -- 3.5.2 Steady-state performance -- 3.5.3 Complexity -- 3.6 Algorithm analysis for a time-varying system -- 3.6.1 Algorithm analysis of CMA1-2 and NCMA for a time-varying system -- 3.6.2 Algorithm analysis of LSCMA for a time-varying system -- 3.6.3 Simulation -- 3.7 Conclusion -- |
| 505 8# - FORMATTED CONTENTS NOTE |
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| Formatted contents note |
4. Partial-update CG algorithms for adaptive filtering -- 4.1 Review of conjugate gradient algorithm -- 4.2 Partial-update CG -- 4.3 Steady-state performance of partial-update CG for a time-invariant system -- 4.4 Steady-state performance of partial-update CG for a time-varying system -- 4.5 Simulations -- 4.5.1 Performance of different PU CG algorithms -- 4.5.2 Tracking performance of the PU CG using the first-order Markov model -- 4.6 Conclusion -- |
| 505 8# - FORMATTED CONTENTS NOTE |
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| Formatted contents note |
5. Partial-update EDS algorithms for adaptive filtering -- 5.1 Motivation -- 5.2 Review of Euclidean direction search algorithm -- 5.3 Partial update EDS -- 5.4 Performance of the partial-update EDS in a time-invariant system -- 5.5 Performance of the partial-update EDS in a time-varying system -- 5.6 Simulations -- 5.6.1 Performance of the PU EDS in a time-invariant system -- 5.6.2 Tracking performance of the PU EDS using the first-order Markov model -- 5.6.3 Performance comparison of the PU EDS with EDS, PU RLS, RLS, PU CG, and CG -- 5.7 Conclusion -- |
| 505 8# - FORMATTED CONTENTS NOTE |
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| Formatted contents note |
6. Special applications of partial-update adaptive filters -- 6.1 Application in detecting GSM signals in a local GSM system -- 6.2 Application in image compression and classification -- 6.2.1 Simulations -- 6.3 Conclusion -- |
| 505 8# - FORMATTED CONTENTS NOTE |
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| Formatted contents note |
Bibliography -- Authors' biographies. |
| 506 1# - RESTRICTIONS ON ACCESS NOTE |
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| 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 |
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| Name of source |
Google book search |
| 520 3# - SUMMARY, ETC. |
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| Summary, etc. |
Adaptive filters play an important role in the fields related to digital signal processing and communication, such as system identification, noise cancellation, channel equalization, and beamforming. In practical applications, the computational complexity of an adaptive filter is an important consideration. The Least Mean Square (LMS) algorithm is widely used because of its low computational complexity (O(N)) and simplicity in implementation. The least squares algorithms, such as Recursive Least Squares (RLS), Conjugate Gradient (CG), and Euclidean Direction Search (EDS), can converge faster and have lower steady-state mean square error (MSE) than LMS. However, their high computational complexity (O(N2)) makes them unsuitable for many real-time applications. A well-known approach to controlling computational complexity is applying partial update (PU) method to adaptive filters. A partial update method can reduce the adaptive algorithm complexity by updating part of the weight vector instead of the entire vector or by updating part of the time. In the literature, there are only a few analyses of these partial update adaptive filter algorithms. Most analyses are based on partial update LMS and its variants. Only a few papers have addressed partial update RLS and Affine Projection (AP). Therefore, analyses for PU least-squares adaptive filter algorithms are necessary and meaningful. |
| 530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE |
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| Additional physical form available note |
Also available in print. |
| 588 ## - SOURCE OF DESCRIPTION NOTE |
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| Source of description note |
Title from PDF title page (viewed on May 21, 2014). |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Adaptive filters |
| General subdivision |
Design and construction. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Least squares. |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
partial update |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
adaptive filter |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
LSCMA |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
RLS |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
EDS |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
CG |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Bose, Tamal., |
| Relator term |
author. |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Relationship information |
Print version: |
| International Standard Book Number |
9781627052313 |
| 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 communications ; |
| Volume/sequential designation |
# 10. |
| International Standard Serial Number |
1932-1708 |
| 856 42 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Abstract with links to resource |
| Uniform Resource Identifier |
http://ieeexplore.ieee.org/servlet/opac?bknumber=6828872 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Abstract with links to full text |
| Uniform Resource Identifier |
http://dx.doi.org/10.2200/S00575ED1V01Y201403COM010 |
