000 02241cam a2200241u 4500
999 _c12947
_d12947
001 30845
020 _a9781598290004
082 _a.
100 1 _aWang, Yanwei,
_d1973-
_958648
245 1 0 _aSpectral analysis of signals :
_bthe missing data case /
_cYanwei Wang, Jian Li, Petre Stoica.
260 0 _aSan Rafael, Calif. :
_bMorgan & Claypool Publishers,
_cc2005.
300 _aviii, 99 p. :
_bill ;
_c24 cm.
500 _a"This volume is a printed version of a work that appears in Synthesis, the digital library of engineering and computer science"--P. [iv] of cover. Includes bibliographical references (p. 91-96).
520 _aSpectral estimation is important in many fields including astronomy, meteorology, seismology, communications, economics, speech analysis, medical imaging, radar, and underwater acoustics. Most existing spectral estimation algorithms are devised for uniformly sampled complete-data sequences. However, the spectral estimation for data sequences with missing samples is also important in a wide range of applications.This lecture considers the spectral estimation problem in the case where some of the data samples are missing. The challenge is how to extend the existing spectral estimation techniques to deal with these missing-data samples. Recently, nonparametric adaptive filtering based techniques have been developed successfully for various missing-data spectral estimation problems. Collectively, these algorithms provide a comprehensive toolset for the missing-data problem based exclusively on the nonparametric adaptive filter-bank approaches. They provide the main topic of this lecture..The authors present the recently developed nonparametric adaptive filtering based algorithms for the missing-data case, namely gapped-data APES (GAPES) and the more general missing-data APES (MAPES).
650 4 _aSignal processing
_xStatistical methods.
_958649
650 4 _aNonparametric statistics.
_958650
650 4 _aMissing observations (Statistics)
_958292
650 4 _aAdaptive signal processing.
_958651
700 _aLi, Jian Ph. D.,
_d1965-
_958652
700 _aStoica, Petre.
_958653
856 _uhttps://uowd.box.com/s/tsxocw67f638sosi2wjho6dr0tt84g3j
_zLocation Map
942 _cREGULAR
_2ddc