| 000 | 04539nam a22005295i 4500 | ||
|---|---|---|---|
| 001 | 978-0-8176-4801-5 | ||
| 003 | DE-He213 | ||
| 005 | 20140220083227.0 | ||
| 007 | cr nn 008mamaa | ||
| 008 | 111104s2012 xxu| s |||| 0|eng d | ||
| 020 |
_a9780817648015 _9978-0-8176-4801-5 |
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| 024 | 7 |
_a10.1007/978-0-8176-4801-5 _2doi |
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| 050 | 4 | _aQA276-280 | |
| 072 | 7 |
_aPBT _2bicssc |
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| 072 | 7 |
_aMAT029000 _2bisacsh |
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| 082 | 0 | 4 |
_a519.5 _223 |
| 100 | 1 |
_aChen, Jie. _eauthor. |
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| 245 | 1 | 0 |
_aParametric Statistical Change Point Analysis _h[electronic resource] : _bWith Applications to Genetics, Medicine, and Finance / _cby Jie Chen, Arjun K. Gupta. |
| 250 | _aSecond Edition. | ||
| 264 | 1 |
_aBoston : _bBirkhäuser Boston, _c2012. |
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| 300 |
_aXIII, 273p. 24 illus., 23 illus. in color. _bonline resource. |
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| 336 |
_atext _btxt _2rdacontent |
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| 337 |
_acomputer _bc _2rdamedia |
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| 338 |
_aonline resource _bcr _2rdacarrier |
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| 347 |
_atext file _bPDF _2rda |
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| 505 | 0 | _aPreface -- Preliminaries -- Introduction -- Univariate Normal Model -- Multivariate Normal Model -- Regression Model -- Gamma Model -- Exponential Model -- Change Point Model for the Hazard Function -- Discrete Models -- Other Models -- Bibliography -- Author Index -- Subject Index. | |
| 520 | _aOverall, the book gives a clear and systematic presentation of models and methods. It will be an excellent source for theoretical and applied statisticians who are interested in research on change-point analysis and its applications to many areas. —Mathematical Reviews (Review of the First Edition) Revised and expanded, Parametric Statistical Change Point Analysis, Second Edition is an in-depth study of the change point problem from a general point of view, and a deeper look at change point analysis of the most commonly used statistical models. For some time, change point problems have appeared throughout the sciences in such disciplines as economics, medicine, psychology, signal processing, and geology; more recently, they have also been found extensively in applications related to biomedical imaging data, array Comparative Genomic Hybridization (aCGH) data, and gene expression data. These areas of interest—new and old—have motivated substantial research on change point problems and led to a significant body of literature in the field. The present monograph stands as a valuable contribution to this literature. Key features and topics: * Clear and systematic exposition with a great deal of introductory material included; * Different models in each chapter, including gamma and exponential models, rarely examined thus far in the literature; * Extensive examples to emphasize key concepts and different methodologies used, namely the likelihood ratio criterion as well as the Bayesian and information criterion approaches; * An up-to-date comprehensive bibliography and two indices. New to the Second Edition: * New examples of change point analysis in modern molecular biology and other fields such as finance and air traffic control; * Two new sections of applications of the underlying change point models in analyzing the array Comparative Genomic Hybridization (aCGH) data for DNA copy number changes; * A new chapter on change points in the hazard function; * A new chapter on other practical change point models, such as the epidemic change point model and a smooth-and-abrupt change point model. This monograph will be a highly useful resource for an impressively broad range of researchers in statistics, as well as a useful supplement for graduate courses in the field. | ||
| 650 | 0 | _aStatistics. | |
| 650 | 0 | _aMathematics. | |
| 650 | 0 | _aDistribution (Probability theory). | |
| 650 | 0 | _aMathematical statistics. | |
| 650 | 0 |
_aEconomics _xStatistics. |
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| 650 | 1 | 4 | _aStatistics. |
| 650 | 2 | 4 | _aStatistical Theory and Methods. |
| 650 | 2 | 4 | _aStatistics for Life Sciences, Medicine, Health Sciences. |
| 650 | 2 | 4 | _aStatistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences. |
| 650 | 2 | 4 | _aStatistics for Business/Economics/Mathematical Finance/Insurance. |
| 650 | 2 | 4 | _aProbability Theory and Stochastic Processes. |
| 650 | 2 | 4 | _aApplications of Mathematics. |
| 700 | 1 |
_aGupta, Arjun K. _eauthor. |
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| 710 | 2 | _aSpringerLink (Online service) | |
| 773 | 0 | _tSpringer eBooks | |
| 776 | 0 | 8 |
_iPrinted edition: _z9780817648008 |
| 856 | 4 | 0 | _uhttp://dx.doi.org/10.1007/978-0-8176-4801-5 |
| 912 | _aZDB-2-SMA | ||
| 999 |
_c100216 _d100216 |
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