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Titlebook: Non-Parametric Statistical Diagnosis; Problems and Methods B. E. Brodsky,B. S. Darkhovsky Book 2000 Springer Science+Business Media Dordrec

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楼主: Carter
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Statistical diagnosis problems for random fieldstruction of a line (surface) which divides a random field into parts with different probabilistic characteristics; on-line diagnosis problems, i.e., sequential detection of changes in probabilistic characteristics of a random field, and ‘contamination’ problems, i.e., detection of ‘abnormal’ observations in realizations of random fields.
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Book 2000ased upon the assumption (explicit or implicit) that there exists a fixed probabilistic mechanism of data generation. Unlike classic statistical inference, this book is devoted to the statistical analysis of data about complex objects with more than one probabilistic mechanism of data generation. We
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State of the art reviewta about complex objects, systems, and models which cannot be described by a unique probabilistic mechanism. Unlike classic statistical procedures aimed at parameter estimation and decision making for ‘simple’ objects modelled by a single probabilistic mechanism, methods considered in this book are
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Sequential methods of statistical diagnosisata on-line with the process of data collection. We consider here not only abrupt changes of characteristics but also more complicated models of spontaneous . of data and use the term change-point for abrupt changes only.
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Statistical diagnosis problems for random fieldslems analogous to those analysed in preceding chapters for a scalar argument will be investigated: the problems of retrospective diagnosis, i.e., construction of a line (surface) which divides a random field into parts with different probabilistic characteristics; on-line diagnosis problems, i.e., s
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Application of the change-point analysis to the investigation of the brain’s electrical activityn’s electrical activity (the electroencephalogram, or EEG). The meaning and the features of the EEG, as well as the problems arising from the high non-stationarity of the EEG signal, are reviewed. We present experimental results demonstrating the application of the statistical diagnosis methods desc
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