Nonparametric Bayesian inference in biostatistics:
Gespeichert in:
| Format: | Elektronisch E-Book |
|---|---|
| Sprache: | English |
| Veröffentlicht: |
Cham [u.a.]
Springer
2015
|
| Schriftenreihe: | Frontiers in probability and the statistical sciences
|
| Schlagworte: | |
| Online-Zugang: | BTU01 FRO01 TUM01 UBM01 UBT01 UBW01 UPA01 Volltext Inhaltsverzeichnis Abstract |
| Beschreibung: | 1 Online-Ressource (XVII, 448 S.) |
| ISBN: | 9783319195186 |
| DOI: | 10.1007/978-3-319-19518-6 |
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| 245 | 1 | 0 | |a Nonparametric Bayesian inference in biostatistics |c Riten Mitra ..., ed. |
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Datensatz im Suchindex
| _version_ | 1804174941817405440 |
|---|---|
| adam_text | NONPARAMETRIC BAYESIAN INFERENCE IN BIOSTATISTICS
/
: 2015
TABLE OF CONTENTS / INHALTSVERZEICHNIS
PART I INTRODUCTION
BAYESIAN NONPARAMETRIC MODELS
BAYESIAN NONPARAMETRIC BIOSTATISTICS
PART II GENOMICS AND PROTEOMICS
BAYESIAN SHAPE CLUSTERING
ESTIMATING LATENT CELL SUBPOPULATIONS WITH BAYESIAN FEATURE ALLOCATION
MODELS
SPECIES SAMPLING PRIORS FOR MODELING DEPENDENCE: AN APPLICATION TO THE
DETECTION OF CHROMOSOMAL ABERRATIONS
MODELING THE ASSOCIATION BETWEEN CLUSTERS OF SNPS AND DISEASE RESPONSES
BAYESIAN INFERENCE ON POPULATION STRUCTURE: FROM PARAMETRIC TO
NONPARAMETRIC MODELING
BAYESIAN APPROACHES FOR LARGE BIOLOGICAL NETWORKS
NONPARAMETRIC VARIABLE SELECTION, CLUSTERING AND PREDICTION FOR LARGE
BIOLOGICAL DATASETS
PART III SURVIVAL ANALYSIS
MARKOV PROCESSES IN SURVIVAL ANALYSIS
BAYESIAN SPATIAL SURVIVAL MODELS
FULLY NONPARAMETRIC REGRESSION MODELLING OF MISCLASSIFIED CENSORED
TIME-TO-EVENT DATA
PART IV RANDOM FUNCTIONS AND RESPONSE SURFACES
NEURONAL SPIKE TRAIN ANALYSIS USING GAUSSIAN PROCESS MODELS
BAYESIAN ANALYSIS OF CURVES SHAPE VARIATION THROUGH REGISTRATION AND
REGRESSION
BIOMARKER-DRIVEN ADAPTIVE DESIGN
BAYESIAN NONPARAMETRIC APPROACHES FOR ROC CURVE INFERENCE
PART V SPATIAL DATA
SPATIAL BAYESIAN NONPARAMETRIC METHODS
SPATIAL SPECIES SAMPLING AND PRODUCT PARTITION MODELS
SPATIAL BOUNDARY DETECTION FOR AREAL COUNTS
A BAYESIAN NONPARAMETRIC CAUSAL MODEL FOR REGRESSION DISCONTINUITY
DESIGNS
BAYESIAN NONPARAMETRICS FOR MISSING DATA IN LONGITUDINAL CLINICAL TRIALS
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
NONPARAMETRIC BAYESIAN INFERENCE IN BIOSTATISTICS
/
: 2015
ABSTRACT / INHALTSTEXT
AS CHAPTERS IN THIS BOOK DEMONSTRATE, BNP HAS IMPORTANT USES IN CLINICAL
SCIENCES AND INFERENCE FOR ISSUES LIKE UNKNOWN PARTITIONS IN GENOMICS.
NONPARAMETRIC BAYESIAN APPROACHES (BNP) PLAY AN EVER EXPANDING ROLE IN
BIOSTATISTICAL INFERENCE FROM USE IN PROTEOMICS TO CLINICAL TRIALS. MANY
RESEARCH PROBLEMS INVOLVE AN ABUNDANCE OF DATA AND REQUIRE FLEXIBLE AND
COMPLEX PROBABILITY MODELS BEYOND THE TRADITIONAL PARAMETRIC APPROACHES.
AS THIS BOOK S EXPERT CONTRIBUTORS SHOW, BNP APPROACHES CAN BE THE
ANSWER. SURVIVAL ANALYSIS, IN PARTICULAR SURVIVAL REGRESSION, HAS
TRADITIONALLY USED BNP, BUT BNP S POTENTIAL IS NOW VERY BROAD. THIS
APPLIES TO IMPORTANT TASKS LIKE ARRANGEMENT OF PATIENTS INTO CLINICALLY
MEANINGFUL SUBPOPULATIONS AND SEGMENTING THE GENOME INTO FUNCTIONALLY
DISTINCT REGIONS. THIS BOOK IS DESIGNED TO BOTH REVIEW AND INTRODUCE
APPLICATION AREAS FOR BNP. WHILE EXISTING BOOKS PROVIDE THEORETICAL
FOUNDATIONS, THIS BOOK CONNECTS THEORY TO PRACTICE THROUGH ENGAGING
EXAMPLES AND RESEARCH QUESTIONS. CHAPTERS COVER: CLINICAL TRIALS,
SPATIAL INFERENCE, PROTEOMICS, GENOMICS, CLUSTERING, SURVIVAL ANALYSIS
AND ROC CURVE. RITEN MITRA IS ASSISTANT PROFESSOR IN THE DEPARTMENT OF
BIOINFORMATICS AND BIOSTATISTICS AT UNIVERSITY OF LOUISVILLE. HIS
RESEARCH INTERESTS INCLUDE BAYESIAN GRAPHICAL MODELS AND NONPARAMETRIC
BAYESIAN METHODS WITH A SPECIAL EMPHASIS ON APPLICATIONS IN GENOMICS AND
BIOINFORMATICS. PETER MUELLER IS PROFESSOR IN THE DEPARTMENT OF
MATHEMATICS AND THE DEPARTMENT OF STATISTICS & DATA SCIENCE AT THE
UNIVERSITY OF TEXAS AT AUSTIN. HE HAS PUBLISHED WIDELY ON NONPARAMETRIC
BAYESIAN STATISTICS, WITH AN EMPHASIS ON APPLICATIONS IN BIOSTATISTICS
AND BIOINFORMATICS
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
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| discipline | Biologie Mathematik |
| doi_str_mv | 10.1007/978-3-319-19518-6 |
| format | Electronic eBook |
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| spelling | Nonparametric Bayesian inference in biostatistics Riten Mitra ..., ed. Cham [u.a.] Springer 2015 1 Online-Ressource (XVII, 448 S.) txt rdacontent c rdamedia cr rdacarrier Frontiers in probability and the statistical sciences Statistics Statistical methods Mathematical statistics Statistics for Life Sciences, Medicine, Health Sciences Biostatistics Statistical Theory and Methods Statistik Biostatistik (DE-588)4729990-3 gnd rswk-swf BAYES (DE-588)4245375-6 gnd rswk-swf Nichtparametrische Statistik (DE-588)4226777-8 gnd rswk-swf 1\p (DE-588)4143413-4 Aufsatzsammlung gnd-content Biostatistik (DE-588)4729990-3 s Nichtparametrische Statistik (DE-588)4226777-8 s BAYES (DE-588)4245375-6 s 2\p DE-604 Mitra, Riten Sonstige (DE-588)1075736749 oth Erscheint auch als Druckausgabe 978-3-319-19517-9 https://doi.org/10.1007/978-3-319-19518-6 Verlag Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028161356&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028161356&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Abstract 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Nonparametric Bayesian inference in biostatistics Statistics Statistical methods Mathematical statistics Statistics for Life Sciences, Medicine, Health Sciences Biostatistics Statistical Theory and Methods Statistik Biostatistik (DE-588)4729990-3 gnd BAYES (DE-588)4245375-6 gnd Nichtparametrische Statistik (DE-588)4226777-8 gnd |
| subject_GND | (DE-588)4729990-3 (DE-588)4245375-6 (DE-588)4226777-8 (DE-588)4143413-4 |
| title | Nonparametric Bayesian inference in biostatistics |
| title_auth | Nonparametric Bayesian inference in biostatistics |
| title_exact_search | Nonparametric Bayesian inference in biostatistics |
| title_full | Nonparametric Bayesian inference in biostatistics Riten Mitra ..., ed. |
| title_fullStr | Nonparametric Bayesian inference in biostatistics Riten Mitra ..., ed. |
| title_full_unstemmed | Nonparametric Bayesian inference in biostatistics Riten Mitra ..., ed. |
| title_short | Nonparametric Bayesian inference in biostatistics |
| title_sort | nonparametric bayesian inference in biostatistics |
| topic | Statistics Statistical methods Mathematical statistics Statistics for Life Sciences, Medicine, Health Sciences Biostatistics Statistical Theory and Methods Statistik Biostatistik (DE-588)4729990-3 gnd BAYES (DE-588)4245375-6 gnd Nichtparametrische Statistik (DE-588)4226777-8 gnd |
| topic_facet | Statistics Statistical methods Mathematical statistics Statistics for Life Sciences, Medicine, Health Sciences Biostatistics Statistical Theory and Methods Statistik Biostatistik BAYES Nichtparametrische Statistik Aufsatzsammlung |
| url | https://doi.org/10.1007/978-3-319-19518-6 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028161356&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028161356&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT mitrariten nonparametricbayesianinferenceinbiostatistics |