Big and complex data analysis: methodologies and applications
Saved in:
| Other Authors: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Cham
Springer
[2017]
|
| Series: | Contributions to statistics
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| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | xiv, 385 Seiten Illustrationen, Diagramme (überwiegend farbig) |
| ISBN: | 9783319415727 |
Staff View
MARC
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Record in the Search Index
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| adam_text | Contents
Part I General High-Dimensional Theory and Methods
Regularization After Marginal Learning for Ultra-High
Dimensional Regression Models......................................... 3
Yang Feng and Mengjia Yu
Empirical Likelihood Test for High Dimensional Generalized
Linear Models........................................................ 29
Yangguang Zang, Qingzhao Zhang, Sanguo Zhang, Qizhai Li,
and Shuangge Ma
Random Projections for Large-Scale Regression........................ 51
Gian-Andrea Thanei, Christina Heinze, and Nicolai Meinshausen
Testing in the Presence of Nuisance Parameters: Some
Comments on Tests Post-Model-Selection and Random Critical Values... 69
Hannes Leeb and Benedikt M. Potscher
Analysis of Correlated Data with Error-Prone Response Under
Generalized Linear Mixed Models...................................... 83
Grace Y Yi, Zhijian Chen, and Changbao Wu
Bias-Reduced Moment Estimators of Population Spectral
Distribution and Their Applications................................. 103
Yingli Qin and Weiming Li
Part II Network Analysis and Big Data
Statistical Process Control Charts as a Tool for Analyzing Big Data. 123
Peihua Qiu
Fast Community Detection in Complex Networks
with a AT-Depths Classifier......................................... 139
Yahui Tian and Yulia R. Gel
xiii
xiv Contents
How Different Are Estimated Genetic Networks of Cancer Subtypes?.... 159
Ali Shojaie and Nafiseh Sedaghat
A Computationally Efficient Approach for Modeling Complex
and Big Survival Data............................................. 193
Kevin He, Yanming Li, Qingyi Wei, and Yi Li
Tests of Concentration for Low-Dimensional
and High-Dimensional Directional Data............................ 209
Christine Cutting, Davy Paindaveine, and Thomas Verdebout
Nonparametric Testing for Heterogeneous Correlation ............... 229
Stephen Bamattre, Rex Hu, and Joseph S. Verducci
Part III Statistics Learning and Applications
Optimal Shrinkage Estimation in Heteroscedastic Hierarchical
Linear Models.................................................. 249
S.C. Kou and Justin J. Yang
High Dimensional Data Analysis: Integrating Submodels .......... 285
Syed Ejaz Ahmed and Bahadır Yüzbaşı
High-Dimensional Classification for Brain Decoding....... ...... 305
Nicole Croteau, Farouk S. Nathoo, Jiguo Cao, and Ryan Budney
Unsupervised Bump Hunting Using Principal Components.............. 325
Daniel A. Diaz-Pachön, Jean-Eudes Dazard, and J. Sunil Rao
Identifying Gene-Environment Interactions Associated with
Prognosis Using Penalized Quantile Regression...................... 347
Guohua Wang, Yinjun Zhao, Qingzhao Zhang, Yangguang Zang,
Sanguo Zang, and Shuangge Ma
A Mixture of Variance-Gamma Factor Analyzers...................... 369
Sharon M. McNicholas, Paul D. McNicholas, and Ryan R Browne
|
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| discipline | Informatik Mathematik |
| format | Book |
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| spelling | Big and complex data analysis methodologies and applications S. Ejaz Ahmed, editor Cham Springer [2017] © 2017 xiv, 385 Seiten Illustrationen, Diagramme (überwiegend farbig) txt rdacontent n rdamedia nc rdacarrier Contributions to statistics Big Data (DE-588)4802620-7 gnd rswk-swf Datenanalyse (DE-588)4123037-1 gnd rswk-swf (DE-588)4143413-4 Aufsatzsammlung gnd-content Big Data (DE-588)4802620-7 s Datenanalyse (DE-588)4123037-1 s DE-604 Ahmed, Syed E. 1957- (DE-588)173429882 edt Erscheint auch als Online-Ausgabe 10.1007/978-3-319-41573-4 978-3-319-41573-4 Digitalisierung UB Regensburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029292764&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
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| subject_GND | (DE-588)4802620-7 (DE-588)4123037-1 (DE-588)4143413-4 |
| title | Big and complex data analysis methodologies and applications |
| title_auth | Big and complex data analysis methodologies and applications |
| title_exact_search | Big and complex data analysis methodologies and applications |
| title_full | Big and complex data analysis methodologies and applications S. Ejaz Ahmed, editor |
| title_fullStr | Big and complex data analysis methodologies and applications S. Ejaz Ahmed, editor |
| title_full_unstemmed | Big and complex data analysis methodologies and applications S. Ejaz Ahmed, editor |
| title_short | Big and complex data analysis |
| title_sort | big and complex data analysis methodologies and applications |
| title_sub | methodologies and applications |
| topic | Big Data (DE-588)4802620-7 gnd Datenanalyse (DE-588)4123037-1 gnd |
| topic_facet | Big Data Datenanalyse Aufsatzsammlung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029292764&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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