Statistics and Data Science Research School on Statistics and Data Science, RSSDS 2019, Melbourne, VIC, Australia, July 24–26, 2019, Proceedings
tarafından
 
Nguyen, Hien. editor. (orcid)0000-0002-9958-432X

Başlık
Statistics and Data Science Research School on Statistics and Data Science, RSSDS 2019, Melbourne, VIC, Australia, July 24–26, 2019, Proceedings

Yazar
Nguyen, Hien. editor. (orcid)0000-0002-9958-432X

ISBN
9789811519604

Edisyon
1st ed. 2019.

Fiziksel Niteleme
X, 263 p. 152 illus., 66 illus. in color. online resource.

Seri
Communications in Computer and Information Science, 1150

İçindekiler
Invited Papers -- Symbolic Formulae for Linear Mixed Models -- code::proof: Prepare for most weather conditions -- Regularized Estimation and Feature Selection in Mixtures of Gaussian-Gated Experts Models -- Flexible Modelling via Multivariate Skew Distributions -- Estimating occupancy and fitting models with the two-stage approach -- Component elimination strategies for mixtures of multiple scale distributions -- An introduction to approximate Bayesian computation -- Contributing Papers -- Truth, Proof, and Reproducibility: There's no counter-attack for the codeless -- On Adaptive Gauss-Hermite Quadrature for Estimation in GLMM's -- Deep learning with periodic features and applications in particle physics -- Copula Modelling of Nurses' Agitation-Sedation Rating of ICU Patients -- Predicting the whole distribution with methods for depth data analysis demonstrated on a colorectal cancer treatment study -- Resilient and Deep Network for Internet of Things (IoT) Malware Detection -- Prediction of Neurological Deterioration of Patients with Mild Traumatic Brain Injury using Machine Learning -- Spherical data handling and analysis with R package rcosmo -- On the Parameter Estimation in the Schwartz-Smith's Two-Factor Model -- Interval estimators for inequality measures using grouped data -- Exact model averaged tail area confidence intervals. .

Özet
This book constitutes the proceedings of the Research School on Statistics and Data Science, RSSDS 2019, held in Melbourne, VIC, Australia, in July 2019. The 11 papers presented in this book were carefully reviewed and selected from 23 submissions. The volume also contains 7 invited talks. The workshop brought together academics, researchers, and industry practitioners of statistics and data science, to discuss numerous advances in the disciplines and their impact on the sciences and society. The topics covered are data analysis, data science, data mining, data visualization, bioinformatics, machine learning, neural networks, statistics, and probability. .

Konu Başlığı
Mathematical statistics.
 
Machine learning.
 
Database management.
 
Operating systems (Computers).
 
Probability and Statistics in Computer Science. https://scigraph.springernature.com/ontologies/product-market-codes/I17036
 
Machine Learning. https://scigraph.springernature.com/ontologies/product-market-codes/I21010
 
Database Management. https://scigraph.springernature.com/ontologies/product-market-codes/I18024
 
Operating Systems. https://scigraph.springernature.com/ontologies/product-market-codes/I14045

Yazar Ek Girişi
Nguyen, Hien.

Ek Kurum Yazar
SpringerLink (Online service)

Elektronik Erişim
https://doi.org/10.1007/978-981-15-1960-4


Materyal TürüBarkodYer NumarasıDurumu/İade Tarihi
Electronic Book428697-1001QA276 -280Springer E-Book Collection