Albatross analytics a hands-on into practice: statistical and data science application

Abstract Albatross Analytics is a statistical and data science data processing platform that researchers can use in disciplines of various fields. Albatross Analytics makes it easy to implement fundamental analysis for various regressions with random model effects, including Hierarchical Generalized...

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Main Authors: Rezzy Eko Caraka, Youngjo Lee, Jeongseop Han, Hangbin Lee, Maengseok Noh, Il Do Ha, Prana Ugiana Gio, Bens Pardamean
Format: Article
Language:English
Published: SpringerOpen 2022-05-01
Series:Journal of Big Data
Subjects:
Online Access:https://doi.org/10.1186/s40537-022-00626-y
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author Rezzy Eko Caraka
Youngjo Lee
Jeongseop Han
Hangbin Lee
Maengseok Noh
Il Do Ha
Prana Ugiana Gio
Bens Pardamean
author_facet Rezzy Eko Caraka
Youngjo Lee
Jeongseop Han
Hangbin Lee
Maengseok Noh
Il Do Ha
Prana Ugiana Gio
Bens Pardamean
author_sort Rezzy Eko Caraka
collection DOAJ
description Abstract Albatross Analytics is a statistical and data science data processing platform that researchers can use in disciplines of various fields. Albatross Analytics makes it easy to implement fundamental analysis for various regressions with random model effects, including Hierarchical Generalized Linear Models (HGLMs), Double Hierarchical Generalized Linear Models (DHGLMs), Multivariate Double Hierarchical Generalized Linear Models (MDHGLMs), Survival Analysis, Frailty Models, Support Vector Machines (SVMs), and Hierarchical Likelihood Structural Equation Models (HSEMs). We provide 94 types of dataset examples.
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spelling doaj.art-ffda8635bf0c41cc951d2234c21512492022-12-22T03:23:59ZengSpringerOpenJournal of Big Data2196-11152022-05-019112510.1186/s40537-022-00626-yAlbatross analytics a hands-on into practice: statistical and data science applicationRezzy Eko Caraka0Youngjo Lee1Jeongseop Han2Hangbin Lee3Maengseok Noh4Il Do Ha5Prana Ugiana Gio6Bens Pardamean7Research Center for Data and Information Sciences, Research Organization for Electronics and Informatics, National Research and Innovation AgencyLab Hierarchical Likelihood, Department of Statistics, College of Natural Science, Seoul National UniversityLab Hierarchical Likelihood, Department of Statistics, College of Natural Science, Seoul National UniversityLab Hierarchical Likelihood, Department of Statistics, College of Natural Science, Seoul National UniversityDepartment of Statistics, Pukyong National UniversityDepartment of Statistics, Pukyong National UniversityDepartment of Mathematics, Universitas Sumatera UtaraBioinformatics and Data Science Research Center, Bina Nusantara UniversityAbstract Albatross Analytics is a statistical and data science data processing platform that researchers can use in disciplines of various fields. Albatross Analytics makes it easy to implement fundamental analysis for various regressions with random model effects, including Hierarchical Generalized Linear Models (HGLMs), Double Hierarchical Generalized Linear Models (DHGLMs), Multivariate Double Hierarchical Generalized Linear Models (MDHGLMs), Survival Analysis, Frailty Models, Support Vector Machines (SVMs), and Hierarchical Likelihood Structural Equation Models (HSEMs). We provide 94 types of dataset examples.https://doi.org/10.1186/s40537-022-00626-yAlbatross analyticsR shinyData scienceStatisticsApplication
spellingShingle Rezzy Eko Caraka
Youngjo Lee
Jeongseop Han
Hangbin Lee
Maengseok Noh
Il Do Ha
Prana Ugiana Gio
Bens Pardamean
Albatross analytics a hands-on into practice: statistical and data science application
Journal of Big Data
Albatross analytics
R shiny
Data science
Statistics
Application
title Albatross analytics a hands-on into practice: statistical and data science application
title_full Albatross analytics a hands-on into practice: statistical and data science application
title_fullStr Albatross analytics a hands-on into practice: statistical and data science application
title_full_unstemmed Albatross analytics a hands-on into practice: statistical and data science application
title_short Albatross analytics a hands-on into practice: statistical and data science application
title_sort albatross analytics a hands on into practice statistical and data science application
topic Albatross analytics
R shiny
Data science
Statistics
Application
url https://doi.org/10.1186/s40537-022-00626-y
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