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R package mixAK: Multivariate Normal Mixture Models and Mixtures of Generalized Linear Mixed Models Including Model Based Clustering
This package contains a mixture of statistical methods including the MCMC methods to analyze normal mixtures. Additionally, model based clustering methods are implemented to perform classification based on...
BB - Aplikovaná statistika, operační výzkum
- 2014 •
- R •
- Link
Rok uplatnění
R - Software
Výsledek na webu
Recursive Clustering Hematological Data Using Mixture of Exponential Components
The paper deals with the mixture-based clustering of anonymized data of patients with leukemia. The presented clustering algorithm is based on the recursive Bayesian mixture estimation for the c...
Statistics and probability
- 2017 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
Clustering and Classification Using Recursive Mixture Estimation. Software package
The software package includes programs, which were developed within the project GA ČR GA15-03564S „Clustering and Classification Using Recursive Mixture Estimation“. The main contribution of the project was to propose and implement...
Statistics and probability
- 2018 •
- R •
- Link
Rok uplatnění
R - Software
Výsledek na webu
Using R-software for stochastic clustering via GLM mixtures
Model-based clustering bases cluster analysis on a finite mixture probabilistic model. The paper presents a simple application of the GLM mixtures processed in the statistical environment R....
BB - Aplikovaná statistika, operační výzkum
- 2011 •
- D
Rok uplatnění
D - Stať ve sborníku
Model based clustering via the distribution mixtures
The finite distribution mixtures present a wide class of probability distributions. Apart from the obvious applications, the mixtures are successfully applied in the model based clustering. If we constraint the mem...
BA - Obecná matematika
- 2010 •
- D
Rok uplatnění
D - Stať ve sborníku
Initialization of Recursive Mixture-based Clustering with Uniform Components
of mixture-based clustering, where data clusters are described by the uniformThe paper deals with a task of initialization of the recursive mixture for these cases. Initialization is always a critical tas...
Statistics and probability
- 2017 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
Exploring the Regional Czech Household Income Dynamics Regression Mixtures
Model-based cluster analysis is popular methods for grouping observations into unobserved segments. The article deals with cluster analysis of household income dynamics based on the results of statistical survey EU...
BB - Aplikovaná statistika, operační výzkum
- 2011 •
- Jx
Rok uplatnění
Jx - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)
Mixture-based Clustering Non-gaussian Data with Fixed Bounds
distributions is taken, where individual clusters are described by mixture components. For the on-line detection of clusters of measured bounded data, the paper proposes a mixtureThis paper deals with clusteri...
BB - Aplikovaná statistika, operační výzkum
- 2016 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
Clustering via the Distribution Mixtures
The finite distribution mixtures present a wide class of probability distributions. Apart from the obvious applications, the mixtures are successfully applied in the model based clustering. If we constraint the mem...
BA - Obecná matematika
- 2010 •
- D
Rok uplatnění
D - Stať ve sborníku
Mixture-based cluster detection in driving-related data
The paper deals with detection of clusters in data measured on a driven vehicle. Such a clustering aims at distinguishing various driving styles for eco-driving and driver assistance systems. The task is solved with the help of the ...
BB - Aplikovaná statistika, operační výzkum
- 2015 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
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