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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 ...
Statistics and probability
- 2018 •
- R •
- Link
Rok uplatnění
R - Software
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Algorithms and Programs of Dynamic Mixture Estimation. Unified Approach to Different Types of Components
the recursive Bayesian estimation algorithms for mixture models. It collects the recursive algorithms for estimating dynamic mixtures of various distributions and brings them in the unified form,...
Statistics and probability
- 2017 •
- B •
- Link
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B - Odborná kniha
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Recursive Estimation of Mixtures of Exponential and Normal Distributions
a recursive Bayesian algorithm of estimation of such a mixture based on continuouslyThe paper deals with estimation of a mixture of normal and exponential distributions with the dynamic model of their swi...
BB - Aplikovaná statistika, operační výzkum
- 2015 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
Initialization of Recursive Mixture-based Clustering with Uniform Components
The paper deals with a task of initialization of the recursive mixture estimation for the case of uniform components. This task is significant as a part for these cases. Initialization is always a critical task of the m...
Statistics and probability
- 2017 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
Practical Initialization of Recursive Mixture-Based Clustering for Non-negative Data
The paper provides a practical guide on initialization of the recursive mixture-based clustering of non-negative data. For modeling the non-negative data, mixtures is known to be an important task for a start of the mix...
Statistics and probability
- 2020 •
- C •
- Link
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C - Kapitola v odborné knize
Výsledek na webu
Practical Initialization of Recursive Mixture-Based Clustering for Non-negative Data
The paper provides a practical guide on initialization of the recursive mixture-based clustering of non-negative data. For modeling the non-negative data, mixtures is known to be an important task for a start of the mix...
Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
- 2019 •
- C •
- Link
Rok uplatnění
C - Kapitola v odborné knize
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Expert-based Initialization of Recursive Mixture Estimation
on the initialization of the mixture estimation with normal components based on the recursiveInitialization is an extremely important part of the mixture estimation process. There exists a series of initi...
BB - Aplikovaná statistika, operační výzkum
- 2016 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
Approximate recursive Bayesian estimation of dynamic probabilistic mixtures
Majority of complex non-linear systems can be successfully modelled by a finite probabilistic mixture of linear models. The mixture model can be handled analytically, which is important for control of the system as well as for decis...
BB - Aplikovaná statistika, operační výzkum
- 2004 •
- D
Rok uplatnění
D - Stať ve sborníku
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 case of exponential...
Statistics and probability
- 2017 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
Prediction of Multimodal Poisson Variable using Discretization of Gaussian Data
based on recursive mixture estimation theory, (iii) the online prediction using the recursive mixture-based clustering algorithms under Bayesian methodology. The proposed approach allows to estimate
Statistics and probability
- 2021 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
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