Improved Initialization of the EM Algorithm for Mixture Model Parameter Estimation

Extension of REBMIX algorithm to von Mises parametric family for modeling joint distribution of wind speed and direction

(2019) X.W. Ye et al.   ENGINEERING STRUCTURES

Goodness of Fit Tests for the Log-Logistic Distribution Based on Cumulative Entropy under Progressive Type II Censoring

(2019) Yuge Du et al.   Mathematics

Feature-guided Gaussian mixture model for image matching

(2019) Jiayi Ma et al.   PATTERN RECOGNITION

How much can k-means be improved by using better initialization and repeats?

(2019) Pasi Fränti et al.   PATTERN RECOGNITION

CutESC: Cutting edge spatial clustering technique based on proximity graphs

(2019) Alper Aksac et al.   PATTERN RECOGNITION

Density-Preserving Hierarchical EM Algorithm: Simplifying Gaussian Mixture Models for Approximate Inference

(2018) Lei Yu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Finite mixtures of skewed matrix variate distributions

(2018) Michael P.B. Gallaugher et al.   PATTERN RECOGNITION

On convergence and parameter selection of the EM and DA-EM algorithms for Gaussian mixtures

(2018) Jian Yu et al.   PATTERN RECOGNITION

Self-tuning density estimation based on Bayesian averaging of adaptive kernel density estimations yields state-of-the-art performance

(2018) Christofer L. Bäcklin et al.   PATTERN RECOGNITION

Bayesian estimation of generalized Gamma mixture model based on variational EM algorithm

(2018) Chi Liu et al.   PATTERN RECOGNITION

Unsupervised online clustering and detection algorithms using crowdsourced data for malaria diagnosis

(2018) Alba Pagès-Zamora et al.   PATTERN RECOGNITION

EM Algorithms for Weighted-Data Clustering with Application to Audio-Visual Scene Analysis

(2016) Israel Dejene Gebru et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

An effective strategy for initializing the EM algorithm in finite mixture models

(2016) Semhar Michael et al.   Advances in Data Analysis and Classification

A new random approach for initialization of the multiple restart EM algorithm for Gaussian model-based clustering

(2015) Wojciech Kwedlo   PATTERN ANALYSIS AND APPLICATIONS

Probability density function of the equivalent stress amplitude using statistical transformation

(2015) Mitja Franko et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

EM for mixtures

(2015) Jean-Patrick Baudry et al.   STATISTICS AND COMPUTING

Improved initialisation of model-based clustering using Gaussian hierarchical partitions

(2015) Luca Scrucca et al.   Advances in Data Analysis and Classification

MixSim: AnRPackage for Simulating Data to Study Performance of Clustering Algorithms

(2015) Volodymyr Melnykov et al.   Journal of Statistical Software

Mixtures of Shifted AsymmetricLaplace Distributions

(2014) Brian C. Franczak et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

scikit-image: image processing in Python

(2014) Stéfan van der Walt et al.   PeerJ

Maximum likelihood estimation of Gaussian mixture models using stochastic search

(2012) Çağlar Arı et al.   PATTERN RECOGNITION

A robust EM clustering algorithm for Gaussian mixture models

(2012) Miin-Shen Yang et al.   PATTERN RECOGNITION

Random swap EM algorithm for Gaussian mixture models

(2012) Qinpei Zhao et al.   PATTERN RECOGNITION LETTERS

The REBMIX Algorithm for the Multivariate Finite Mixture Estimation

(2011) Marko Nagode et al.   COMMUNICATIONS IN STATISTICS-THEORY AND METHODS

Initializing the EM algorithm in Gaussian mixture models with an unknown number of components

(2011) Volodymyr Melnykov et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

The REBMIX Algorithm and the Univariate Finite Mixture Estimation

(2010) Marko Nagode et al.   COMMUNICATIONS IN STATISTICS-THEORY AND METHODS

Initializing Partition-Optimization Algorithms

(2008) R. Maitra   IEEE-ACM Transactions on Computational Biology and Bioinformatics