Concepedia

Probabilistic principal component analysis with expectation maximization (PPCA-EM) facilitates volume classification and estimates the missing data

Lingbo Yu, Robert R. Snapp, Teresa Ruíz, Michael Radermacher

Journal of Structural Biology · 2010 · 54 citations · 49 references

Open access

Concepts

ComputingBiostatisticsComputer ScienceBayesian Data AnalysisData MiningMachine LearningDimensionality ReductionMissing Data ComputationPrincipal Component AnalysisUnsupervised LearningClassification Of Volume DataExpectation-maximizationExpectation-maximization AlgorithmPrincipal ComponentsVolume ClassificationVolumetric Classification

References

49

Maximum Likelihood from Incomplete Data Via the <i>EM</i> Algorithm

A. P. Dempster, N. M. Laird, Donald B. Rubin · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1977 · 49.7K citations

Public Health, Biostatistics, Bayesian Data Analysis +16

Some methods for classification and analysis of multivariate observations

James B. MacQueen · Defense Technical Information Center (DTIC) · 1967 · 22.8K citations

Natural Sciences, Mathematics, Statistical Computing +16

Statistical Analysis With Missing Data

Maureen Lahiff, Roderick J. A. Little, Donald B. Rubin · Journal of the American Statistical Association · 1989 · 17.5K citations

Natural Sciences, Biostatistics, Mathematics +12

LIII. <i>On lines and planes of closest fit to systems of points in space</i>

Karl Pearson · The London Edinburgh and Dublin Philosophical Magazine and Journal of Science · 1901 · 11.7K citations

Natural Sciences, Mathematics, Geometry +5

A Fuzzy Relative of the ISODATA Process and Its Use in Detecting Compact Well-Separated Clusters

J. C. Dunn · Journal of Cybernetics · 1973 · 6.5K citations

Computing, Computer Science, Data Mining +4