Concepedia

Christophe Biernacki

CB

30

Publications

3.4K

Citations

19

H-Index

1998

Active since

Affiliations

Centre National de la Recherche Scientifique(Current)

Institut national de recherche en sciences et technologies du numérique

Université de Lille

Université de Technologie de Compiègne

Université de franche-comté

Christophe Biernacki is an author at Centre National de la Recherche Scientifique specializing in statistics, engineering, and data science.

Top concepts

EngineeringStatisticsData ScienceStatistical InferenceKnowledge DiscoveryData MiningPattern RecognitionMachine LearningFunctional Data AnalysisBiostatistics

Publications per year

1998–2021

30

Publications

30

Assessing a mixture model for clustering with the integrated completed likelihood

Christophe Biernacki, Gilles Celeux, G. Govaert · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2000 · 1.5K citations

Document Clustering, Mixture Distribution, Engineering +10

Choosing starting values for the EM algorithm for getting the highest likelihood in multivariate Gaussian mixture models

Christophe Biernacki, Gilles Celeux, Gérard Govaert · Computational Statistics & Data Analysis · 2003 · 628 citations

Em Algorithm, Mixture Distribution, Engineering +7

Model-based cluster and discriminant analysis with the MIXMOD software

Christophe Biernacki, Gilles Celeux, Gérard Govaert et al. · Computational Statistics & Data Analysis · 2006 · 177 citations

Engineering, Data Science, Data Mining +5

The morphology of built-up landscapes in Wallonia (Belgium): A classification using fractal indices

Isabelle Thomas, Pierre Frankhauser, Christophe Biernacki · Landscape and Urban Planning · 2007 · 166 citations

Cartography, Engineering, Geomorphology +11

Choosing models in model-based clustering and discriminant analysis

Christophe Biernacki, Gérard Govaert · Journal of Statistical Computation and Simulation · 1999 · 127 citations

Document Clustering, Engineering, Data Science +12

Rows per page

1–5 of 30