Search results for "Cluster validity index"

showing 2 items of 2 documents

Exploring Multiobjective Optimization for Multiview Clustering

2018

We present a new multiview clustering approach based on multiobjective optimization. In contrast to existing clustering algorithms based on multiobjective optimization, it is generally applicable to data represented by two or more views and does not require specifying the number of clusters a priori . The approach builds upon the search capability of a multiobjective simulated annealing based technique, AMOSA, as the underlying optimization technique. In the first version of the proposed approach, an internal cluster validity index is used to assess the quality of different partitionings obtained using different views. A new way of checking the compatibility of these different partitioning…

General Computer ScienceComputer science02 engineering and technologycomputer.software_genreMulti-objective optimizationCluster validity index020204 information systemsSimulated annealingNew mutation0202 electrical engineering electronic engineering information engineeringA priori and a posteriori020201 artificial intelligence & image processingData miningCluster analysisMultiple viewcomputerACM Transactions on Knowledge Discovery from Data
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Statistical methods for texture analysis applied to agronomical images

2008

For activities of agronomical research institute, the land experimentations are essential and provide relevant information on crops such as disease rate, yield components, weed rate... Generally accurate, they are manually done and present numerous drawbacks, such as penibility, notably for wheat ear counting. In this case, the use of color and/or texture image processing to estimate the number of ears per square metre can be an improvement. Then, different image segmentation techniques based on feature extraction have been tested using textural information with first and higher order statistical methods. The Run Length method gives the best results closed to manual countings with an averag…

business.industryFeature extractionPattern recognitionImage processingImage segmentationTexture (music)Class (biology)Image (mathematics)Image textureCluster validity indexComputer visionArtificial intelligencebusinessMathematicsImage Processing: Machine Vision Applications
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