Search Results - "Verbeek, Jakob J."
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Accelerated EM-based clustering of large data sets
Published in Data mining and knowledge discovery (01-11-2006)“…Motivated by the poor performance (linear complexity) of the EM algorithm in clustering large data sets, and inspired by the successful accelerated versions of…”
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The global k-means clustering algorithm
Published in Pattern recognition (01-02-2003)“…We present the global k-means algorithm which is an incremental approach to clustering that dynamically adds one cluster center at a time through a…”
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Gaussian fields for semi-supervised regression and correspondence learning
Published in Pattern recognition (01-10-2006)“…Gaussian fields (GF) have recently received considerable attention for dimension reduction and semi-supervised classification. In this paper we show how the GF…”
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Active Appearance-Based Robot Localization Using Stereo Vision
Published in Autonomous robots (01-01-2005)“…A vision-based robot localization system must be robust: able to keep track of the position of the robot at any time even if illumination conditions change…”
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