Zooplankton Particle Selection and Feeding Mechanisms

Author(s):  
Henry A. Vanderploeg
Keyword(s):  
2004 ◽  
Author(s):  
Michael P. MacDonald ◽  
Steven Neale ◽  
Lynn Paterson ◽  
Andrew Riches ◽  
Gabriel C. Spalding ◽  
...  

2021 ◽  
Vol 251 ◽  
pp. 03069
Author(s):  
Anton Philippov ◽  
Fedor Ratnikov

The common approach for constructing a classifier for particle selection assumes reasonable consistency between train data samples and the target data sample used for the particular analysis. However, train and target data may have very different properties, like energy spectra for signal and background contributions. We propose a new method based on an ensemble of pre-trained classifiers, each trained of an exclusive subset, a data basket, of the total dataset. Appropriate separate adjustment of separation thresholds for every basket classifier allows to dynamically adjust the combined classifier and make optimal prediction for data with differing properties without re-training of the classifier. The approach is illustrated with a toy example. A quality dependency on the number of used data baskets is also presented.


2007 ◽  
Vol 157 (1) ◽  
pp. 174-188 ◽  
Author(s):  
David Woolford ◽  
Geoffery Ericksson ◽  
Rosalba Rothnagel ◽  
David Muller ◽  
Michael J. Landsberg ◽  
...  

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