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Using the confusion matrix for improving ensemble classifiers
2010 IEEE 26-th Convention of Electrical and Electronics Engineers in Israel, 2010The code matrix enables to convert a multi class problem into an ensemble of binary classifiers. We suggest a new un-weighted framework for iteratively extending the code matrix which based on confusion matrix. The confusion matrix holds important information which is exploited by the suggested framework.
Nadav David Marom +2 more
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Proper comparison among methods using a confusion matrix
2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2015An important aspect of research in the remote sensing field is to objectively compare different classifiers. This is the foundation of hundreds of research projects and in this paper we will address some raising concerns when evaluating solutions for classification of data sets with skewed class distributions.
B. P. Salmon +3 more
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Confusion Matrix-Based Building of Hierarchical Classification
2019Present an evaluation of methods for automatically building hierarchical classifiers from the analysis on the confusion matrix generated with flat classification. By defining a basic framework for that, we investigate the effects of different methods for transforming the confusion matrix, for computing the similarity between classes, and the choice of ...
Paulo Cavalin, Luiz Oliveira
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Amended agreement chart for the confusion matrix
Journal of the Korean Data And Information Science Society, 2022Chong-Sun Hong, Ye-Won Choi
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Building text hierarchical structure by using confusion matrix
2012 5th International Conference on BioMedical Engineering and Informatics, 2012There are two strategies to build hierarchical structure of document category. One is hierarchical clustering and the other is confusion category. Based on confusion matrix of plane classifier, the paper made use of hierarchical classification to carry on experiments, and it is showed that the confusion category strategy was superior to hierarchical ...
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Rank and response combination from confusion matrix data
Information Fusion, 2001Abstract The use of prior behavior of a classifier, as measured by the confusion matrix, can yield useful information for merging multiple classifiers. In particular, response vectors can be estimated and a ranking of possible classes can be produced which can allow Borda type reconciliation methods to be applied.
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Confusion matrix-based modularity induction into pretrained CNN
Multimedia tools and applications, 2022Salman Ahmad +5 more
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The biofilm matrix: multitasking in a shared space
Nature Reviews Microbiology, 2022Hans-Curt Flemming +2 more
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