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Misregistration Effects On Classification Performance
SPIE Proceedings, 1987An analytical investigation is described which relates errors in spatial registration of multispectral and multitemporal data sets to error in classification. Of particular interest is the classification of large areas of crops. Misregis-tration effects on the statistics of field-center and boundary pixels are studied.
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Measuring Performance in Classification Models
2013When predicting a categorical outcome, some measure of classification accuracy is typically used to evaluate the model’s effectiveness. However, there are different ways to measure classification accuracy, depending of the modeler’s primary objectives. Most classification models can produce both a continuous and categorical prediction output.
Max Kuhn, Kjell Johnson
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Improving classification performance using metaclasses
SMC'03 Conference Proceedings. 2003 IEEE International Conference on Systems, Man and Cybernetics. Conference Theme - System Security and Assurance (Cat. No.03CH37483), 2004In this paper we propose a new methodology to improve the performance of classifiers on relatively difficult classification problems with complex boundaries between classes, overlapping classes, and a lack of sufficient number of samples for some classes. We investigate the use of contextual information to overcome such problems, especially in the case
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Performance Prediction for Classification Systems
1999Performance prediction for classification systems is important. We present new techniques for such predictions in settings where data items are to be classified into two categories. Our results can be integrated into existing classification systems and provide an accurate and predictable tool for data mining.
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Integrative oncology: Addressing the global challenges of cancer prevention and treatment
Ca-A Cancer Journal for Clinicians, 2022Jun J Mao,, Msce +2 more
exaly
Performance of Automated Image Classification
SSRN Electronic Journal, 2022Keno Tetzlaff +2 more
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Performance Analysis of Classification Algorithms
2023A. Prakash, Vijender Kumar Solanki
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Classification of Dialysis Membranes by Performance
2015T, Akizawa, E, Kinugasa, T, Ideura
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