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Opposingly, if the main classifier is robust enough, then the meta-classifiers are supposed to distinguish between instances that are naturally hard to classify, making thus more mistakes.

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ROC Analysis of Classifiers in Machine Learning: A Survey Technical report MM-1/2011 Matjaˇz Majnik, Zoran Bosni´c University of Ljubljana, Faculty of Computer and Information Science, Trˇzaˇska cesta 25, Ljubljana, Slovenia Abstract The use of ROC (receiver operating characteristics) analysis as a tool to evalu- ate performance of classification models in machine learning has been ...

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The problem of protecting datasets from the disclosure of confidential information, while published data remains useful for analysis, has recently gained momentum. To solve this problem, anonymization techniques such as k-anonymity, ℓ -diversity, and t-closeness have been used to generate anonymized datasets for training classifiers.

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Characterise the fundamental machine learning problem and outline the ten steps in a typical machine learning project. Explain why we may not be able to draw meaningful conclusions from experience and calculate the probability of a function providing the …

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Finding the best classifiers according to different criteria is often performed by a multi-objective machine learning algorithm. This study considers two criteria that are usually …

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Not a Free Lunch, But a Cheap One: On Classifiers ...

2021-7-14 · Abstract. The problem of protecting datasets from the disclosure of confidential information, while published data remains useful for analysis, has recently gained momentum. To solve this problem, anonymization techniques such as k -anonymity, ell -diversity, and t -closeness have been used to generate anonymized datasets for training classifiers.

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Is Slovenia Cheap? The Cost of Traveling in Slovenia ...

2019-3-27 · However, the question of "Is Slovenia Cheap?" depends a lot on what you value in your travels. Slovenia joined the Euro currency zone in 2007. Unfortunately, this means that Slovenia prices are roughly on par with the rest of Europe. Its currency …

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IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, VOL. 5, NO. 4, DECEMBER 2010 781 An Evaluation of Video-to-Video Face Verification Norman Poh, Member, IEEE, Chi Ho Chan, Josef Kittler, Sébastien Marcel, Christopher Mc Cool, Enrique Argones Rúa, José Luis Alba Castro, Mauricio Villegas, Student Member, IEEE, Roberto Paredes, Vitomir Štruc, Member, IEEE, Nikola …

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