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Effects of Distance Measure Choice on KNN Classifier Performance

types of data which were chosen from the UCI machine learning repository



Performance Metrics (Error Measures) in Machine Learning

machine learning regression forecasting and prognostics. Based on the analysis of the structure They grouped distance measures into four (4) types:.



Distance measures for prototype based classification

The inference of classification schemes from previous observations i.e. from labelled example data



A Survey of Distance and Similarity Measures Used Within Network

distance measures and a discussion of various types of distance sion detection machine learning



Learning distance measures from labeled data — An overview

8 oct. 2002 See (Mahamud. 2002). Canonical distance measure Fit generative models to the classes. The distance measure is the probability that two ...



Possibilistic Similarity Measures for Data Science and Machine

6 juil. 2020 INDEX TERMS Classification distance



Similarity Metric Learning - Archive ouverte HAL

3 déc. 2021 Different strategies and models based on Deep Learning exist ... function LW to minimise is based on a distance measure dW between these ...



A Tutorial on Distance Metric Learning: Mathematical Foundations

19 août 2020 The use of distances in machine learning has been present since its inception. Distances provide a similarity measure between the data ...



Evaluation of Distance Measures for Feature based Image

Keywords—Distance measures; deep learning; feature Feature extraction forms an integral ... detection and descriptor towards kind of images and.



Information Theoretic Measures for Clusterings Comparison

study of information theoretic measures for clustering comparison The adjusted forms for the distance measures