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» Evaluating evaluation measure stability
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LCN
2002
IEEE
15 years 4 months ago
Performance Evaluation of Copper-Based Gigabit Ethernet Interfaces
In today’s high-performance computational environments communication substrates often stand out as the major limiting factor to performance, accessibility, and stability. Such p...
Paul Gray, Anthony Betz
AUSDM
2008
Springer
246views Data Mining» more  AUSDM 2008»
15 years 1 months ago
A New Evaluation Measure for Imbalanced Datasets
The area of imbalanced datasets is still relatively new, and it is known that the use of overall accuracy is not an appropriate evaluation measure for imbalanced datasets, because...
Cheng G. Weng, Josiah Poon
EMNLP
2007
15 years 1 months ago
V-Measure: A Conditional Entropy-Based External Cluster Evaluation Measure
We present V-measure, an external entropybased cluster evaluation measure. Vmeasure provides an elegant solution to many problems that affect previously defined cluster evaluatio...
Andrew Rosenberg, Julia Hirschberg
DSN
2007
IEEE
15 years 3 months ago
Foundations of Measurement Theory Applied to the Evaluation of Dependability Attributes
Increasing interest is being paid to quantitative evaluation based on measurements of dependability attributes and metrics of computer systems and infrastructures. Despite measura...
Andrea Bondavalli, Andrea Ceccarelli, Lorenzo Fala...
AUSAI
2006
Springer
15 years 3 months ago
Beyond Accuracy, F-Score and ROC: A Family of Discriminant Measures for Performance Evaluation
Different evaluation measures assess different characteristics of machine learning algorithms. The empirical evaluation of algorithms and classifiers is a matter of on-going debat...
Marina Sokolova, Nathalie Japkowicz, Stan Szpakowi...