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אקדמי בכיר

Using the confusion matrix for improving ensemble classifiers

Nadav David Marom, Lior Rokach,Armin Shmilovici

The 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. Evaluating the confusion matrix at each iteration enables to make a decision regarding the next one against all classifier that should be added to the current code matrix. We demonstrate the benefits of the method by applying it to Error Correcting Code based ensemble and to AdbaBoost. We use Orthogonal arrays as the basic code matrix.

שפת פרסום אנגלית
דפים 555-559
סטטוס פרסום פורסם - 01.12.2010
מספר מאמר 5662159

ASJC Scopus subject areas

Electrical and Electronic Engineering
גישה למסמך
10.1109/EEEI.2010.5662159
קבצים וקישורים אחרים
Link to publication in Scopus