Ensemble based systems in decision making

R Polikar - IEEE Circuits and systems magazine, 2006 - ieeexplore.ieee.org
In matters of great importance that have financial, medical, social, or other implications, we
often seek a second opinion before making a decision, sometimes a third, and sometimes …

Pruning in ordered bagging ensembles

G Martínez-Muñoz, A Suárez - … of the 23rd international conference on …, 2006 - dl.acm.org
We present a novel ensemble pruning method based on reordering the classifiers obtained
from bagging and then selecting a subset for aggregation. Ordering the classifiers generated …

Using accuracy and diversity to select classifiers to build ensembles

RGF Soares, A Santana, AMP Canuto… - The 2006 IEEE …, 2006 - ieeexplore.ieee.org
Ensemble of classifiers is an effective way of improving performance of individual classifiers.
However, the task of selecting the ensemble members is often a non-trivial one. For …

A dynamic classifier selection method to build ensembles using accuracy and diversity

A Santana, RGF Soares, AMP Canuto… - 2006 Ninth Brazilian …, 2006 - ieeexplore.ieee.org
Ensemble of classifiers is an effective way of improving performance of individual classifiers.
However, the choice of the ensemble members can become a very difficult task, in which, in …

Single and multi-objective genetic algorithms for the selection of ensemble of classifiers

EM Dos Santos, R Sabourin… - The 2006 IEEE …, 2006 - ieeexplore.ieee.org
Many recent works have investigated methods to select subsets of classifiers instead of
combining all available classifiers. The majority of these works has concluded that the …

A multiclassifier approach to motor unit potential classification for EMG signal decomposition

S Rasheed - 2006 - uwspace.uwaterloo.ca
EMG signal decomposition is the process of resolving a composite EMG signal into its
constituent motor unit potential trains (classes) and it can be configured as a classification …

[PDF][PDF] Feature clusters for online recognition of graphic units in drawings

H Achten - … and Charitos (eds.) Communicating Spaces. Volos …, 2006 - papers.cumincad.org
Automated recognition of sketch drawings can provide the means for a natural interface
between the designer and a design support system. Sketch drawing recognition is …

Investigations on the Characteristics of Random Decision Tree Ensembles

G Richards, W Wang - The 2006 IEEE International Joint …, 2006 - ieeexplore.ieee.org
An ensemble is viewed as a machine learning system that combines multiple models to
work collectively in the hope of producing a better performance than that of individuals …

[引用][C] 医学图像识别中多分类器融合方法的研究进展

谢华, 夏顺仁, 张赞超 - 国际生物医学工程杂志, 2006