Ensemble diversity measures and their application to thinning

RE Banfield, LO Hall, KW Bowyer, WP Kegelmeyer - Information Fusion, 2005 - Elsevier
The diversity of an ensemble of classifiers can be calculated in a variety of ways. Here a
diversity metric and a means for altering the diversity of an ensemble, called “thinning”, are …

Selected tree classifier combination based on both accuracy and error diversity

HW Shin, SY Sohn - Pattern recognition, 2005 - Elsevier
This paper proposes a method for combining multiple tree classifiers based on both
classifier ensemble (bagging) and dynamic classifier selection schemes (DCS). The …

Conditionally dependent classifier fusion using AND rule for improved biometric verification

K Venkataramani, BVKV Kumar - International Conference on Pattern …, 2005 - Springer
Statistical dependence of classifiers has recently been shown to improve accuracy over
statistically independent classifiers. In this paper, we focus on the verification application …

Resolving some ambiguities in real-time design drawing recognition by means of a decision tree for agents

H Achten - Computer Aided Architectural Design Futures 2005 …, 2005 - Springer
In this paper, we present a theoretical study on automated understanding of the design
drawing. This can lead to design support through the natural interface of sketching. In earlier …

Spoken language classification using hybrid classifier combination

S Garfield, S Wermter, S Devlin - International Journal of …, 2005 - content.iospress.com
In this paper we describe an approach for spoken language analysis for helpdesk call
routing using a combination of simple recurrent networks and support vector machines. In …

[PDF][PDF] GA-driven feature selection in object-based classification for forest mapping with IKONOS imagery in Flanders, Belgium

F Vancoillie, L Verbeke, R De Wulf - ForestSAT 2005, 2005 - biblio.ugent.be
Land cover map development was done on the base of the Landsat 7 ETM+ images. As a
background topographical map of the scale 1: 100 000 was used. Satellite image …

Toward dynamic ensembles: the BAGA approach

X Wu, Z Chen - The 3rd ACS/IEEE International Conference …, 2005 - ieeexplore.ieee.org
Summary form only given. Existing studies on ensemble classifiers typically take a static
approach in assembling individual classifiers, in which all the important features are …

Selection of classifiers using information-theoretic criteria

HJ Kang - International Conference on Pattern Recognition and …, 2005 - Springer
Combining multiple classifiers have focused mainly on combination methods, but a few
studies have investigated on how to select component classifiers from a classifier pool …

[图书][B] Semantic content recognition for large-scale medical image archives

L Chen - 2005 - search.proquest.com
The advent of digital technology and the Internet requires an efficient approach to the
retrieval and indexing of large volumes of diverse images. Traditional content-based image …

[引用][C] A multiple classifier template for hyperspectral images classification

H Dehghani, H Ghassemian… - Proceedings. 2005 IEEE …, 2005 - ieeexplore.ieee.org
Error and uncertainty in remotely sensed data come from several sources, and can be
increased or mitigated by the processing to which that data is subjected. For example, the …