Building a new generation of handwriting recognition systems
Pattern Recognition Letters - Postal processing and character recognition
Decision Combination in Multiple Classifier Systems
IEEE Transactions on Pattern Analysis and Machine Intelligence
Machine Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence
Experimental evaluation of expert fusion strategies
Pattern Recognition Letters - Special issue on pattern recognition in practice VI
IEEE Transactions on Pattern Analysis and Machine Intelligence
Comparison of Face Verification Results on the XM2VTS Database
ICPR '00 Proceedings of the International Conference on Pattern Recognition - Volume 4
Application of majority voting to pattern recognition: an analysis of its behavior and performance
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
An evolutionary optimization approach for 3D human head model classification
MIR '03 Proceedings of the 5th ACM SIGMM international workshop on Multimedia information retrieval
Real-Time Gesture Recognition by Learning and Selective Control of Visual Interest Points
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Theoretical and Experimental Analysis of Linear Combiners for Multiple Classifier Systems
IEEE Transactions on Pattern Analysis and Machine Intelligence
Combining email models for false positive reduction
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
A Biometric Identification System Based on Eigenpalm and Eigenfinger Features
IEEE Transactions on Pattern Analysis and Machine Intelligence
Voice-based gender identification in multimedia applications
Journal of Intelligent Information Systems - Special issue: Intelligent multimedia applications
Approaches to Multisensor Data Fusion in Target Tracking: A Survey
IEEE Transactions on Knowledge and Data Engineering
An experimental evaluation of ensemble methods for EEG signal classification
Pattern Recognition Letters
Face recognition incorporating ancillary information
EURASIP Journal on Advances in Signal Processing
Confidence based multiple classifier fusion in speaker verification
Pattern Recognition Letters
Decision tool for the early diagnosis of trauma patient hypovolemia
Journal of Biomedical Informatics
Investigating methods for improving bagged k-NN classifiers
AIKED'08 Proceedings of the 7th WSEAS International Conference on Artificial intelligence, knowledge engineering and data bases
Fusers Based on Classifier Response and Discriminant Function --- Comparative Study
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
A genetic encoding approach for learning methods for combining classifiers
Expert Systems with Applications: An International Journal
Analysis of a Plurality Voting-based Combination of Classifiers
Neural Processing Letters
Adaptive Splitting and Selection Method of Classifier Ensemble Building
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Evolutionary discriminant feature extraction with application to face recognition
EURASIP Journal on Advances in Signal Processing - Special issue on recent advances in biometric systems: a signal processing perspective
Robust iris recognition algorithm for non-cooperative environment
International Journal of Biometrics
Bayesian analysis of linear combiners
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
On the diversity-performance relationship for majority voting in classifier ensembles
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Linear combiners for classifier fusion: some theoretical and experimental results
MCS'03 Proceedings of the 4th international conference on Multiple classifier systems
Multiple classifier fusion using k-nearest localized templates
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
Hand-drawn face sketch recognition by humans and a PCA-based algorithm for forensic applications
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans - Special issue on recent advances in biometrics
Active learning from stream data using optimal weight classifier ensemble
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Two-fold spatiotemporal regression modeling in wireless sensor networks
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
A comparison of soft fusion methods under different bagging scenarios
CIMMACS'07 Proceedings of the 6th WSEAS international conference on Computational intelligence, man-machine systems and cybernetics
BioID'11 Proceedings of the COST 2101 European conference on Biometrics and ID management
Characterizing spatially varying performance to improve multi-atlas multi-label segmentation
IPMI'11 Proceedings of the 22nd international conference on Information processing in medical imaging
An experimental study of one- and two-level classifier fusion for different sample sizes
Pattern Recognition Letters
Improvement of image transform calculation based on a weighted primitive
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part I
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Markov chains pattern recognition approach applied to the medical diagnosis tasks
ISBMDA'05 Proceedings of the 6th International conference on Biological and Medical Data Analysis
A new ensemble method for gold mining problems: Predicting technology transfer
Electronic Commerce Research and Applications
Face verification with feature fusion of Gabor based and curvelet based representations
Multimedia Tools and Applications
Combining diverse one-class classifiers
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II
Combining classifiers under probabilistic models: experimental comparative analysis of methods
Expert Systems: The Journal of Knowledge Engineering
Classifier fusion with interval-valued weights
Pattern Recognition Letters
Opportunistic synergy: a classifier fusion engine for micro-gesture recognition
Proceedings of the 5th International Conference on Automotive User Interfaces and Interactive Vehicular Applications
A survey of multiple classifier systems as hybrid systems
Information Fusion
Feature ranking fusion for text classifier
Intelligent Data Analysis
Hi-index | 0.15 |
Amidst the conflicting experimental evidence of superiority of one over the other, we investigate the Sum and majority Vote combining rules in a two class case, under the assumption of experts being of equal strength and estimation errors conditionally independent and identically distributed. We show, analytically, that, for Gaussian estimation error distributions, Sum always outperforms Vote. For heavy tail distributions, we demonstrate by simulation that Vote may outperform Sum. Results on synthetic data confirm the theoretical predictions. Experiments on real data support the general findings, but also show the effect of the usual assumptions of conditional independence, identical error distributions, and common target outputs of the experts not being fully satisfied.