Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
On pattern, categories, and alternate realities
Pattern Recognition Letters
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
Automatic Feature Generation for Handwritten Digit Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Combination of Multiple Classifiers Using Local Accuracy Estimates
IEEE Transactions on Pattern Analysis and Machine Intelligence
Joint Induction of Shape Features and Tree Classifiers
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Precise Candidate Selection for Large Character Set Recognition by Confidence Evaluation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Fuzzy Sets and Systems - Featured Issue: Selected papers from ACIDCA 2000
StrCombo: combination of string recognizers
Pattern Recognition Letters - In memory of Professor E.S. Gelsema
Dialogue Scenes Detection in MPEG Movies: A Multi-expert Approach
MDIC '01 Proceedings of the Second International Workshop on Multimedia Databases and Image Communication
Automatic Design of Multiple Classifier Systems by Unsupervised Learning
MLDM '99 Proceedings of the First International Workshop on Machine Learning and Data Mining in Pattern Recognition
Fusion of Multiple Cue Detectors for Automatic Sports Video Annotation
Proceedings of the Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Confidence Combination Methods in Multi-expert Systems
Proceedings of the Joint IAPR International Workshops on Advances in Pattern Recognition
A Framework for Classifier Fusion: Is It Still Needed?
Proceedings of the Joint IAPR International Workshops on Advances in Pattern Recognition
Selection of Classifiers Based on Multiple Classifier Behaviour
Proceedings of the Joint IAPR International Workshops on Advances in Pattern Recognition
Ensembles of Learning Machines
WIRN VIETRI 2002 Proceedings of the 13th Italian Workshop on Neural Nets-Revised Papers
ICAPR '01 Proceedings of the Second International Conference on Advances in Pattern Recognition
Building Behaviour Knowledge Space to Make Classification Decision
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
MCS '00 Proceedings of the First International Workshop on Multiple Classifier Systems
MCS '00 Proceedings of the First International Workshop on Multiple Classifier Systems
Multiple Classifier Combination Methodologies for Different Output Levels
MCS '00 Proceedings of the First International Workshop on Multiple Classifier Systems
Information Analysis of Multiple Classifier Fusion
MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems
Combining Supervised Remote Sensing Image Classifiers Based on Individual Class Performances
MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems
Feature Subsets for Classifier Combination: An Enumerative Experiment
MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
An Experimental Comparison of Fixed and Trained Fusion Rules for Crisp Classifier Outputs
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Analysis of Linear and Order Statistics Combiners for Fusion of Imbalanced Classifiers
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Classifier Combinations: Implementations and Theoretical Issues
MCS '00 Proceedings of the First International Workshop on Multiple Classifier Systems
A New Evaluation Method for Expert Combination in Multi-expert System Designing
MCS '00 Proceedings of the First International Workshop on Multiple Classifier Systems
Performance Analysis and Comparison of Linear Combiners for Classifier Fusion
Proceedings of the Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Decision Level Fusion of Intramodal Personal Identity Verification Experts
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Recognition of Cursive Roman Handwriting - Past, Present and Future
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 1
Bank-check Processing System: Modifications Due to the New European Currency
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 1
Combining Multiple Classifiers based on Third-Order Dependency
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 1
Exploiting Reliability for Dynamic Selection of Classifiers by Means of Genetic Algorithms
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 2
Combination of Type III Digit Recognizers using the Dempster-Shafer Theory of Evidence
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 2
Experts' Boasting in Trainable Fusion Rules
IEEE Transactions on Pattern Analysis and Machine Intelligence
Combining multiple classifiers based on third-order dependency for handwritten numeral recognition
Pattern Recognition Letters
Bias-Variance Analysis of Support Vector Machines for the Development of SVM-Based Ensemble Methods
The Journal of Machine Learning Research
Adaptive license plate image extraction
CompSysTech '04 Proceedings of the 5th international conference on Computer systems and technologies
ICDAR '05 Proceedings of the Eighth International Conference on Document Analysis and Recognition
Hybrid OCR combination approach complemented by a specialized ICR applied on ancient documents
ICDAR '05 Proceedings of the Eighth International Conference on Document Analysis and Recognition
Evolving ensemble of classifiers in random subspace
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Effective classification of noisy data streams with attribute-oriented dynamic classifier selection
Knowledge and Information Systems
Using diversity of errors for selecting members of a committee classifier
Pattern Recognition
Trainable fusion rules. I. Large sample size case
Neural Networks
An interoperable and scalable Web-based system for classifier sharing and fusion
Expert Systems with Applications: An International Journal
Pairwise fusion matrix for combining classifiers
Pattern Recognition
Dual Antenna Receivers for High Data Rate Terminals
Wireless Personal Communications: An International Journal
Biometric scores fusion based on total error rate minimization
Pattern Recognition
Learn to Detect Phishing Scams Using Learning and Ensemble ?Methods
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
Fusion of visual and infra-red face scores by weighted power series
Pattern Recognition Letters
An approach to the identification of network elements composing heterogeneous end-to-end paths
Computer Networks: The International Journal of Computer and Telecommunications Networking
Diverse Evolutionary Neural Networks Based on Information Theory
Neural Information Processing
Data dependency in multiple classifier systems
Pattern Recognition
Hierarchical Behavior-Knowledge Space for Highly Reliable Handwritten Numeral Recognition
IEICE - Transactions on Information and Systems
Information fusion for computer security: State of the art and open issues
Information Fusion
A simple score normalisation technique for multimodal biometric authentication
International Journal of Biometrics
Cluster Ensembles Based on Vector Space Embeddings of Graphs
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Hierarchical Ensemble Support Cluster Machine
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Computational Statistics & Data Analysis
Improving multilabel analysis of music titles: a large-scale validation of the correction approach
IEEE Transactions on Audio, Speech, and Language Processing
Learning Visual Object Categories with Global Descriptors and Local Features
EPIA '09 Proceedings of the 14th Portuguese Conference on Artificial Intelligence: Progress in Artificial Intelligence
A hybrid method for robust car plate character recognition
Engineering Applications of Artificial Intelligence
Fault diagnosis in railway track circuits using Dempster-Shafer classifier fusion
Engineering Applications of Artificial Intelligence
Towards incremental classifier fusion
Intelligent Data Analysis
A new method of feature fusion and its application in image recognition
Pattern Recognition
Multiple classifier methods for offline handwritten text line recognition
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
On rejecting unreliably classified patterns
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Applying pairwise fusion matrix on fusion functions for classifier combination
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Classifier combining rules under independence assumptions
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Hierarchical behavior knowledge space
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Data dependence in combining classifiers
MCS'03 Proceedings of the 4th international conference on Multiple classifier systems
MCS'03 Proceedings of the 4th international conference on Multiple classifier systems
Reducing the overconfidence of base classifiers when combining their decisions
MCS'03 Proceedings of the 4th international conference on Multiple classifier systems
Comparison of classifier selection methods for improving committee performance
MCS'03 Proceedings of the 4th international conference on Multiple classifier systems
Combination methodologies of multi-agent hyper surface classifiers: design and implementation issues
AIS-ADM'07 Proceedings of the 2nd international conference on Autonomous intelligent systems: agents and data mining
Fusing Gabor and LBP feature sets for kernel-based face recognition
AMFG'07 Proceedings of the 3rd international conference on Analysis and modeling of faces and gestures
Chinese character recognition method based on multi-features and parallel neural network computation
ICIC'07 Proceedings of the intelligent computing 3rd international conference on Advanced intelligent computing theories and applications
Multiple classifier fusion using k-nearest localized templates
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
Ensemble methods to improve the performance of an English handwritten text line recognizer
SACH'06 Proceedings of the 2006 conference on Arabic and Chinese handwriting recognition
Automatic depth profiling of 2D cinema- and photographic images
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Enhanced local texture feature sets for face recognition under difficult lighting conditions
IEEE Transactions on Image Processing
Early classification of network traffic through multi-classification
TMA'11 Proceedings of the Third international conference on Traffic monitoring and analysis
Incremental learning with multi-level adaptation
Neurocomputing
Using a behaviour knowledge space approach for detecting unknown IP traffic flows
MCS'11 Proceedings of the 10th international conference on Multiple classifier systems
High performance classifiers combination for handwritten digit recognition
ICAPR'05 Proceedings of the Third international conference on Advances in Pattern Recognition - Volume Part I
Hybrid OCR combination for ancient documents
ICAPR'05 Proceedings of the Third international conference on Advances in Pattern Recognition - Volume Part I
Symmetries from uniform space covering in stochastic discrimination
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Diversity analysis for ensembles of word sequence recognisers
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
Bucket Learning: Improving model quality through enhancing local patterns
Knowledge-Based Systems
Using dempster-shafer theory in MCF systems to reject samples
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Design of multiple classifier systems for time series data
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Using an ensemble of classifiers to audit a production classifier
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Combining audio-based and video-based shot classification systems for news videos segmentation
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Coupling adaboost and random subspace for diversified fisher linear discriminant
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Multi-variate quickest detection of significant change process
GameSec'11 Proceedings of the Second international conference on Decision and Game Theory for Security
Text-Independent writer identification based on fusion of dynamic and static features
IWBRS'05 Proceedings of the 2005 international conference on Advances in Biometric Person Authentication
CCC: classifier combination via classifier
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing
Improving BCI performance after classification
Proceedings of the 14th ACM international conference on Multimodal interaction
Error-rate based biometrics fusion
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Improving a dynamic ensemble selection method based on oracle information
International Journal of Innovative Computing and Applications
Expert Systems with Applications: An International Journal
A comparative study of classifier combination applied to NLP tasks
Information Fusion
Information Sciences: an International Journal
A survey of multiple classifier systems as hybrid systems
Information Fusion
Segmentation of abdominal organs from CT using a multi-level, hierarchical neural network strategy
Computer Methods and Programs in Biomedicine
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For pattern recognition, when a single classifier cannot provide a decision which is 100 percent correct, multiple classifiers should be able to achieve higher accuracy. This is because group decisions are generally better than any individual驴s. Based on this concept, a method called the 驴Behavior-Knowledge Space Method驴 was developed, which can aggregate the decisions obtained from individual classifiers and derive the best final decisions from the statistical point of view. Experiments on 46,451 samples of unconstrained handwritten numerals have shown that this method achieves very promising performances and outperforms voting, Bayesian, and Dempster-Shafer approaches.