What size net gives valid generalization?
Neural Computation
Decision theoretic generalizations of the PAC model for neural net and other learning applications
Information and Computation
A generalization of Sauer's lemma
Journal of Combinatorial Theory Series A
On the boosting ability of top-down decision tree learning algorithms
STOC '96 Proceedings of the twenty-eighth annual ACM symposium on Theory of computing
Using and combining predictors that specialize
STOC '97 Proceedings of the twenty-ninth annual ACM symposium on Theory of computing
A decision-theoretic generalization of on-line learning and an application to boosting
Journal of Computer and System Sciences - Special issue: 26th annual ACM symposium on the theory of computing & STOC'94, May 23–25, 1994, and second annual Europe an conference on computational learning theory (EuroCOLT'95), March 13–15, 1995
Training methods for adaptive boosting of neural networks
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
Using output codes to boost multiclass learning problems
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Solving multiclass learning problems via error-correcting output codes
Journal of Artificial Intelligence Research
An empirical evaluation of bagging and boosting
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
IEEE Transactions on Information Theory
An adaptive version of the boost by majority algorithm
COLT '99 Proceedings of the twelfth annual conference on Computational learning theory
COLT '99 Proceedings of the twelfth annual conference on Computational learning theory
Additive models, boosting, and inference for generalized divergences
COLT '99 Proceedings of the twelfth annual conference on Computational learning theory
Boosting as entropy projection
COLT '99 Proceedings of the twelfth annual conference on Computational learning theory
Multiclass learning, boosting, and error-correcting codes
COLT '99 Proceedings of the twelfth annual conference on Computational learning theory
The application of AdaBoost for distributed, scalable and on-line learning
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
A simple, fast, and effective rule learner
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
BoosTexter: A Boosting-based Systemfor Text Categorization
Machine Learning - Special issue on information retrieval
Machine Learning
Statistics and Computing
PAC Analogues of Perceptron and Winnow Via Boosting the Margin
Machine Learning
Theoretical and Experimental Analysis of a Two-Stage System for Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Constructing Boosting Algorithms from SVMs: An Application to One-Class Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Distributed Data Mining in Credit Card Fraud Detection
IEEE Intelligent Systems
Boosting and Hard-Core Set Construction
Machine Learning
Statistical Learning of Multi-view Face Detection
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
On the Boosting Pruning Problem
ECML '00 Proceedings of the 11th European Conference on Machine Learning
Multiclass Alternating Decision Trees
ECML '02 Proceedings of the 13th European Conference on Machine Learning
ECML '02 Proceedings of the 13th European Conference on Machine Learning
Evaluation and Construction of Training Corpuses for Text Classification: A Preliminary Study
NLDB '02 Proceedings of the 6th International Conference on Applications of Natural Language to Information Systems-Revised Papers
Contribution of Dataset Reduction Techniques to Tree-Simplification and Knowledge Discovery
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
WAIM '00 Proceedings of the First International Conference on Web-Age Information Management
Proof Length as an Uncertainty Factor in ILP
Soft-Ware 2002 Proceedings of the First International Conference on Computing in an Imperfect World
An Approach to Improve Text Classification Efficiency
ADBIS '02 Proceedings of the 6th East European Conference on Advances in Databases and Information Systems
A Mixed Ensemble Approach for the Semi-supervised Problem
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
A Comparison of Face Detection Algorithms
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
EuroCOLT '99 Proceedings of the 4th European Conference on Computational Learning Theory
A Geometric Approach to Leveraging Weak Learners
EuroCOLT '99 Proceedings of the 4th European Conference on Computational Learning Theory
Identifying and Eliminating Irrelevant Instances Using Information Theory
AI '00 Proceedings of the 13th Biennial Conference of the Canadian Society on Computational Studies of Intelligence: Advances in Artificial Intelligence
Theoretical Views of Boosting and Applications
ALT '99 Proceedings of the 10th International Conference on Algorithmic Learning Theory
Sharper Bounds for the Hardness of Prototype and Feature Selection
ALT '00 Proceedings of the 11th International Conference on Algorithmic Learning Theory
DS '98 Proceedings of the First International Conference on Discovery Science
Top-Down Decision Tree Boosting and Its Applications
Progress in Discovery Science, Final Report of the Japanese Discovery Science Project
A ``Top-Down and Prune'' Induction Scheme for Constrained Decision Committees
IDA '99 Proceedings of the Third International Symposium on Advances in Intelligent Data Analysis
From Theoretical Learnability to Statistical Measures of the Learnable
IDA '99 Proceedings of the Third International Symposium on Advances in Intelligent Data Analysis
Applying Boosting to Similarity Literals for Time Series Classification
MCS '00 Proceedings of the First International Workshop on Multiple Classifier Systems
Ensemble Methods in Machine Learning
MCS '00 Proceedings of the First International Workshop on Multiple Classifier Systems
Learning Classification RBF Networks by Boosting
MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems
Maximizing the Margin with Boosting
COLT '02 Proceedings of the 15th Annual Conference on Computational Learning Theory
Boosting Density Function Estimators
ECML '02 Proceedings of the 13th European Conference on Machine Learning
Top-down decision tree learning as information based boosting
Theoretical Computer Science
A System for Building Intelligent Agents that Learn to Retrieve and Extract Information
User Modeling and User-Adapted Interaction
FOCS '99 Proceedings of the 40th Annual Symposium on Foundations of Computer Science
Complexity in the case against accuracy estimation
Theoretical Computer Science
An introduction to boosting and leveraging
Advanced lectures on machine learning
Intelligent Web agents that learn to retrieve and extract information
Intelligent exploration of the web
Stopping criterion for boosting based data reduction techniques: from binary to multiclass problem
The Journal of Machine Learning Research
Distributional word clusters vs. words for text categorization
The Journal of Machine Learning Research
Confidence-based dynamic ensemble for image annotation and semantics discovery
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Interval and dynamic time warping-based decision trees
Proceedings of the 2004 ACM symposium on Applied computing
Improvement of Boosting Algorithm by Modifying the Weighting Rule
Annals of Mathematics and Artificial Intelligence
Natural Language Engineering
Bagging and boosting a treebank parser
NAACL 2000 Proceedings of the 1st North American chapter of the Association for Computational Linguistics conference
Subgroup Discovery with CN2-SD
The Journal of Machine Learning Research
FloatBoost Learning and Statistical Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Kernel density classification and boosting: an L2 analysis
Statistics and Computing
Semantics and feature discovery via confidence-based ensemble
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
What is the minimal set of fragments that achieves maximal parse accuracy?
ACL '01 Proceedings of the 39th Annual Meeting on Association for Computational Linguistics
Edit detection and parsing for transcribed speech
NAACL '01 Proceedings of the second meeting of the North American Chapter of the Association for Computational Linguistics on Language technologies
Using One-Class and Two-Class SVMs for Multiclass Image Annotation
IEEE Transactions on Knowledge and Data Engineering
Efficient discriminative learning of Bayesian network classifier via boosted augmented naive Bayes
ICML '05 Proceedings of the 22nd international conference on Machine learning
An empirical study of the domain dependence of supervised word sense disambiguation systems
EMNLP '00 Proceedings of the 2000 Joint SIGDAT conference on Empirical methods in natural language processing and very large corpora: held in conjunction with the 38th Annual Meeting of the Association for Computational Linguistics - Volume 13
Boosting automatic lexical acquisition with morphological information
ULA '02 Proceedings of the ACL-02 workshop on Unsupervised lexical acquisition - Volume 9
Sentence alignment for monolingual comparable corpora
EMNLP '03 Proceedings of the 2003 conference on Empirical methods in natural language processing
Neural Computation
Effective rule induction from labeled graphs
Proceedings of the 2006 ACM symposium on Applied computing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multilabel Neural Networks with Applications to Functional Genomics and Text Categorization
IEEE Transactions on Knowledge and Data Engineering
Aggregate features and ADABOOST for music classification
Machine Learning
Using natural class hierarchies in multi-class visual classification
Pattern Recognition
ML-KNN: A lazy learning approach to multi-label learning
Pattern Recognition
Learning information intent via observation
Proceedings of the 16th international conference on World Wide Web
Online Passive-Aggressive Algorithms
The Journal of Machine Learning Research
Boosting interval based literals
Intelligent Data Analysis
Boosting recombined weak classifiers
Pattern Recognition Letters
CWC: A Clustering-Based Feature Weighting Approach for Text Classification
MDAI '07 Proceedings of the 4th international conference on Modeling Decisions for Artificial Intelligence
IKNN: Informative K-Nearest Neighbor Pattern Classification
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
A New Strategy for Pridicting Eukaryotic Promoter Based on Feature Boosting
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
3D Face Recognition by Local Shape Difference Boosting
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Ml-rbf: RBF Neural Networks for Multi-Label Learning
Neural Processing Letters
Boosting Local Naïve Bayesian Rules
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Journal of Artificial Intelligence Research
A brief introduction to boosting
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
Boosting Classifiers Built from Different Subsets of Features
Fundamenta Informaticae
A hybrid approach for efficient ensembles
Decision Support Systems
Dynamic three-bin real AdaBoost using biased classifiers: an application in face detection
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
Support vector machines of interval-based features for time series classification
Knowledge-Based Systems
Learning multi-label alternating decision trees from texts and data
MLDM'03 Proceedings of the 3rd international conference on Machine learning and data mining in pattern recognition
Structured ordinal features for appearance-based object representation
AMFG'07 Proceedings of the 3rd international conference on Analysis and modeling of faces and gestures
An improved AdaBoost algorithm for unbalanced classification data
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Fast feature selection and training for AdaBoost-based concept detection with large scale datasets
Proceedings of the international conference on Multimedia
Minimalist AdaBoost for blemish identification in potatoes
ICCVG'10 Proceedings of the 2010 international conference on Computer vision and graphics: Part I
Voting-averaged combination method for regressor ensemble
ICIC'10 Proceedings of the 6th international conference on Advanced intelligent computing theories and applications: intelligent computing
Identification of rhetorical roles for segmentation and summarization of a legal judgment
Artificial Intelligence and Law
Learning distance functions for image retrieval
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Boosting part-sense multi-feature learners toward effective object detection
Computer Vision and Image Understanding
Evaluation of face alignment solutions using statistical learning
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
A boosted classifier tree for hand shape detection
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Boosted independent features for face expression recognition
ISNN'05 Proceedings of the Second international conference on Advances in neural networks - Volume Part II
A boosting approach to improving pseudo-relevance feedback
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
A video based personalized face model generation approach for network 3d games
ICEC'05 Proceedings of the 4th international conference on Entertainment Computing
Fast face detection integrating motion energy into a cascade-structured classifier
ICMLC'05 Proceedings of the 4th international conference on Advances in Machine Learning and Cybernetics
Boosting statistical local feature based classifiers for face recognition
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part II
Using boosting learning method for intrusion detection
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
Boosting local binary pattern (LBP)-Based face recognition
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
BoostML: an adaptive metric learning for nearest neighbor classification
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Asymmetric constraint optimization based adaptive boosting for cascade face detector
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing Theories and Applications: with aspects of artificial intelligence
Application frameworks and methods for assisting tracking of actionable items
Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication
Active subgroup mining: a case study in coronary heart disease risk group detection
Artificial Intelligence in Medicine
Towards improving automatic image annotation using improvised fractal SMOTE approach
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
International Journal of Computer Vision
Spatial recognition and grouping of text and graphics
SBM'04 Proceedings of the First Eurographics conference on Sketch-Based Interfaces and Modeling
Learning multi-scale block local binary patterns for face recognition
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Algorithm for segmentation of documents based on texture features
Pattern Recognition and Image Analysis
Preceding rule induction with instance reduction methods
MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition
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