Machine Learning
Linear Programming Boosting via Column Generation
Machine Learning
Large Scale Kernel Regression via Linear Programming
Machine Learning
K-SVCR. A Multi-class Support Vector Machine
ECML '00 Proceedings of the 11th European Conference on Machine Learning
Towards Self-Exploring Discriminating Features
MLDM '01 Proceedings of the Second International Workshop on Machine Learning and Data Mining in Pattern Recognition
Comparisons of QP and LP Based Learning from Empirical Data
Proceedings of the 14th International conference on Industrial and engineering applications of artificial intelligence and expert systems: engineering of intelligent systems
Regularized principal manifolds
The Journal of Machine Learning Research
Dimensionality reduction via sparse support vector machines
The Journal of Machine Learning Research
A tutorial on support vector regression
Statistics and Computing
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Building Sparse Large Margin Classifiers
ICML '05 Proceedings of the 22nd international conference on Machine learning
Comparison between error correcting output codes and fuzzy support vector machines
Pattern Recognition Letters - Special issue: Artificial neural networks in pattern recognition
Computer aided detection via asymmetric cascade of sparse hyperplane classifiers
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
MILES: Multiple-Instance Learning via Embedded Instance Selection
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Direct Method for Building Sparse Kernel Learning Algorithms
The Journal of Machine Learning Research
Reducing the number of sub-classifiers for pairwise multi-category support vector machines
Pattern Recognition Letters
Incorporating prior knowledge in support vector regression
Machine Learning
Multi-group support vector machines with measurement costs: A biobjective approach
Discrete Applied Mathematics
Regularized nonsmooth Newton method for multi-class support vector machines
Optimization Methods & Software - Systems Analysis, Optimization and Data Mining in Biomedicine
Transductive Learning from Relational Data
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Protein functional class prediction with a combined graph
Expert Systems with Applications: An International Journal
A relational approach to probabilistic classification in a transductive setting
Engineering Applications of Artificial Intelligence
International Journal of Systems Science - Innovative Production Machines and Systems, Guest Editors: Duc-Truong Pham, Anthony Soroka and Eldaw Eldukhri
Component-based discriminative classification for hidden Markov models
Pattern Recognition
A comparative study of decision tree approaches to multi-class Support Vector Machines
AIA '08 Proceedings of the 26th IASTED International Conference on Artificial Intelligence and Applications
Binarized Support Vector Machines
INFORMS Journal on Computing
Learning to integrate web taxonomies
Web Semantics: Science, Services and Agents on the World Wide Web
On the sparseness of 1-norm support vector machines
Neural Networks
CSNL: A cost-sensitive non-linear decision tree algorithm
ACM Transactions on Knowledge Discovery from Data (TKDD)
An improved NN-SVM based on K congener nearest neighbors classification algorithm
KSEM'07 Proceedings of the 2nd international conference on Knowledge science, engineering and management
Transductive learning from textual data with relevant example selection
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part II
Multiclass SVM classification using graphs calibrated by similarity between classes
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part IV
Reducing number of classifiers in DAGSVM based on class similarity
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
Transductive learning for text classification using explicit knowledge models
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Efficient large scale linear programming support vector machines
ECML'06 Proceedings of the 17th European conference on Machine Learning
A new support vector machine for multi-class classification
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
Constructing multi-resolution support vector regression modelling
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
A new proximal support vector machine for semi-supervised classification
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Margin-sparsity trade-off for the set covering machine
ECML'05 Proceedings of the 16th European conference on Machine Learning
Mining inter-entity semantic relations using improved transductive learning
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
Fast training of linear programming support vector machines using decomposition techniques
ANNPR'06 Proceedings of the Second international conference on Artificial Neural Networks in Pattern Recognition
Hyperdisk based large margin classifier
Pattern Recognition
A fast algorithm for kernel 1-norm support vector machines
Knowledge-Based Systems
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