Classifying large data sets using SVMs with hierarchical clusters

SVM in oracle database 10g: removing the barriers to widespread adoption of support vector machines

VLDB '05 Proceedings of the 31st international conference on Very large data bases

Concept boundary detection for speeding up SVMs

ICML '06 Proceedings of the 23rd international conference on Machine learning

Clustering based large margin classification: a scalable approach using SOCP formulation

Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining

Incremental approximate matrix factorization for speeding up support vector machines

Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining

MESO: Supporting Online Decision Making in Autonomic Computing Systems

IEEE Transactions on Knowledge and Data Engineering

Support cluster machine

Proceedings of the 24th international conference on Machine learning

On the optimal working set size in serial and parallel support vector machine learning with the decomposition algorithm

AusDM '06 Proceedings of the fifth Australasian conference on Data mining and analystics - Volume 61

A new intrusion detection system using support vector machines and hierarchical clustering

The VLDB Journal — The International Journal on Very Large Data Bases

Hierarchical document classification using automatically generated hierarchy

Journal of Intelligent Information Systems

Mutually beneficial learning with application to on-line news classification

Proceedings of the ACM first Ph.D. workshop in CIKM

Support vector machine classification for large data sets via minimum enclosing ball clustering

Neurocomputing

Selecting valuable training samples for SVMs via data structure analysis

Neurocomputing

A Confident Majority Voting Strategy for Parallel and Modular Support Vector Machines

ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks, Part III

Data Selection Using SASH Trees for Support Vector Machines

MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition

LSSVM with Fuzzy Pre-processing Model Based Aero Engine Data Mining Technology

ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications

Speed Up SVM Algorithm for Massive Classification Tasks

ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications

Nonlinear clustering-based support vector machine for large data sets

Optimization Methods & Software - Mathematical programming in data mining and machine learning

Computer-aided evaluation of neuroblastoma on whole-slide histology images: Classifying grade of neuroblastic differentiation

Pattern Recognition

Intelligent file scoring system for malware detection from the gray list

Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining

Granular support vector machines with association rules mining for protein homology prediction

Artificial Intelligence in Medicine

Fast support vector machines for continuous data

IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on cybernetics and cognitive informatics

Block-quantized support vector ordinal regression

IEEE Transactions on Neural Networks

Two-level k-means clustering algorithm for k-τ relationship establishment and linear-time classification

Pattern Recognition

Streamed learning: one-pass SVMs

IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence

Perspectives on social tagging

Journal of the American Society for Information Science and Technology

GNG-SVM framework: classifying large datasets with support vector machines using growing neural gas

IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks

A novel strategy for a vertical web page classifier based on continuous learning naïve bayes algorithm

International Journal of Computers and Applications

Scaling up support vector machines using nearest neighbor condensation

IEEE Transactions on Neural Networks

Database implementation of a model-free classifier

ADBIS'07 Proceedings of the 11th East European conference on Advances in databases and information systems

Hierarchical clustering support vector machines for classifying type-2 diabetes patients

ISBRA'08 Proceedings of the 4th international conference on Bioinformatics research and applications

Large linear classification when data cannot fit in memory

Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining

Proximity queries using separating bounding volumes

International Journal of Computer Applications in Technology

Detecting Management Fraud in Public Companies

Management Science

Support vector classifier based on fuzzy c-means and Mahalanobis distance

Journal of Intelligent Information Systems

A novel intrusion detection system based on hierarchical clustering and support vector machines

Expert Systems with Applications: An International Journal

An online incremental learning support vector machine for large-scale data

ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part II

High dimensional image categorization

ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I

Mutual information-based feature selection for intrusion detection systems

Journal of Network and Computer Applications

Combining file content and file relations for cloud based malware detection

Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining

Selective block minimization for faster convergence of limited memory large-scale linear models

Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining

Using the leader algorithm with support vector machines for large data sets

ICANN'11 Proceedings of the 21th international conference on Artificial neural networks - Volume Part I

Clinical charge profiles prediction for patients diagnosed with chronic diseases using Multi-level Support Vector Machine

Expert Systems with Applications: An International Journal

Support vector machine classification based on fuzzy clustering for large data sets

MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence

Large Linear Classification When Data Cannot Fit in Memory

ACM Transactions on Knowledge Discovery from Data (TKDD)

Cluster aggregate inequality and multi-level hierarchical clustering

PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases

HyParSVM: a new hybrid parallel software for support vector machine learning on SMP clusters

Euro-Par'06 Proceedings of the 12th international conference on Parallel Processing

Clustering support vector machines and its application to local protein tertiary structure prediction

ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part II

A hybrid method for speeding SVM training

NGITS'06 Proceedings of the 6th international conference on Next Generation Information Technologies and Systems

A new model selection method for SVM

IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning

A fast SVM training algorithm based on a decision tree data filter

MICAI'11 Proceedings of the 10th Mexican international conference on Advances in Artificial Intelligence - Volume Part I

Mining uncertain data streams using clustering feature decision trees

ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II

Detecting RNA sequences using two-stage SVM classifier

LSMS'07 Proceedings of the 2007 international conference on Life System Modeling and Simulation

An ontology enhanced parallel SVM for scalable spam filter training

Neurocomputing

Fuzzy clustering for semi-supervised learning --- case study: construction of an emotion lexicon

MICAI'12 Proceedings of the 11th Mexican international conference on Advances in Artificial Intelligence - Volume Part I

The impact of semi-supervised clustering on text classification

Proceedings of the 17th Panhellenic Conference on Informatics

Convex and concave hulls for classification with support vector machine

Neurocomputing

Fast classification for large data sets via random selection clustering and Support Vector Machines

Intelligent Data Analysis