Handling the impact of feature uncertainties on SVM: A robust approach based on Sobol sensitivity analysis

Sensitivity analysis methods in the biomedical sciences

(2020) George Qian et al.   MATHEMATICAL BIOSCIENCES

A meta-learning recommender system for hyperparameter tuning: Predicting when tuning improves SVM classifiers

(2019) Rafael G. Mantovani et al.   INFORMATION SCIENCES

Modeling uncertain data using Monte Carlo integration method for clustering

(2019) Krishna Kumar Sharma et al.   EXPERT SYSTEMS WITH APPLICATIONS

A survey of robust optimization based machine learning with special reference to support vector machines

(2019) Manisha Singla et al.   International Journal of Machine Learning and Cybernetics

Robust hand gesture recognition with a double channel surface EMG wearable armband and SVM classifier

(2018) Mahmoud Tavakoli et al.   Biomedical Signal Processing and Control

Double regularization methods for robust feature selection and SVM classification via DC programming

(2018) Julio López et al.   INFORMATION SCIENCES

Application of support vector machine models for forecasting solar and wind energy resources: A review

(2018) Alireza Zendehboudi et al.   JOURNAL OF CLEANER PRODUCTION

Using support vector machines for the computationally efficient identification of acceptable design parameters in computer-aided engineering applications

(2017) Michael E. Cholette et al.   EXPERT SYSTEMS WITH APPLICATIONS

Training soft margin support vector machines by simulated annealing: A dual approach

(2017) Madson L. Dantas Dias et al.   EXPERT SYSTEMS WITH APPLICATIONS

Sensitivity analysis using a variance-based method for a three-axis diamond turning machine

(2017) Xicong Zou et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Product quality improvement method in manufacturing process based on kernel optimisation algorithm

(2017) Zhe Wei et al.   INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH

Interval SVM-Based Classification Algorithm Using the Uncertainty Trick

(2017) Lev V. Utkin et al.   International Journal on Artificial Intelligence Tools

Support vector machine applications in the field of hydrology: A review

(2014) Sujay Raghavendra. N et al.   APPLIED SOFT COMPUTING

Feature selection for linear SVMs under uncertain data: Robust optimization based on difference of convex functions algorithms

(2014) Hoai An Le Thi et al.   NEURAL NETWORKS

A robust least squares support vector machine for regression and classification with noise

(2014) Xiaowei Yang et al.   NEUROCOMPUTING

Classification in the Presence of Label Noise: A Survey

(2014) Benoit Frenay et al.   IEEE Transactions on Neural Networks and Learning Systems

Estimating Sobol sensitivity indices using correlations

(2012) Graham Glen et al.   ENVIRONMENTAL MODELLING & SOFTWARE

The complex fuzzy system forecasting model based on fuzzy SVM with triangular fuzzy number input and output

(2011) Qi Wu et al.   EXPERT SYSTEMS WITH APPLICATIONS

Fuzzy robust ν -support vector machine with penalizing hybrid noises on symmetric triangular fuzzy number space

(2010) Qi Wu   EXPERT SYSTEMS WITH APPLICATIONS

SVM practical industrial application for mechanical faults diagnostic

(2010) Lane Maria Rabelo Baccarini et al.   EXPERT SYSTEMS WITH APPLICATIONS

Chance constrained uncertain classification via robust optimization

(2010) Aharon Ben-Tal et al.   MATHEMATICAL PROGRAMMING

A novel approach of analog circuit fault diagnosis using support vector machines classifier

(2010) Jiang Cui et al.   MEASUREMENT