Support Vector and Decision Algorithms

This cluster focuses on algorithms related to support vector machines and decision tree methodologies. It includes studies evaluating their performance and applicability across various datasets.

Support Vector Machines
Decision Trees
Algorithms
Performance Evaluation
Datasets

3,919 papers

Parent topic: Intelligent Systems and Learning

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Papers Over Time

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Top Papers

New Support Vector Algorithms

2000 · 1,991 citations

An Assessment Of Support Vector Machines For Land Cover Classification

2002 · 1,348 citations

A GA-based Feature Selection And Parameters Optimizationfor Support Vector Machines

2006 · 1,108 citations

Classifier Fitness Based On Accuracy

1995 · 1,059 citations

Classification Based On Decision Tree Algorithm For Machine Learning

2021 · 933 citations

A Comparison Of Random Forest And Its Gini Importance With Standard Chemometric Methods For The Feature Selection And Classification Of Spectral Data

2009 · 926 citations

A Comprehensive Review Of Dimensionality Reduction Techniques For Feature Selection And Feature Extraction

2020 · 576 citations

Rough Classification

1984 · 429 citations

Robust Feature Selection Using Ensemble Feature Selection Techniques

2008 · 404 citations

An Improved Method To Construct Basic Probability Assignment Based On The Confusion Matrix For Classification Problem

2016 · 400 citations

A Novel Optimized SVM Classification Algorithm With Multi-Domain Feature And Its Application To Fault Diagnosis Of Rolling Bearing

2018 · 398 citations

Machine Learning And Artificial Intelligence: Definitions, Applications, And Future Directions

2020 · 384 citations

Intelligent Fault Diagnosis Of Machines With Small & Imbalanced Data: A State-Of-The-Art Review And Possible Extensions

2022 · 372 citations

Cost-Sensitive Classification: Empirical Evaluation Of A Hybrid Genetic Decision Tree Induction Algorithm

1995 · 340 citations

Feature Selection Using Decision Tree And Classification Through Proximal Support Vector Machine For Fault Diagnostics Of Roller Bearing

2007 · 332 citations

Feature Engineering And Selection

2019 · 329 citations

Comparative Accuracies Of Artificial Neural Networks And Discriminant Analysis In Predicting Forest Cover Types From Cartographic Variables

1999 · 304 citations

Parameter Determination Of Support Vector Machine And Feature Selection Using Simulated Annealing Approach

2008 · 261 citations

Stability Of Feature Selection Algorithm: A Review

2022 · 252 citations

A Quantitative Approach To A Problem In Classification

1957 · 235 citations