| 2016 | IRI | Investigating the Variation of Ensemble Size on Bagging-Based Classifier Performance in Imbalanced Bioinformatics Datasets. | Alireza Fazelpour, Taghi M. Khoshgoftaar, David J. Dittman, Amri Napolitano |
| 2015 | FlAIRS | Selecting the Appropriate Ensemble Learning Approach for Balanced Bioinformatics Data. | David J. Dittman, Taghi M. Khoshgoftaar, Amri Napolitano |
| 2015 | FlAIRS | Impact of Feature Selection Techniques for Tweet Sentiment Classification. | Joseph D. Prusa, Taghi M. Khoshgoftaar, David J. Dittman |
| 2015 | ICMLA | Does the Inclusion of Data Sampling Improve the Performance of Boosting Algorithms on Imbalanced Bioinformatics Data? | Alireza Fazelpour, Taghi M. Khoshgoftaar, David J. Dittman, Amri Napolitano |
| 2015 | ICMLA | Investigating New Bootstrapping Approaches of Bagging Classifiers to Account for Class Imbalance in Bioinformatics Datasets. | Alireza Fazelpour, Taghi M. Khoshgoftaar, David J. Dittman, Amri Napolitano |
| 2015 | IRI | The Effect of Data Sampling When Using Random Forest on Imbalanced Bioinformatics Data. | David J. Dittman, Taghi M. Khoshgoftaar, Amri Napolitano |
| 2015 | IRI | Choosing an Appropriate Ensemble Classifier for Balanced Bioinformatics Data. | Alireza Fazelpour, Taghi M. Khoshgoftaar, David J. Dittman, Amri Napolitano |
| 2015 | IRI | Observing the Effect of the Choice of Classifier on Bioinformatics Data with Varying Levels of Data Quality and Class Balance. | Alireza Fazelpour, Taghi M. Khoshgoftaar, David J. Dittman, Ahmad Abu Shanab |
| 2015 | IRI | Building an Effective Classification Model for Breast Cancer Patient Response Data. | Brian Heredia, Taghi M. Khoshgoftaar, Alireza Fazelpour, David J. Dittman |
| 2015 | IRI | Alterations to the Bootstrapping Process within Random Forest: A Case Study on Imbalanced Bioinformatics Data. | Taghi M. Khoshgoftaar, Alireza Fazelpour, David J. Dittman, Amri Napolitano |
| 2015 | IRI | Using Ensemble Learners to Improve Classifier Performance on Tweet Sentiment Data. | Joseph D. Prusa, Taghi M. Khoshgoftaar, David J. Dittman |
| 2015 | IRI | Using Random Undersampling to Alleviate Class Imbalance on Tweet Sentiment Data. | Joseph D. Prusa, Taghi M. Khoshgoftaar, David J. Dittman, Amri Napolitano |
| 2015 | ICTAI | Ensemble vs. Data Sampling: Which Option Is Best Suited to Improve Classification Performance of Imbalanced Bioinformatics Data? | Taghi M. Khoshgoftaar, Alireza Fazelpour, David J. Dittman, Amri Napolitano |
| 2014 | BIBE | Selecting the Appropriate Data Sampling Approach for Imbalanced and High-Dimensional Bioinformatics Datasets. | David J. Dittman, Taghi M. Khoshgoftaar, Amri Napolitano |
| 2014 | BIBE | Select-Bagging: Effectively Combining Gene Selection and Bagging for Balanced Bioinformatics Data. | David J. Dittman, Taghi M. Khoshgoftaar, Amri Napolitano, Alireza Fazelpour |
| 2014 | BIBE | Effects of the Use of Boosting on Classification Performance of Imbalanced Bioinformatics Datasets. | Taghi M. Khoshgoftaar, Alireza Fazelpour, David J. Dittman, Amri Napolitano |
| 2014 | FlAIRS | Comparison of Data Sampling Approaches for Imbalanced Bioinformatics Data. | David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano |
| 2014 | IRI | Classification performance of three approaches for combining data sampling and gene selection on bioinformatics data. | Taghi M. Khoshgoftaar, Alireza Fazelpour, David J. Dittman, Amri Napolitano |
| 2013 | FlAIRS | Classification Performance of Rank Aggregation Techniques for Ensemble Gene Selection. | David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano |
| 2013 | FlAIRS | Ensemble Gene Selection Versus Single Gene Selection: Which Is Better? | Randall Wald, Taghi M. Khoshgoftaar, David J. Dittman |
| 2013 | ICMLA | Simplifying the Utilization of Machine Learning Techniques for Bioinformatics. | David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano |
| 2013 | ICMLA | Contrasting Undersampled Boosting with Internal and External Feature Selection for Patient Response Datasets. | Taghi M. Khoshgoftaar, David J. Dittman, Randall Wald, Amri Napolitano |
| 2013 | ICMLA | Random Forest with 200 Selected Features: An Optimal Model for Bioinformatics Research. | Randall Wald, Taghi M. Khoshgoftaar, David J. Dittman, Amri Napolitano |
| 2013 | IRI | Comparison of rank-based vs. score-based aggregation for ensemble gene selection. | David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano |
| 2013 | IRI | Gene selection stability's dependence on dataset difficulty. | David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano |
| 2013 | IRI | Feature list aggregation approaches for ensemble gene selection on patient response datasets. | Taghi M. Khoshgoftaar, Randall Wald, David J. Dittman, Amri Napolitano |
| 2013 | IRI | Hidden dependencies between class imbalance and difficulty of learning for bioinformatics datasets. | Randall Wald, Taghi M. Khoshgoftaar, Alireza Fazelpour, David J. Dittman |
| 2013 | ICTAI | Maximizing Classification Performance for Patient Response Datasets. | David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano |
| 2013 | ICTAI | A Review of Ensemble Classification for DNA Microarrays Data. | Taghi M. Khoshgoftaar, David J. Dittman, Randall Wald, Wael Awada |
| 2012 | ICMLA | The Effect of Number of Iterations on Ensemble Gene Selection. | Wael Awada, Taghi M. Khoshgoftaar, David J. Dittman, Randall Wald |
| 2012 | ICMLA | Determining the Number of Iterations Appropriate for Ensemble Gene Selection on Microarray Data. | David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano |
| 2012 | ICMLA | Comparing Two New Gene Selection Ensemble Approaches with the Commonly-Used Approach. | David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano |
| 2012 | ICMLA | First Order Statistics Based Feature Selection: A Diverse and Powerful Family of Feature Seleciton Techniques. | Taghi M. Khoshgoftaar, David J. Dittman, Randall Wald, Alireza Fazelpour |
| 2012 | ICMLA | Mean Aggregation versus Robust Rank Aggregation for Ensemble Gene Selection. | Randall Wald, Taghi M. Khoshgoftaar, David J. Dittman |
| 2012 | ICMLA | A New Fixed-Overlap Partitioning Algorithm for Determining Stability of Bioinformatics Gene Rankers. | Randall Wald, Taghi M. Khoshgoftaar, David J. Dittman |
| 2012 | IRI | A review of the stability of feature selection techniques for bioinformatics data. | Wael Awada, Taghi M. Khoshgoftaar, David J. Dittman, Randall Wald, Amri Napolitano |
| 2012 | IRI | An extensive comparison of feature ranking aggregation techniques in bioinformatics. | Randall Wald, Taghi M. Khoshgoftaar, David J. Dittman, Wael Awada, Amri Napolitano |
| 2010 | ICMLA | Comparative Analysis of DNA Microarray Data through the Use of Feature Selection Techniques. | David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Jason Van Hulse |