| 2018 | IRI | Is Gene Selection Enough for Imbalanced Bioinformatics Data? | Ahmad Abu Shanab, Taghi M. Khoshgoftaar |
| 2018 | IRI | Filter-Based Subset Selection for Easy, Moderate, and Hard Bioinformatics Data. | Ahmad Abu Shanab, Taghi M. Khoshgoftaar |
| 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 |
| 2014 | BIBE | Evaluation of Wrapper-Based Feature Selection Using Hard, Moderate, and Easy Bioinformatics Data. | Ahmad Abu Shanab, Taghi M. Khoshgoftaar, Randall Wald |
| 2014 | IRI | How ranker and learner choice affects classification performance on noisy bioinformatics data. | Ahmad Abu Shanab, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano |
| 2014 | IRI | The effect of noise level and distribution on classification of easy gene microarray data. | Randall Wald, Taghi M. Khoshgoftaar, Ahmad Abu Shanab |
| 2013 | ICMLA | Comparative Analysis on the Stability of Feature Selection Techniques Using Three Frameworks on Biological Datasets. | Randall Wald, Taghi M. Khoshgoftaar, Ahmad Abu Shanab, Amri Napolitano |
| 2013 | ICTAI | Comparison of Two Frameworks for Measuring the Stability of Gene-Selection Techniques on Noisy Class-Imbalanced Data. | Randall Wald, Taghi M. Khoshgoftaar, Ahmad Abu Shanab |
| 2012 | FlAIRS | Robustness of Threshold-Based Feature Rankers with Data Sampling on Noisy and Imbalanced Data. | Ahmad Abu Shanab, Taghi M. Khoshgoftaar, Randall Wald |
| 2012 | IRI | Impact of noise and data sampling on stability of feature ranking techniques for biological datasets. | Ahmad Abu Shanab, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano |
| 2011 | ICMLA | Impact of Noise and Data Sampling on Stability of Feature Selection. | Ahmad Abu Shanab, Taghi M. Khoshgoftaar, Randall Wald |
| 2011 | IRI | Comparison of approaches to alleviate problems with high-dimensional and class-imbalanced data. | Ahmad Abu Shanab, Taghi M. Khoshgoftaar, Randall Wald, Jason Van Hulse |