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Ahmad Abu Shanab
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Books and Theses
- 2015
- [b1]Ahmad Abu Shanab:
Analysis of machine learning algorithms on bioinformatics data of varying quality. Florida Atlantic University, Boca Raton, FL, USA, 2015
Journal Articles
- 2012
- [j1]Ahmad Abu Shanab, Taghi M. Khoshgoftaar, Randall Wald, Jason Van Hulse:
Evaluation of the importance of data pre-processing order when combining feature selection and data sampling. Int. J. Bus. Intell. Data Min. 7(1/2): 116-134 (2012)
Conference and Workshop Papers
- 2018
- [c13]Ahmad Abu Shanab, Taghi M. Khoshgoftaar:
Is Gene Selection Enough for Imbalanced Bioinformatics Data? IRI 2018: 346-355 - [c12]Ahmad Abu Shanab, Taghi M. Khoshgoftaar:
Filter-Based Subset Selection for Easy, Moderate, and Hard Bioinformatics Data. IRI 2018: 372-377 - 2015
- [c11]Alireza Fazelpour, Taghi M. Khoshgoftaar, David J. Dittman, Ahmad Abu Shanab:
Observing the Effect of the Choice of Classifier on Bioinformatics Data with Varying Levels of Data Quality and Class Balance. IRI 2015: 372-379 - 2014
- [c10]Ahmad Abu Shanab, Taghi M. Khoshgoftaar, Randall Wald:
Evaluation of Wrapper-Based Feature Selection Using Hard, Moderate, and Easy Bioinformatics Data. BIBE 2014: 149-155 - [c9]Ahmad Abu Shanab, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano:
How ranker and learner choice affects classification performance on noisy bioinformatics data. IRI 2014: 277-282 - [c8]Randall Wald, Taghi M. Khoshgoftaar, Ahmad Abu Shanab:
The effect of noise level and distribution on classification of easy gene microarray data. IRI 2014: 297-302 - 2013
- [c7]Randall Wald, Taghi M. Khoshgoftaar, Ahmad Abu Shanab, Amri Napolitano:
Comparative Analysis on the Stability of Feature Selection Techniques Using Three Frameworks on Biological Datasets. ICMLA (1) 2013: 418-423 - [c6]Randall Wald, Taghi M. Khoshgoftaar, Ahmad Abu Shanab:
Comparison of Two Frameworks for Measuring the Stability of Gene-Selection Techniques on Noisy Class-Imbalanced Data. ICTAI 2013: 881-888 - 2012
- [c5]Randall Wald, Taghi M. Khoshgoftaar, Ahmad Abu Shanab:
The effect of measurement approach and noise level on gene selection stability. BIBM 2012: 1-5 - [c4]Ahmad Abu Shanab, Taghi M. Khoshgoftaar, Randall Wald:
Robustness of Threshold-Based Feature Rankers with Data Sampling on Noisy and Imbalanced Data. FLAIRS 2012 - [c3]Ahmad Abu Shanab, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano:
Impact of noise and data sampling on stability of feature ranking techniques for biological datasets. IRI 2012: 415-422 - 2011
- [c2]Ahmad Abu Shanab, Taghi M. Khoshgoftaar, Randall Wald:
Impact of Noise and Data Sampling on Stability of Feature Selection. ICMLA (1) 2011: 172-177 - [c1]Ahmad Abu Shanab, Taghi M. Khoshgoftaar, Randall Wald, Jason Van Hulse:
Comparison of approaches to alleviate problems with high-dimensional and class-imbalanced data. IRI 2011: 234-239
Coauthor Index
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