Feature Selection with High-Dimensional Imbalanced Data. - Jason Van Hulse; Taghi M. Khoshgoftaar; Amri Napolitano; Randall Wald (ICDM Workshops, 2009)

Comparative Analysis of DNA Microarray Data through the Use of Feature Selection Techniques. - David J. Dittman; Taghi M. Khoshgoftaar; Randall Wald; Jason Van Hulse (ICMLA, 2010)

Random forest: A reliable tool for patient response prediction. - David J. Dittman; Taghi M. Khoshgoftaar; Randall Wald; Amri Napolitano (BIBM Workshops, 2011)

Stability Analysis of Feature Ranking Techniques on Biological Datasets. - David J. Dittman; Taghi M. Khoshgoftaar; Randall Wald; Huanjing Wang (BIBM, 2011)

Using Feature Selection to Determine Optimal Depth for Wavelet Packet Decomposition of Vibration Signals for Ocean System Reliability. - Randall Wald; Taghi M. Khoshgoftaar; John C. Sloan (HASE, 2011)

Impact of Noise and Data Sampling on Stability of Feature Selection. - Ahmad Abu Shanab; Taghi M. Khoshgoftaar; Randall Wald (ICMLA (1), 2011)

Feature Selection for Vibration Sensor Data Transformed by a Streaming Wavelet Packet Decomposition. - Randall Wald; Taghi M. Khoshgoftaar; John C. Sloan (ICTAI, 2011)

Comparison of approaches to alleviate problems with high-dimensional and class-imbalanced data. - Ahmad Abu Shanab; Taghi M. Khoshgoftaar; Randall Wald; Jason Van Hulse (IRI, 2011)

Fourier transforms for vibration analysis: A review and case study. - Randall Wald; Taghi M. Khoshgoftaar; John C. Sloan (IRI, 2011)

Measuring robustness of Feature Selection techniques on software engineering datasets. - Huanjing Wang; Taghi M. Khoshgoftaar; Randall Wald (IRI, 2011)

Similarity analysis of feature ranking techniques on imbalanced DNA microarray datasets. - David J. Dittman; Taghi M. Khoshgoftaar; Randall Wald; Amri Napolitano (BIBM, 2012)

The effect of measurement approach and noise level on gene selection stability. - Randall Wald; Taghi M. Khoshgoftaar; Ahmad Abu Shanab (BIBM, 2012)

Robustness of Threshold-Based Feature Rankers with Data Sampling on Noisy and Imbalanced Data. - Ahmad Abu Shanab; Taghi M. Khoshgoftaar; Randall Wald (FLAIRS, 2012)

The Effect of Number of Iterations on Ensemble Gene Selection. - Wael Awada; Taghi M. Khoshgoftaar; David J. Dittman; Randall Wald (ICMLA (2), 2012)

Determining the Number of Iterations Appropriate for Ensemble Gene Selection on Microarray Data. - David J. Dittman; Taghi M. Khoshgoftaar; Randall Wald; Amri Napolitano (ICMLA (1), 2012)

Comparing Two New Gene Selection Ensemble Approaches with the Commonly-Used Approach. - David J. Dittman; Taghi M. Khoshgoftaar; Randall Wald; Amri Napolitano (ICMLA (2), 2012)

Applying Feature Selection to Short Time Wavelet Transformed Vibration Data for Reliability Analysis of an Ocean Turbine. - Janell Duhaney; Taghi M. Khoshgoftaar; Randall Wald (ICMLA (1), 2012)

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 (ICMLA (2), 2012)

Mean Aggregation versus Robust Rank Aggregation for Ensemble Gene Selection. - Randall Wald; Taghi M. Khoshgoftaar; David J. Dittman (ICMLA (1), 2012)

A New Fixed-Overlap Partitioning Algorithm for Determining Stability of Bioinformatics Gene Rankers. - Randall Wald; Taghi M. Khoshgoftaar; David J. Dittman (ICMLA (2), 2012)

Using Twitter Content to Predict Psychopathy. - Randall Wald; Taghi M. Khoshgoftaar; Amri Napolitano; Chris Sumner (ICMLA (2), 2012)

A Comparative Study on the Stability of Software Metric Selection Techniques. - Huanjing Wang; Taghi M. Khoshgoftaar; Randall Wald; Amri Napolitano (ICMLA (2), 2012)

A review of the stability of feature selection techniques for bioinformatics data. - Wael Awada; Taghi M. Khoshgoftaar; David J. Dittman; Randall Wald; Amri Napolitano (IRI, 2012)

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 (IRI, 2012)

An extensive comparison of feature ranking aggregation techniques in bioinformatics. - Randall Wald; Taghi M. Khoshgoftaar; David J. Dittman; Wael Awada; Amri Napolitano (IRI, 2012)

Machine prediction of personality from Facebook profiles. - Randall Wald; Taghi M. Khoshgoftaar; Chris Sumner (IRI, 2012)

A novel dataset-similarity-aware approach for evaluating stability of software metric selection techniques. - Huanjing Wang; Taghi M. Khoshgoftaar; Randall Wald; Amri Napolitano (IRI, 2012)

An Empirical Study of Software Metric Selection Techniques for Defect Prediction. - Huanjing Wang; Taghi M. Khoshgoftaar; Randall Wald; Amri Napolitano (SEKE, 2012)

Evaluation of the importance of data pre-processing order when combining feature selection and data sampling. - Ahmad Abu Shanab; Taghi M. Khoshgoftaar; Randall Wald; Jason Van Hulse (Int. J. Bus. Intell. Data Min., 2012)

Threshold-based feature selection techniques for high-dimensional bioinformatics data. - Jason Van Hulse; Taghi M. Khoshgoftaar; Amri Napolitano; Randall Wald (Netw. Model. Anal. Health Informatics Bioinform., 2012)

Vibration analysis for ocean turbine reliability models. - Randall Wald (2012)

Classification Performance of Rank Aggregation Techniques for Ensemble Gene Selection. - David J. Dittman; Taghi M. Khoshgoftaar; Randall Wald; Amri Napolitano (FLAIRS, 2013)

Ensemble Gene Selection Versus Single Gene Selection: Which Is Better? - Randall Wald; Taghi M. Khoshgoftaar; David J. Dittman (FLAIRS, 2013)

Simplifying the Utilization of Machine Learning Techniques for Bioinformatics. - David J. Dittman; Taghi M. Khoshgoftaar; Randall Wald; Amri Napolitano (ICMLA (2), 2013)

Survey of Clinical Data Mining Applications on Big Data in Health Informatics. - Matthew Herland; Taghi M. Khoshgoftaar; Randall Wald (ICMLA (2), 2013)

Contrasting Undersampled Boosting with Internal and External Feature Selection for Patient Response Datasets. - Taghi M. Khoshgoftaar; David J. Dittman; Randall Wald; Amri Napolitano (ICMLA (2), 2013)

Survey of Data Cleansing and Monitoring for Large-Scale Battery Backup Installations. - Liz Aranguren Pachano; Taghi M. Khoshgoftaar; Randall Wald (ICMLA (2), 2013)

Random Forest with 200 Selected Features: An Optimal Model for Bioinformatics Research. - Randall Wald; Taghi M. Khoshgoftaar; David J. Dittman; Amri Napolitano (ICMLA (1), 2013)

Comparison of Stability for Different Families of Filter-Based and Wrapper-Based Feature Selection. - Randall Wald; Taghi M. Khoshgoftaar; Amri Napolitano (ICMLA (2), 2013)

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 (ICMLA (1), 2013)

Maximizing Classification Performance for Patient Response Datasets. - David J. Dittman; Taghi M. Khoshgoftaar; Randall Wald; Amri Napolitano (ICTAI, 2013)

A Review of Ensemble Classification for DNA Microarrays Data. - Taghi M. Khoshgoftaar; David J. Dittman; Randall Wald; Wael Awada (ICTAI, 2013)

Stability of Filter- and Wrapper-Based Feature Subset Selection. - Randall Wald; Taghi M. Khoshgoftaar; Amri Napolitano (ICTAI, 2013)

How the Choice of Wrapper Learner and Performance Metric Affects Subset Evaluation. - Randall Wald; Taghi M. Khoshgoftaar; Amri Napolitano (ICTAI, 2013)

Should the Same Learners Be Used Both within Wrapper Feature Selection and for Building Classification Models? - Randall Wald; Taghi M. Khoshgoftaar; Amri Napolitano (ICTAI, 2013)

Which Users Reply to and Interact with Twitter Social Bots? - Randall Wald; Taghi M. Khoshgoftaar; Amri Napolitano; Chris Sumner (ICTAI, 2013)

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 (ICTAI, 2013)

Comparison of rank-based vs. score-based aggregation for ensemble gene selection. - David J. Dittman; Taghi M. Khoshgoftaar; Randall Wald; Amri Napolitano (IRI, 2013)

Gene selection stability's dependence on dataset difficulty. - David J. Dittman; Taghi M. Khoshgoftaar; Randall Wald; Amri Napolitano (IRI, 2013)

A survey of stability analysis of feature subset selection techniques. - Taghi M. Khoshgoftaar; Alireza Fazelpour; Huanjing Wang; Randall Wald (IRI, 2013)

Feature list aggregation approaches for ensemble gene selection on patient response datasets. - Taghi M. Khoshgoftaar; Randall Wald; David J. Dittman; Amri Napolitano (IRI, 2013)

Patient response datasets: Challenges and opportunities. - Randall Wald; Taghi M. Khoshgoftaar (IRI, 2013)

The use of balance-aware subsampling for bioinformatics datasets. - Randall Wald; Taghi M. Khoshgoftaar; Alireza Fazelpour (IRI, 2013)

Hidden dependencies between class imbalance and difficulty of learning for bioinformatics datasets. - Randall Wald; Taghi M. Khoshgoftaar; Alireza Fazelpour; David J. Dittman (IRI, 2013)

The importance of performance metrics within wrapper feature selection. - Randall Wald; Taghi M. Khoshgoftaar; Amri Napolitano (IRI, 2013)

Filter- and wrapper-based feature selection for predicting user interaction with Twitter bots. - Randall Wald; Taghi M. Khoshgoftaar; Amri Napolitano (IRI, 2013)

Predicting susceptibility to social bots on Twitter. - Randall Wald; Taghi M. Khoshgoftaar; Amri Napolitano; Chris Sumner (IRI, 2013)

A Study on First Order Statistics-Based Feature Selection Techniques on Software Metric Data. - Huanjing Wang; Taghi M. Khoshgoftaar; Randall Wald; Amri Napolitano (SEKE, 2013)

Feature Selection for Optimization of Wavelet Packet Decomposition in Reliability Analysis of Systems. - Randall Wald; Taghi M. Khoshgoftaar; John C. Sloan (Int. J. Artif. Intell. Tools, 2013)

Evaluation of Wrapper-Based Feature Selection Using Hard, Moderate, and Easy Bioinformatics Data. - Ahmad Abu Shanab; Taghi M. Khoshgoftaar; Randall Wald (BIBE, 2014)

Using Correlation-Based Feature Selection for a Diverse Collection of Bioinformatics Datasets. - Randall Wald; Taghi M. Khoshgoftaar; Amri Napolitano (BIBE, 2014)

Network Traffic Prediction Models for Near- and Long-Term Predictions. - Randall Wald; Taghi M. Khoshgoftaar; Richard Zuech; Amri Napolitano (BIBE, 2014)

Comparison of Data Sampling Approaches for Imbalanced Bioinformatics Data. - David J. Dittman; Taghi M. Khoshgoftaar; Randall Wald; Amri Napolitano (FLAIRS, 2014)

Combining Feature Selection and Ensemble Learning for Software Quality Estimation. - Kehan Gao; Taghi M. Khoshgoftaar; Randall Wald (FLAIRS, 2014)

Optimizing Wrapper-Based Feature Selection for Use on Bioinformatics Data. - Randall Wald; Taghi M. Khoshgoftaar; Amri Napolitano (FLAIRS, 2014)

Rotation invariant face recognition survey. - Gabriel Castaneda Oscos; Taghi M. Khoshgoftaar; Randall Wald (IRI, 2014)

How ranker and learner choice affects classification performance on noisy bioinformatics data. - Ahmad Abu Shanab; Taghi M. Khoshgoftaar; Randall Wald; Amri Napolitano (IRI, 2014)

The effect of noise level and distribution on classification of easy gene microarray data. - Randall Wald; Taghi M. Khoshgoftaar; Ahmad Abu Shanab (IRI, 2014)

Using feature selection and classification to build effective and efficient firewalls. - Randall Wald; Flavio Villanustre; Taghi M. Khoshgoftaar; Richard Zuech; Jarvis Robinson; Edin Muharemagic (IRI, 2014)

A comparative study of iterative and non-iterative feature selection techniques for software defect prediction. - Taghi M. Khoshgoftaar; Kehan Gao; Amri Napolitano; Randall Wald (Inf. Syst. Frontiers, 2014)

A review of data mining using big data in health informatics. - Matthew Herland; Taghi M. Khoshgoftaar; Randall Wald (J. Big Data, 2014)

Deep learning applications and challenges in big data analytics. - Maryam M. Najafabadi; Flavio Villanustre; Taghi M. Khoshgoftaar; Naeem Seliya; Randall Wald; Edin Muharemagic (J. Big Data, 2015)

Intrusion detection and Big Heterogeneous Data: a Survey. - Richard Zuech; Taghi M. Khoshgoftaar; Randall Wald (J. Big Data, 2015)

Deep Learning Techniques in Big Data Analytics. - Maryam M. Najafabadi; Flavio Villanustre; Taghi M. Khoshgoftaar; Naeem Seliya; Randall Wald; Edin Muharemagic (Big Data Technologies and Applications, 2016)