Using random undersampling to alleviate class imbalance on tweet sentiment data J Prusa, TM Khoshgoftaar, DJ Dittman, A Napolitano 2015 IEEE international conference on information reuse and integration, 197-202, 2015 | 188 | 2015 |
A review of the stability of feature selection techniques for bioinformatics data W Awada, TM Khoshgoftaar, D Dittman, R Wald, A Napolitano 2012 IEEE 13th International Conference on Information Reuse & Integration …, 2012 | 154 | 2012 |
Impact of feature selection techniques for tweet sentiment classification JD Prusa, TM Khoshgoftaar, DJ Dittman The Twenty-eighth international flairs conference, 2015 | 78 | 2015 |
Comparative analysis of dna microarray data through the use of feature selection techniques DJ Dittman, TM Khoshgoftaar, R Wald, J Van Hulse 2010 Ninth International Conference on Machine Learning and Applications …, 2010 | 66 | 2010 |
Random forest: A reliable tool for patient response prediction D Dittman, TM Khoshgoftaar, R Wald, A Napolitano 2011 IEEE International Conference on Bioinformatics and Biomedicine …, 2011 | 65 | 2011 |
Comparison of data sampling approaches for imbalanced bioinformatics data DJ Dittman, TM Khoshgoftaar, R Wald, A Napolitano The twenty-seventh international FLAIRS conference, 2014 | 61 | 2014 |
The effect of data sampling when using random forest on imbalanced bioinformatics data DJ Dittman, TM Khoshgoftaar, A Napolitano 2015 IEEE international conference on information reuse and integration, 457-463, 2015 | 57 | 2015 |
First order statistics based feature selection: A diverse and powerful family of feature seleciton techniques T Khoshgoftaar, D Dittman, R Wald, A Fazelpour 2012 11th International Conference on Machine Learning and Applications 2 …, 2012 | 56 | 2012 |
An extensive comparison of feature ranking aggregation techniques in bioinformatics R Wald, TM Khoshgoftaar, D Dittman, W Awada, A Napolitano 2012 IEEE 13th international conference on information reuse & integration …, 2012 | 53 | 2012 |
Mean aggregation versus robust rank aggregation for ensemble gene selection R Wald, TM Khoshgoftaar, D Dittman 2012 11th international conference on machine learning and applications 1, 63-69, 2012 | 39 | 2012 |
Classification performance of rank aggregation techniques for ensemble gene selection DJ Dittman, TM Khoshgoftaar, R Wald, A Napolitano The twenty-sixth international FLAIRS conference, 2013 | 38 | 2013 |
Comparing two new gene selection ensemble approaches with the commonly-used approach DJ Dittman, TM Khoshgoftaar, R Wald, A Napolitano 2012 11th International Conference on Machine Learning and Applications 2 …, 2012 | 31 | 2012 |
Selecting the appropriate data sampling approach for imbalanced and high-dimensional bioinformatics datasets DJ Dittman, TM Khoshgoftaar, A Napolitano 2014 IEEE International Conference on Bioinformatics and Bioengineering, 304-310, 2014 | 29 | 2014 |
Ensemble vs. data sampling: Which option is best suited to improve classification performance of imbalanced bioinformatics data? TM Khoshgoftaar, A Fazelpour, DJ Dittman, A Napolitano 2015 ieee 27th international conference on tools with artificial …, 2015 | 27 | 2015 |
Stability analysis of feature ranking techniques on biological datasets D Dittman, TM Khoshgoftaar, R Wald, H Wang 2011 IEEE International Conference on Bioinformatics and Biomedicine, 252-256, 2011 | 27 | 2011 |
A review of ensemble classification for dna microarrays data TM Khoshgoftaar, DJ Dittman, R Wald, W Awada 2013 IEEE 25th International Conference on Tools with Artificial …, 2013 | 26 | 2013 |
Hidden dependencies between class imbalance and difficulty of learning for bioinformatics datasets R Wald, TM Khoshgoftaar, A Fazelpour, DJ Dittman 2013 IEEE 14th International Conference on Information Reuse & Integration …, 2013 | 26 | 2013 |
Simplifying the utilization of machine learning techniques for bioinformatics DJ Dittman, TM Khoshgoftaar, R Wald, A Napolitano 2013 12th International Conference on Machine Learning and Applications 2 …, 2013 | 22 | 2013 |
Feature selection algorithms for mining high dimensional dna microarray data DJ Dittman, TM Khoshgoftaar, R Wald, J Van Hulse Handbook of Data Intensive Computing, 685-710, 2011 | 20 | 2011 |
Similarity analysis of feature ranking techniques on imbalanced dna microarray datasets D Dittman, T Khoshgoftaar, R Wald, A Napolitano 2012 IEEE International conference on bioinformatics and biomedicine, 1-5, 2012 | 18 | 2012 |