David J. Dittman

43 papers B 3C 6Misc 20Unranked 12

Year	Rank	Type	Title / Venue / Authors
2016	Misc	`conf`	Investigating the Variation of Ensemble Size on Bagging-Based Classifier Performance in Imbalanced Bioinformatics Datasets. IRI Alireza Fazelpour, Taghi M. Khoshgoftaar, David J. Dittman, Amri Napolitano
2016	—	`ch.`	Is Data Sampling Required When Using Random Forest for Classification on Imbalanced Bioinformatics Data? Theoretical Information Reuse and Integration David J. Dittman, Taghi M. Khoshgoftaar, Amri Napolitano
2015	Misc	`conf`	Alterations to the Bootstrapping Process within Random Forest: A Case Study on Imbalanced Bioinformatics Data. IRI Taghi M. Khoshgoftaar, Alireza Fazelpour, David J. Dittman, Amri Napolitano
2015	Misc	`conf`	Building an Effective Classification Model for Breast Cancer Patient Response Data. IRI Brian Heredia, Taghi M. Khoshgoftaar, Alireza Fazelpour, David J. Dittman
2015	Misc	`conf`	Choosing an Appropriate Ensemble Classifier for Balanced Bioinformatics Data. IRI Alireza Fazelpour, Taghi M. Khoshgoftaar, David J. Dittman, Amri Napolitano
2015	C	`conf`	Does the Inclusion of Data Sampling Improve the Performance of Boosting Algorithms on Imbalanced Bioinformatics Data? ICMLA Alireza Fazelpour, Taghi M. Khoshgoftaar, David J. Dittman, Amri Napolitano
2015	B	`conf`	Ensemble vs. Data Sampling: Which Option Is Best Suited to Improve Classification Performance of Imbalanced Bioinformatics Data? ICTAI Taghi M. Khoshgoftaar, Alireza Fazelpour, David J. Dittman, Amri Napolitano
2015	Misc	`conf`	Impact of Feature Selection Techniques for Tweet Sentiment Classification. FLAIRS Joseph D. Prusa, Taghi M. Khoshgoftaar, David J. Dittman
2015	C	`conf`	Investigating New Bootstrapping Approaches of Bagging Classifiers to Account for Class Imbalance in Bioinformatics Datasets. ICMLA Alireza Fazelpour, Taghi M. Khoshgoftaar, David J. Dittman, Amri Napolitano
2015	—	`—`	Machine learning techniques for alleviating inherent difficulties in bioinformatics data. David J. Dittman
2015	Misc	`conf`	Observing the Effect of the Choice of Classifier on Bioinformatics Data with Varying Levels of Data Quality and Class Balance. IRI Alireza Fazelpour, Taghi M. Khoshgoftaar, David J. Dittman, Ahmad Abu Shanab
2015	Misc	`conf`	Selecting the Appropriate Ensemble Learning Approach for Balanced Bioinformatics Data. FLAIRS David J. Dittman, Taghi M. Khoshgoftaar, Amri Napolitano
2015	Misc	`conf`	The Effect of Data Sampling When Using Random Forest on Imbalanced Bioinformatics Data. IRI David J. Dittman, Taghi M. Khoshgoftaar, Amri Napolitano
2015	Misc	`conf`	Using Ensemble Learners to Improve Classifier Performance on Tweet Sentiment Data. IRI Joseph D. Prusa, Taghi M. Khoshgoftaar, David J. Dittman
2015	Misc	`conf`	Using Random Undersampling to Alleviate Class Imbalance on Tweet Sentiment Data. IRI Joseph D. Prusa, Taghi M. Khoshgoftaar, David J. Dittman, Amri Napolitano
2014	Misc	`conf`	Classification performance of three approaches for combining data sampling and gene selection on bioinformatics data. IRI Taghi M. Khoshgoftaar, Alireza Fazelpour, David J. Dittman, Amri Napolitano
2014	Misc	`conf`	Comparison of Data Sampling Approaches for Imbalanced Bioinformatics Data. FLAIRS David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano
2014	C	`conf`	Effects of the Use of Boosting on Classification Performance of Imbalanced Bioinformatics Datasets. BIBE Taghi M. Khoshgoftaar, Alireza Fazelpour, David J. Dittman, Amri Napolitano
2014	C	`conf`	Select-Bagging: Effectively Combining Gene Selection and Bagging for Balanced Bioinformatics Data. BIBE David J. Dittman, Taghi M. Khoshgoftaar, Amri Napolitano, Alireza Fazelpour
2014	C	`conf`	Selecting the Appropriate Data Sampling Approach for Imbalanced and High-Dimensional Bioinformatics Datasets. BIBE David J. Dittman, Taghi M. Khoshgoftaar, Amri Napolitano
2013	B	`conf`	A Review of Ensemble Classification for DNA Microarrays Data. ICTAI Taghi M. Khoshgoftaar, David J. Dittman, Randall Wald, Wael Awada
2013	Misc	`conf`	Classification Performance of Rank Aggregation Techniques for Ensemble Gene Selection. FLAIRS David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano
2013	Misc	`conf`	Comparison of rank-based vs. score-based aggregation for ensemble gene selection. IRI David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano
2013	—	`conf`	Contrasting Undersampled Boosting with Internal and External Feature Selection for Patient Response Datasets. ICMLA (2) Taghi M. Khoshgoftaar, David J. Dittman, Randall Wald, Amri Napolitano
2013	Misc	`conf`	Ensemble Gene Selection Versus Single Gene Selection: Which Is Better? FLAIRS Randall Wald, Taghi M. Khoshgoftaar, David J. Dittman
2013	Misc	`conf`	Feature list aggregation approaches for ensemble gene selection on patient response datasets. IRI Taghi M. Khoshgoftaar, Randall Wald, David J. Dittman, Amri Napolitano
2013	Misc	`conf`	Gene selection stability's dependence on dataset difficulty. IRI David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano
2013	Misc	`conf`	Hidden dependencies between class imbalance and difficulty of learning for bioinformatics datasets. IRI Randall Wald, Taghi M. Khoshgoftaar, Alireza Fazelpour, David J. Dittman
2013	B	`conf`	Maximizing Classification Performance for Patient Response Datasets. ICTAI David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano
2013	—	`conf`	Random Forest with 200 Selected Features: An Optimal Model for Bioinformatics Research. ICMLA (1) Randall Wald, Taghi M. Khoshgoftaar, David J. Dittman, Amri Napolitano
2013	—	`conf`	Simplifying the Utilization of Machine Learning Techniques for Bioinformatics. ICMLA (2) David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano
2012	—	`conf`	A New Fixed-Overlap Partitioning Algorithm for Determining Stability of Bioinformatics Gene Rankers. ICMLA (2) Randall Wald, Taghi M. Khoshgoftaar, David J. Dittman
2012	Misc	`conf`	A review of the stability of feature selection techniques for bioinformatics data. IRI Wael Awada, Taghi M. Khoshgoftaar, David J. Dittman, Randall Wald, Amri Napolitano
2012	Misc	`conf`	An extensive comparison of feature ranking aggregation techniques in bioinformatics. IRI Randall Wald, Taghi M. Khoshgoftaar, David J. Dittman, Wael Awada, Amri Napolitano
2012	—	`conf`	Comparing Two New Gene Selection Ensemble Approaches with the Commonly-Used Approach. ICMLA (2) David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano
2012	—	`conf`	Determining the Number of Iterations Appropriate for Ensemble Gene Selection on Microarray Data. ICMLA (1) David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano
2012	—	`conf`	First Order Statistics Based Feature Selection: A Diverse and Powerful Family of Feature Seleciton Techniques. ICMLA (2) Taghi M. Khoshgoftaar, David J. Dittman, Randall Wald, Alireza Fazelpour
2012	—	`conf`	Mean Aggregation versus Robust Rank Aggregation for Ensemble Gene Selection. ICMLA (1) Randall Wald, Taghi M. Khoshgoftaar, David J. Dittman
2012	—	`conf`	Similarity analysis of feature ranking techniques on imbalanced DNA microarray datasets. BIBM David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano
2012	—	`conf`	The Effect of Number of Iterations on Ensemble Gene Selection. ICMLA (2) Wael Awada, Taghi M. Khoshgoftaar, David J. Dittman, Randall Wald
2011	—	`conf`	Random forest: A reliable tool for patient response prediction. BIBM Workshops David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano
2011	—	`conf`	Stability Analysis of Feature Ranking Techniques on Biological Datasets. BIBM David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Huanjing Wang
2010	C	`conf`	Comparative Analysis of DNA Microarray Data through the Use of Feature Selection Techniques. ICMLA David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Jason Van Hulse