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101

Software quality estimation with limited fault data: a semi-supervised learning perspective

Naeem Seliya, Taghi M. Khoshgoftaar

Journal:

Software Quality Journal

Year:

2007

Language:

english

File:

PDF, 226 KB

english, 2007

102

Software quality analysis by combining multiple projects and learners

Taghi M. Khoshgoftaar, Pierre Rebours, Naeem Seliya

Journal:

Software Quality Journal

Year:

2009

Language:

english

File:

PDF, 468 KB

english, 2009

103

Predicting high-risk program modules by selecting the right software measurements

Kehan Gao, Taghi M. Khoshgoftaar, Naeem Seliya

Journal:

Software Quality Journal

Year:

2012

Language:

english

File:

PDF, 799 KB

english, 2012

104

Improving Software Quality Prediction by Noise Filtering Techniques

Taghi M. Khoshgoftaar, Pierre Rebours

Journal:

Journal of Computer Science and Technology

Year:

2007

File:

PDF, 432 KB

2007

105

Resource-oriented software quality classification models

Taghi M. Khoshgoftaar, Naeem Seliya, Angela Herzberg

Journal:

Journal of Systems and Software

Year:

2005

Language:

english

File:

PDF, 372 KB

english, 2005

106

Classification of Fault-Prone Software Modules: Prior Probabilities, Costs, and Model Evaluation

Taghi M. Khoshgoftaar, Edward B. Allen

Journal:

Empirical Software Engineering

Year:

1998

Language:

english

File:

PDF, 129 KB

english, 1998

107

Controlling Overfitting in Classification-Tree Models of Software Quality

Taghi M. Khoshgoftaar, Edward B. Allen

Journal:

Empirical Software Engineering

Year:

2001

Language:

english

File:

PDF, 157 KB

english, 2001

108

A Comparative Study of Ordering and Classification of Fault-Prone Software Modules

Taghi M. Khoshgoftaar, Edward B. Allen

Journal:

Empirical Software Engineering

Year:

1999

Language:

english

File:

PDF, 243 KB

english, 1999

109

Balancing Misclassification Rates in Classification-Tree Models of Software Quality

Taghi M. Khoshgoftaar, Xiaojing Yuan, Edward B. Allen

Journal:

Empirical Software Engineering

Year:

2000

Language:

english

File:

PDF, 154 KB

english, 2000

110

Data Mining of Software Development Databases

Taghi M. Khoshgoftaar, Edward B. Allen, Wendell D. Jones, John P. Hudepohl

Journal:

Software Quality Journal

Year:

2001

Language:

english

File:

PDF, 391 KB

english, 2001

111

Empirical Assessment of a Software Metric: The Information Content of Operators

Taghi M. Khoshgoftaar, Edward B. Allen

Journal:

Software Quality Journal

Year:

2001

Language:

english

File:

PDF, 245 KB

english, 2001

112

Accuracy of software quality models over multiple releases

Taghi M. Khoshgoftaar, Edward B. Allen, Wendell D. Jones, John P. Hudepohl

Journal:

Annals of Software Engineering

Year:

2000

Language:

english

File:

PDF, 102 KB

english, 2000

113

Uncertain Classification of Fault-Prone Software Modules

Taghi M. Khoshgoftaar, Xiaojing Yuan, Edward B. Allen, Wendell D. Jones, John P. Hudepohl

Journal:

Empirical Software Engineering

Year:

2002

Language:

english

File:

PDF, 256 KB

english, 2002

114

Comparative Assessment of Software Quality Classification Techniques: An Empirical Case Study

Taghi M. Khoshgoftaar, Naeem Seliya

Journal:

Empirical Software Engineering

Year:

2004

Language:

english

File:

PDF, 219 KB

english, 2004

115

Software reliability model selection

Taghi M. Khoshgoftaar, Timothy G. Woodcock

Journal:

Quality and Reliability Engineering International

Year:

1992

Language:

english

File:

PDF, 859 KB

english, 1992

116

Software measurement data reduction using ensemble techniques

Huanjing Wang, Taghi M. Khoshgoftaar, Amri Napolitano

Journal:

Year:

2012

Language:

english

File:

PDF, 274 KB

english, 2012

117

Impact of costs of misclassification on software quality modeling

Taghi M. Khoshgoftaar, Edward B. Allen

Journal:

Computer Standards & Interfaces

Year:

1999

Language:

english

File:

PDF, 41 KB

english, 1999

118

Predicting fault-prone modules with case-based reasoning

Taghi M. Khoshgoftaar, K. Ganesan, Edward B. Allen, Fletcher D. Ross, Rama Munikoti, Nishith Goel, Amit Nandi

Journal:

Computer Standards & Interfaces

Year:

1999

Language:

english

File:

PDF, 42 KB

english, 1999

119

[IEEE 2011 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) - Atlanta, GA, USA (2011.11.12-2011.11.15)] 2011 IEEE International Conference on Bioinformatics and Biomedicine - Stability Analysis of Feature Ranking Techniques on Biological Datasets

Dittman, David, Khoshgoftaar, Taghi M., Wald, Randall, Wang, Huanjing

Year:

2011

Language:

english

File:

PDF, 176 KB

english, 2011

120

Software Quality Analysis of Unlabeled Program Modules With Semisupervised Clustering

Naeem Seliya, Taghi M. Khoshgoftaar

Journal:

IEEE Transactions on Systems Man and Cybernetics - Part A Systems and Humans

Year:

2007

Language:

english

File:

PDF, 343 KB

english, 2007

121

[IEEE Integration (2010 IRI) - Las Vegas, NV, USA (2010.08.4-2010.08.6)] 2010 IEEE International Conference on Information Reuse & Integration - A novel feature selection technique for highly imbalanced data

Khoshgoftaar, Taghi M., Gao, Kehan, Van Hulse, Jason

Year:

2010

Language:

english

File:

PDF, 376 KB

english, 2010

122

A Survey of Collaborative Filtering Techniques

Su, Xiaoyuan, Khoshgoftaar, Taghi M.

Journal:

Advances in Artificial Intelligence

Year:

2009

Language:

english

File:

PDF, 1.43 MB

english, 2009

123

[IEEE 2012 IEEE 13th International Conference on Information Reuse & Integration (IRI) - Las Vegas, NV, USA (2012.08.8-2012.08.10)] 2012 IEEE 13th International Conference on Information Reuse & Integration (IRI) - Exploring an iterative feature selection technique for highly imbalanced data sets

Khoshgoftaar, Taghi M., Gao, Kehan, Napolitano, Amri

Year:

2012

Language:

english

File:

PDF, 803 KB

english, 2012

124

[IEEE Integration (IRI) - Las Vegas, NV, USA (2011.08.3-2011.08.5)] 2011 IEEE International Conference on Information Reuse & Integration - A comparative evaluation of feature ranking methods for high dimensional bioinformatics data

Van Hulse, Jason, Khoshgoftaar, Taghi M., Napolitano, Amri

Year:

2011

Language:

english

File:

PDF, 221 KB

english, 2011

125

Threshold-based feature selection techniques for high-dimensional bioinformatics data

Van Hulse, Jason, Khoshgoftaar, Taghi M., Napolitano, Amri, Wald, Randall

Journal:

Network Modeling and Analysis in Health Informatics and Bioinformatics

Year:

2012

Language:

english

File:

PDF, 1.06 MB

english, 2012

126

[IEEE 19th IEEE International Conference on Tools with Artificial Intelligence(ICTAI 2007) - Patras, Greece (2007.10.29-2007.10.31)] 19th IEEE International Conference on Tools with Artificial Intelligence(ICTAI 2007) - An Empirical Study of Learning from Imbalanced Data Using Random Forest

Khoshgoftaar, Taghi M., Golawala, Moiz, Hulse, Jason Van

Year:

2007

Language:

english

File:

PDF, 197 KB

english, 2007

127

A comparative study of iterative and non-iterative feature selection techniques for software defect prediction

Khoshgoftaar, Taghi M., Gao, Kehan, Napolitano, Amri, Wald, Randall

Journal:

Information Systems Frontiers

Year:

2014

Language:

english

File:

PDF, 740 KB

english, 2014

128

ATTRIBUTE SELECTION USING ROUGH SETS IN SOFTWARE QUALITY CLASSIFICATION

KHOSHGOFTAAR, TAGHI M., BULLARD, LOFTON A., GAO, KEHAN

Journal:

International Journal of Reliability Quality and Safety Engineering

Year:

2009

Language:

english

File:

PDF, 337 KB

english, 2009

129

[IEEE 2012 IEEE 13th International Conference on Information Reuse & Integration (IRI) - Las Vegas, NV, USA (2012.08.8-2012.08.10)] 2012 IEEE 13th International Conference on Information Reuse & Integration (IRI) - A review of the stability of feature selection techniques for bioinformatics data

Awada, Wael, Khoshgoftaar, Taghi M., Dittman, David, Wald, Randall, Napolitano, Amri

Year:

2012

Language:

english

File:

PDF, 384 KB

english, 2012

130

[IEEE 2007 IEEE International Conference on Information Reuse and Integration - Las Vegas, NV, USA (2007.08.13-2007.08.15)] 2007 IEEE International Conference on Information Reuse and Integration - An Empirical Study on Estimating Motions in Video Stabilization

Luo, Qiming, Khoshgoftaar, Taghi M.

Year:

2007

Language:

english

File:

PDF, 605 KB

english, 2007

131

[IEEE 2006 18th IEEE International Conference on Tools with Artificial Intelligence (ICTAI'06) - Arlington, VA, USA (2006.11.13-2006.11.13)] 2006 18th IEEE International Conference on Tools with Artificial Intelligence (ICTAI'06) - Collaborative Filtering for Multi-class Data Using Belief Nets Algorithms

Su, Xiaoyuan, Khoshgoftaar, Taghi

Year:

2006

Language:

english

File:

PDF, 442 KB

english, 2006

132

[IEEE Integration (IRI) - Las Vegas, NV, USA (2011.08.3-2011.08.5)] 2011 IEEE International Conference on Information Reuse & Integration - Comparison of approaches to alleviate problems with high-dimensional and class-imbalanced data

Shanab, Ahmad Abu, Khoshgoftaar, Taghi M., Wald, Randall, Van Hulse, Jason

Year:

2011

Language:

english

File:

PDF, 124 KB

english, 2011

133

An empirical study of the classification performance of learners on imbalanced and noisy software quality data

Seiffert, Chris, Khoshgoftaar, Taghi M., Van Hulse, Jason, Folleco, Andres

Journal:

Information Sciences

Year:

2014

Language:

english

File:

PDF, 1.42 MB

english, 2014

134

Software quality assessment using a multi-strategy classifier

Khoshgoftaar, Taghi M., Xiao, Yudong, Gao, Kehan

Journal:

Information Sciences

Year:

2014

Language:

english

File:

PDF, 1.79 MB

english, 2014

135

Incomplete-case nearest neighbor imputation in software measurement data

Van Hulse, Jason, Khoshgoftaar, Taghi M.

Journal:

Information Sciences

Year:

2014

Language:

english

File:

PDF, 695 KB

english, 2014

136

[ACM Press the 24th international conference - Corvalis, Oregon (2007.06.20-2007.06.24)] Proceedings of the 24th international conference on Machine learning - ICML '07 - Experimental perspectives on learning from imbalanced data

Van Hulse, Jason, Khoshgoftaar, Taghi M., Napolitano, Amri

Year:

2007

Language:

english

File:

PDF, 349 KB

english, 2007

137

[IEEE 2013 12th International Conference on Machine Learning and Applications (ICMLA) - Miami, FL, USA (2013.12.4-2013.12.7)] 2013 12th International Conference on Machine Learning and Applications - Comparative Analysis on the Stability of Feature Selection Techniques Using Three Frameworks on Biological Datasets

Wald, Randall, Khoshgoftaar, Taghi, Shanab, Ahmad Abu, Napolitano, Amri

Year:

2013

Language:

english

File:

PDF, 361 KB

english, 2013

138

[IEEE 2013 IEEE 14th International Conference on Information Reuse & Integration (IRI) - San Francisco, CA, USA (2013.08.14-2013.08.16)] 2013 IEEE 14th International Conference on Information Reuse & Integration (IRI) - The importance of performance metrics within wrapper feature selection

Wald, Randall, Khoshgoftaar, Taghi, Napolitano, Amri

Year:

2013

Language:

english

File:

PDF, 92 KB

english, 2013

139

[IEEE 2012 Eleventh International Conference on Machine Learning and Applications (ICMLA) - Boca Raton, FL, USA (2012.12.12-2012.12.15)] 2012 11th International Conference on Machine Learning and Applications - Mean Aggregation versus Robust Rank Aggregation for Ensemble Gene Selection

Wald, Randall, Khoshgoftaar, Taghi M., Dittman, David

Year:

2012

Language:

english

File:

PDF, 315 KB

english, 2012

140

[IEEE Integration (IRI) - Las Vegas, NV, USA (2009.08.10-2009.08.12)] 2009 IEEE International Conference on Information Reuse & Integration - An empirical comparison of repetitive undersampling techniques

Van Hulse, Jason, Khoshgoftaar, Taghi M., Napolitano, Amri

Year:

2009

Language:

english

File:

PDF, 155 KB

english, 2009

141

[IEEE 2008 IEEE International Conference on Data Mining Workshops (ICDMW) - Pisa, Italy (2008.12.15-2008.12.19)] 2008 IEEE International Conference on Data Mining Workshops - A Comparative Study of Data Sampling and Cost Sensitive Learning

Seiffert, Chris, Khoshgoftaar, Taghi M., Hulse, Jason Van, Napolitano, Amri

Year:

2008

Language:

english

File:

PDF, 317 KB

english, 2008

142

[IEEE Integration (2010 IRI) - Las Vegas, NV, USA (2010.08.4-2010.08.6)] 2010 IEEE International Conference on Information Reuse & Integration - Evaluating the impact of data quality on sampling

Van Hulse, Jason, Khoshgoftaar, Taghi M., Napolitano, Amri

Year:

2010

Language:

english

File:

PDF, 483 KB

english, 2010

143

[IEEE 2012 IEEE 13th International Conference on Information Reuse & Integration (IRI) - Las Vegas, NV, USA (2012.08.8-2012.08.10)] 2012 IEEE 13th International Conference on Information Reuse & Integration (IRI) - Panel: Using information re-use and integration principles in big data

Lee, Gordon, Bertino, Elisa, Rubin, Stuart, Khoshgoftaar, Taghi M., Thuraisingham, Bhavani, McCaffrey, James

Year:

2012

Language:

english

File:

PDF, 50 KB

english, 2012

144

[IEEE 2012 Eleventh International Conference on Machine Learning and Applications (ICMLA) - Boca Raton, FL, USA (2012.12.12-2012.12.15)] 2012 11th International Conference on Machine Learning and Applications - The Effect of Number of Iterations on Ensemble Gene Selection

Awada, Wael, Khoshgoftaar, Taghi M., Dittman, David, Wald, Randall

Year:

2012

Language:

english

File:

PDF, 296 KB

english, 2012

145

[IEEE 2012 Eleventh International Conference on Machine Learning and Applications (ICMLA) - Boca Raton, FL, USA (2012.12.12-2012.12.15)] 2012 11th International Conference on Machine Learning and Applications - A New Fixed-Overlap Partitioning Algorithm for Determining Stability of Bioinformatics Gene Rankers

Wald, Randall, Khoshgoftaar, Taghi, Dittman, David

Year:

2012

Language:

english

File:

PDF, 258 KB

english, 2012

146

[IEEE Integration (2010 IRI) - Las Vegas, NV, USA (2010.08.4-2010.08.6)] 2010 IEEE International Conference on Information Reuse & Integration - Active learning with neural networks for intrusion detection

Seliya, Naeem, Khoshgoftaar, Taghi M.

Year:

2010

Language:

english

File:

PDF, 379 KB

english, 2010

147

[IEEE 2013 IEEE 14th International Conference on Information Reuse & Integration (IRI) - San Francisco, CA, USA (2013.08.14-2013.08.16)] 2013 IEEE 14th International Conference on Information Reuse & Integration (IRI) - Gene selection stability's dependence on dataset difficulty

Dittman, David J., Khoshgoftaar, Taghi, Wald, Randall, Napolitano, Amri

Year:

2013

Language:

english

File:

PDF, 130 KB

english, 2013

148

[IEEE 2012 Eleventh International Conference on Machine Learning and Applications (ICMLA) - Boca Raton, FL, USA (2012.12.12-2012.12.15)] 2012 11th International Conference on Machine Learning and Applications - Determining the Number of Iterations Appropriate for Ensemble Gene Selection on Microarray Data

Dittman, David J., Khoshgoftaar, Taghi M., Wald, Randall, Napolitano, Amri

Year:

2012

Language:

english

File:

PDF, 393 KB

english, 2012

149

[IEEE 2011 IEEE 13th International Symposium on High-Assurance Systems Engineering (HASE) - Boca Raton, FL, USA (2011.11.10-2011.11.12)] 2011 IEEE 13th International Symposium on High-Assurance Systems Engineering - Using Feature Selection to Determine Optimal Depth for Wavelet Packet Decomposition of Vibration Signals for Ocean System Reliability

Wald, Randall, Khoshgoftaar, Taghi M., Sloan, John C.

Year:

2011

Language:

english

File:

PDF, 183 KB

english, 2011

150

[IEEE 2012 Eleventh International Conference on Machine Learning and Applications (ICMLA) - Boca Raton, FL, USA (2012.12.12-2012.12.15)] 2012 11th International Conference on Machine Learning and Applications - Comparing Two New Gene Selection Ensemble Approaches with the Commonly-Used Approach

Dittman, David J., Khoshgoftaar, Taghi M., Wald, Randall, Napolitano, Amri

Year:

2012

Language:

english

File:

PDF, 276 KB

english, 2012