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1

A comprehensive empirical evaluation of missing value imputation in noisy software measurement data

Jason Van Hulse, Taghi M. Khoshgoftaar

Journal:

Journal of Systems and Software

Year:

2008

Language:

english

File:

PDF, 429 KB

english, 2008

2

[IEEE 2010 International Conference on Machine Learning and Applications (ICMLA) - Washington, DC, USA (2010.12.12-2010.12.14)] 2010 Ninth International Conference on Machine Learning and Applications - Comparative Analysis of DNA Microarray Data through the Use of Feature Selection Techniques

Dittman, David J., Khoshgoftaar, Taghi M., Wald, Randall, Van Hulse, Jason

Year:

2010

Language:

english

File:

PDF, 243 KB

english, 2010

3

Supervised Neural Network Modeling: An Empirical Investigation Into Learning From Imbalanced Data With Labeling Errors

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

Journal:

IEEE Transactions on Neural Networks

Year:

2010

Language:

english

File:

PDF, 876 KB

english, 2010

4

[IEEE 2008 19th International Conference on Pattern Recognition (ICPR) - Tampa, FL, USA (2008.12.8-2008.12.11)] 2008 19th International Conference on Pattern Recognition - RUSBoost: Improving classification performance when training data is skewed

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

Year:

2008

Language:

english

File:

PDF, 184 KB

english, 2008

5

METRIC SELECTION FOR SOFTWARE DEFECT PREDICTION

WANG, HUANJING, KHOSHGOFTAAR, TAGHI M., VAN HULSE, JASON, GAO, KEHAN

Journal:

International Journal of Software Engineering and Knowledge Engineering

Year:

2011

Language:

english

File:

PDF, 242 KB

english, 2011

6

[IEEE 2008 20th IEEE International Conference on Tools with Artificial Intelligence (ICTAI) - Dayton, OH, USA (2008.11.3-2008.11.5)] 2008 20th IEEE International Conference on Tools with Artificial Intelligence - Resampling or Reweighting: A Comparison of Boosting Implementations

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

Year:

2008

Language:

english

File:

PDF, 251 KB

english, 2008

7

SAE Technical Paper Series [SAE International International Congress & Exposition - (FEB. 23, 1998)] SAE Technical Paper Series - HID Driven Focus-less Optics System for Complete Automotive Distributed Lighting Systems

Hulse, George R., Eskridge, Jason J., Mullican, Timothy W.

Year:

1998

Language:

english

File:

PDF, 63 KB

english, 1998

8

Conceiving Resilience: Lexical Shifts and Proximal Meanings in the Human-Centered Natural and Built Environment Literature from 1990 To 2018

Wang, Yan, Hulse, David, Von Meding, Jason, Brown, Madeline, Dedenbach, Laura

Journal:

Developments in the Built Environment

Year:

2019

Language:

english

File:

PDF, 5.99 MB

english, 2019

9

Knowledge discovery from imbalanced and noisy data

Jason Van Hulse, Taghi Khoshgoftaar

Journal:

Data & Knowledge Engineering

Year:

2009

Language:

english

File:

PDF, 951 KB

english, 2009

10

The pairwise attribute noise detection algorithm

Jason D. Van Hulse, Taghi M. Khoshgoftaar, Haiying Huang

Journal:

Knowledge and Information Systems

Year:

2007

Language:

english

File:

PDF, 330 KB

english, 2007

11

Imputation techniques for multivariate missingness in software measurement data

Taghi M. Khoshgoftaar, Jason Van Hulse

Journal:

Software Quality Journal

Year:

2008

Language:

english

File:

PDF, 702 KB

english, 2008

12

A discriminatory intrinsic dissolution study using UV area imaging analysis to gain additional insights into the dissolution behaviour of active pharmaceutical ingredients

Wendy L. Hulse, Jason Gray, Robert T. Forbes

Journal:

International Journal of Pharmaceutics

Year:

2012

Language:

english

File:

PDF, 846 KB

english, 2012

13

[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

14

[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

15

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

16

[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

17

[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

18

Decreased Production of Antimicrobial Peptides in Chronic Rhinosinusitis Associated with Age and Elevated Soluble gp130

Lee, Sun Hye, Cho, Seong Ho, Hulse, Kathryn E., Norton, James, Siebert, Jason, Conley, David, Chandra, Rakesh, Peters, Anju, Kern, Robert, Grammer, Leslie C., Schleimer, Robert P.

Journal:

Journal of Allergy and Clinical Immunology

Year:

2013

Language:

english

File:

PDF, 39 KB

english, 2013

19

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

20

Evaluating the inter and intra batch variability of protein aggregation behaviour using Taylor dispersion analysis and dynamic light scattering

Hulse, Wendy L., Gray, Jason, Forbes, Robert T.

Journal:

International Journal of Pharmaceutics

Year:

2013

Language:

english

File:

PDF, 1.13 MB

english, 2013

21

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

22

[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

23

[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

24

[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

25

[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

26

[IEEE 2010 International Conference on Machine Learning and Applications (ICMLA) - Washington, DC, USA (2010.12.12-2010.12.14)] 2010 Ninth International Conference on Machine Learning and Applications - A Novel Noise Filtering Algorithm for Imbalanced Data

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

Year:

2010

Language:

english

File:

PDF, 195 KB

english, 2010

27

[IEEE Sixth International Conference on Machine Learning and Applications (ICMLA 2007) - Cincinnati, OH, USA (2007.12.13-2007.12.15)] Sixth International Conference on Machine Learning and Applications (ICMLA 2007) - Learning with limited minority class data

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

Year:

2007

Language:

english

File:

PDF, 533 KB

english, 2007

28

[IEEE 2009 21st IEEE International Conference on Tools with Artificial Intelligence (ICTAI) - Newark, New Jersey, USA (2009.11.2-2009.11.4)] 2009 21st IEEE International Conference on Tools with Artificial Intelligence - A Study on the Relationships of Classifier Performance Metrics

Seliya, Naeem, Khoshgoftaar, Taghi M., Hulse, Jason Van

Year:

2009

Language:

english

File:

PDF, 261 KB

english, 2009

29

[IEEE 2010 IEEE 12th International Symposium on High-Assurance Systems Engineering (HASE) - San Jose, CA, USA (2010.11.3-2010.11.4)] 2010 IEEE 12th International Symposium on High Assurance Systems Engineering - Predicting Faults in High Assurance Software

Seliya, Naeem, Khoshgoftaar, Taghi M., Hulse, Jason Van

Year:

2010

Language:

english

File:

PDF, 319 KB

english, 2010

30

[IEEE 2008 IEEE International Conference on Information Reuse and Integration - Las Vegas, NV, USA (2008.07.13-2008.07.15)] 2008 IEEE International Conference on Information Reuse and Integration - Identifying learners robust to low quality data

Folleco, Andres, Khoshgoftaar, Taghi M., Van Hulse, Jason, Bullard, Lofton

Year:

2008

Language:

english

File:

PDF, 199 KB

english, 2008

31

[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 of the Classification Performance of Learners on Imbalanced and Noisy Software Quality Data

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

Year:

2007

Language:

english

File:

PDF, 342 KB

english, 2007

32

[IEEE 2006 IEEE International Conference on Information Reuse & Integration - Waikoloa Village, HI, USA (2006.9.16-2006.9.16)] 2006 IEEE International Conference on Information Reuse & Integration - Noise Correction using Bayesian Multiple Imputation

Hulse, Jason, Khoshgoftaar, Taghi, Seiffert, Chris, Zhao, Lili

Year:

2006

Language:

english

File:

PDF, 194 KB

english, 2006

33

[IEEE 2010 IEEE International Conference on Granular Computing (GrC-2010) - San Jose, CA, USA (2010.08.14-2010.08.16)] 2010 IEEE International Conference on Granular Computing - A Comparative Study of Threshold-Based Feature Selection Techniques

Wang, Huanjing, Khoshgoftaar, Taghi M., Van Hulse, Jason

Year:

2010

Language:

english

File:

PDF, 313 KB

english, 2010

34

[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 Novel Noise-Resistant Boosting Algorithm for Class-Skewed Data

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

Year:

2012

Language:

english

File:

PDF, 264 KB

english, 2012

35

[IEEE 2007 Seventh IEEE International Conference on Data Mining - Workshops (ICDM Workshops) - Omaha, NE, USA (2007.10.28-2007.10.31)] Seventh IEEE International Conference on Data Mining Workshops (ICDMW 2007) - Skewed Class Distributions and Mislabeled Examples

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

Year:

2007

Language:

english

File:

PDF, 243 KB

english, 2007

36

[IEEE 2006 IEEE International Conference on Information Reuse & Integration - Waikoloa Village, HI, USA (2006.9.16-2006.9.16)] 2006 IEEE International Conference on Information Reuse & Integration - Software Quality Imputation in the Presence of Noisy Data

Khoshgoftaar, Taghi, Folleco, Andres, Hulse, Jason, Bullard, Lofton

Year:

2006

Language:

english

File:

PDF, 157 KB

english, 2006

37

[IEEE 2008 IEEE International Conference on Information Reuse and Integration - Las Vegas, NV, USA (2008.07.13-2008.07.15)] 2008 IEEE International Conference on Information Reuse and Integration - Hybrid sampling for imbalanced data

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

Year:

2008

Language:

english

File:

PDF, 154 KB

english, 2008

38

[IEEE 2008 IEEE Congress on Evolutionary Computation (CEC) - Hong Kong, China (2008.06.1-2008.06.6)] 2008 IEEE Congress on Evolutionary Computation (IEEE World Congress on Computational Intelligence) - Software quality modeling: The impact of class noise on the random forest classifier

Folleco, Andres, Khoshgoftaar, Taghi M., Van Hulse, Jason, Bullard, Lofton

Year:

2008

Language:

english

File:

PDF, 208 KB

english, 2008

39

[IEEE 2009 IEEE International Conference on Data Mining Workshops (ICDMW) - Miami, FL, USA (2009.12.6-2009.12.6)] 2009 IEEE International Conference on Data Mining Workshops - Feature Selection with High-Dimensional Imbalanced Data

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

Year:

2009

Language:

english

File:

PDF, 322 KB

english, 2009

40

[IEEE 2009 21st IEEE International Conference on Tools with Artificial Intelligence (ICTAI) - Newark, New Jersey, USA (2009.11.2-2009.11.4)] 2009 21st IEEE International Conference on Tools with Artificial Intelligence - An Empirical Study on Wrapper-Based Feature Ranking

Altidor, Wilker, Khoshgoftaar, Taghi M., Hulse, Jason Van

Year:

2009

Language:

english

File:

PDF, 311 KB

english, 2009

41

[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 - Incomplete-Case Nearest Neighbor Imputation in Software Measurement Data

Van Hulse, Jason, Khoshgoftaa, Taghi M.

Year:

2007

Language:

english

File:

PDF, 407 KB

english, 2007

42

[IEEE 2006 5th International Conference on Machine Learning and Applications (ICMLA'06) - Orlando, FL, USA (2006.12.14-2006.12.14)] 2006 5th International Conference on Machine Learning and Applications (ICMLA'06) - A Comparison of Software Fault Imputation Procedures

Hulse, Jason, Khoshgoftaar, Taghi, Seiffert, Chris

Year:

2006

Language:

english

File:

PDF, 230 KB

english, 2006

43

Evaluating the Impact of Data Quality on Sampling

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

Journal:

Journal of Information & Knowledge Management

Year:

2011

Language:

english

File:

PDF, 691 KB

english, 2011

44

AN EMPIRICAL EVALUATION OF REPETITIVE UNDERSAMPLING TECHNIQUES

VAN HULSE, JASON, KHOSHGOFTAAR, TAGHI M., NAPOLITANO, AMRI

Journal:

International Journal of Software Engineering and Knowledge Engineering

Year:

2010

Language:

english

File:

PDF, 371 KB

english, 2010

45

Facilitating Reminiscence Groups: Perceptions of Group Leaders

Christensen, Teresa M., Hulse-Killacky, Diana, Salgado, Roy A., Thornton, Mark D., Miller, Jason L.

Journal:

Journal for Specialists in Group Work

Year:

2006

Language:

english

File:

PDF, 209 KB

english, 2006

46

[IEEE 2008 20th IEEE International Conference on Tools with Artificial Intelligence (ICTAI) - Dayton, OH, USA (2008.11.3-2008.11.5)] 2008 20th IEEE International Conference on Tools with Artificial Intelligence - Improving Learner Performance with Data Sampling and Boosting

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

Year:

2008

Language:

english

File:

PDF, 289 KB

english, 2008

47

Evaluation of the importance of data pre-processing order when combining feature selection and data sampling

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

Journal:

International Journal of Business Intelligence and Data Mining

Year:

2012

Language:

english

File:

PDF, 252 KB

english, 2012

48

The multiple imputation quantitative noise corrector

Khoshgoftaar, Taghi M., Van Hulse, Jason, Seiffert, Chris, Zhao, Lili

Journal:

Intelligent Data Analysis

Year:

2007

Language:

english

File:

PDF, 129 KB

english, 2007

49

Determining noisy instances relative to attributes of interest

Khoshgoftaar, Taghi M., Van Hulse, Jason

Journal:

Intelligent Data Analysis

Year:

2006

File:

PDF, 205 KB

2006

50

Identifying noisy features with the Pairwise Attribute Noise Detection Algorithm

Khoshgoftaar, Taghi M., Van Hulse, Jason

Journal:

Intelligent Data Analysis

Year:

2005

File:

PDF, 97 KB

2005