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1

[IEEE 2017 IEEE 2nd International Workshops on Foundations and Applications of Self* Systems (FASW) - Tucson, AZ, USA (2017.9.18-2017.9.22)] 2017 IEEE 2nd International Workshops on Foundations and Applications of Self Systems (FAS*W) - Fraud Analysis Approaches in the Age of Big Data - A Review of State of the Art

Makki, Sara, Haque, Rafiqul, Taher, Yehia, Assaghir, Zainab, Ditzler, Gregory, Hacid, Mohand-Said, Zeineddine, Hassan

Année:

2017

Langue:

english

Fichier:

PDF, 591 KB

english, 2017

2

Learning in Nonstationary Environments: A Survey

Ditzler, Gregory, Roveri, Manuel, Alippi, Cesare, Polikar, Robi

Journal:

IEEE Computational Intelligence Magazine

Année:

2015

Langue:

english

Fichier:

PDF, 2.66 MB

english, 2015

3

Incremental Learning of Concept Drift from Streaming Imbalanced Data

Ditzler, Gregory, Polikar, Robi

Journal:

IEEE Transactions on Knowledge and Data Engineering

Année:

2013

Langue:

english

Fichier:

PDF, 3.41 MB

english, 2013

4

[IEEE 2011 International Joint Conference on Neural Networks (IJCNN 2011 - San Jose) - San Jose, CA, USA (2011.07.31-2011.08.5)] The 2011 International Joint Conference on Neural Networks - Semi-supervised learning in nonstationary environments

Ditzler, Gregory, Polikar, Robi

Année:

2011

Langue:

english

Fichier:

PDF, 804 KB

english, 2011

5

A Bootstrap Based Neyman-Pearson Test for Identifying Variable Importance

Ditzler, Gregory, Polikar, Robi, Rosen, Gail

Journal:

IEEE Transactions on Neural Networks and Learning Systems

Année:

2015

Langue:

english

Fichier:

PDF, 1.21 MB

english, 2015

6

A Novelty Detector and Extreme Verification Latency Model for Nonstationary Environments

Razavi-Far, Roozbeh, Hallaji, Ehsan, Saif, Mehrdad, Ditzler, Gregory

Journal:

IEEE Transactions on Industrial Electronics

Année:

2018

Langue:

english

Fichier:

PDF, 8.66 MB

english, 2018

7

[IEEE 2018 IEEE/ACS 15th International Conference on Computer Systems and Applications (AICCSA) - Aqaba, Jordan (2018.10.28-2018.11.1)] 2018 IEEE/ACS 15th International Conference on Computer Systems and Applications (AICCSA) - Malicious HTML File Prediction: A Detection and Classification Perspective with Noisy Data

Hess, Samuel, Satam, Pratik, Ditzler, Gregory, Hariri, Salim

Année:

2018

Langue:

english

Fichier:

PDF, 9 KB

english, 2018

8

[IEEE 2010 20th International Conference on Pattern Recognition (ICPR) - Istanbul, Turkey (2010.08.23-2010.08.26)] 2010 20th International Conference on Pattern Recognition - An Incremental Learning Algorithm for Non-stationary Environments and Class Imbalance

Ditzler, Gregory, Polikar, Robi, Chawla, Nitesh

Année:

2010

Langue:

english

Fichier:

PDF, 530 KB

english, 2010

9

[IEEE 2011 Ieee Symposium On Computational Intelligence In Dynamic And Uncertain Environments - Part Of 17273 - 2011 Ssci - Paris, France (2011.04.11-2011.04.15)] 2011 IEEE Symposium on Computational Intelligence in Dynamic and Uncertain Environments (CIDUE) - Hellinger distance based drift detection for nonstationary environments

Ditzler, Gregory, Polikar, Robi

Année:

2011

Langue:

english

Fichier:

PDF, 854 KB

english, 2011

10

[IEEE 2012 International Joint Conference on Neural Networks (IJCNN 2012 - Brisbane) - Brisbane, Australia (2012.06.10-2012.06.15)] The 2012 International Joint Conference on Neural Networks (IJCNN) - Transductive learning algorithms for nonstationary environments

Ditzler, Gregory, Rosen, Gail, Polikar, Robi

Année:

2012

Langue:

english

Fichier:

PDF, 1.26 MB

english, 2012

11

[IEEE APCCAS 2010-2010 IEEE Asia Pacific Conference on Circuits and Systems - Kuala Lumpur, Malaysia (2010.12.6-2010.12.9)] 2010 IEEE Asia Pacific Conference on Circuits and Systems - Fusion methods for boosting performance of speaker identification systems

Ditzler, Gregory, Ethridge, James, Ramachandran, Ravi P., Polikar, Robi

Année:

2010

Langue:

english

Fichier:

PDF, 678 KB

english, 2010

12

[IEEE 2013 IEEE Symposium on Computational Intelligence in Dynamic and Uncertain Environments (CIDUE) - Singapore, Singapore (2013.04.16-2013.04.19)] 2013 IEEE Symposium on Computational Intelligence in Dynamic and Uncertain Environments (CIDUE) - Discounted expert weighting for concept drift

Ditzler, Gregory, Rosen, Gail, Polikar, Robi

Année:

2013

Langue:

english

Fichier:

PDF, 271 KB

english, 2013

13

[IEEE 2012 IEEE International Workshop on Genomic Signal Processing and Statistics (GENSIPS) - Washington, DC, USA (2012.12.2-2012.12.4)] Proceedings 2012 IEEE International Workshop on Genomic Signal Processing and Statistics (GENSIPS) - Information theoretic feature selection for high dimensional metagenomic data

Ditzler, Gregory, Rosen, Gail, Polikar, Robi

Année:

2012

Langue:

english

Fichier:

PDF, 136 KB

english, 2012

14

[ACM Press the 5th ACM Conference - Newport Beach, California (2014.09.20-2014.09.23)] Proceedings of the 5th ACM Conference on Bioinformatics, Computational Biology, and Health Informatics - BCB '14 - Feature subset selection for inferring relative importance of taxonomy

Ditzler, Gregory, Rosen, Gail

Année:

2014

Langue:

english

Fichier:

PDF, 1.63 MB

english, 2014

15

[IEEE ICASSP 2012 - 2012 IEEE International Conference on Acoustics, Speech and Signal Processing - Kyoto, Japan (2012.03.25-2012.03.30)] 2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Forensic identification with environmental samples

Ditzler, Gregory, Rosen, Gail, Polikar, Robi

Année:

2012

Langue:

english

Fichier:

PDF, 282 KB

english, 2012

16

[IEEE 2010 IEEE Congress on Evolutionary Computation (CEC) - Barcelona, Spain (2010.07.18-2010.07.23)] IEEE Congress on Evolutionary Computation - Optimal v-SVM parameter estimation using multi objective evolutionary algorithms

Ethridge, James, Ditzler, Gregory, Polikar, Robi

Année:

2010

Langue:

english

Fichier:

PDF, 701 KB

english, 2010

17

[IEEE 2014 International Joint Conference on Neural Networks (IJCNN) - Beijing, China (2014.7.6-2014.7.11)] 2014 International Joint Conference on Neural Networks (IJCNN) - Domain adaptation bounds for multiple expert systems under concept drift

Ditzler, Gregory, Rosen, Gail, Polikar, Robi

Année:

2014

Langue:

english

Fichier:

PDF, 807 KB

english, 2014

18

[IEEE 2013 International Joint Conference on Neural Networks (IJCNN 2013 - Dallas) - Dallas, TX, USA (2013.08.4-2013.08.9)] The 2013 International Joint Conference on Neural Networks (IJCNN) - Incremental learning of new classes from unbalanced data

Ditzler, Gregory, Rosen, Gail, Polikar, Robi

Année:

2013

Langue:

english

Fichier:

PDF, 273 KB

english, 2013

19

[IEEE 2012 38th Annual Northeast Bioengineering Conference (NEBEC) - Philadelphia, PA, USA (2012.03.16-2012.03.18)] 2012 38th Annual Northeast Bioengineering Conference (NEBEC) - Determining significance in metagenomic samples

Ditzler, Gregory, Polikar, Robi, Rosen, Gail

Année:

2012

Langue:

english

Fichier:

PDF, 540 KB

english, 2012

20

[IEEE 2010 International Joint Conference on Neural Networks (IJCNN) - Barcelona, Spain (2010.07.18-2010.07.23)] The 2010 International Joint Conference on Neural Networks (IJCNN) - An ensemble based incremental learning framework for concept drift and class imbalance

Ditzler, Gregory, Polikar, Robi

Année:

2010

Langue:

english

Fichier:

PDF, 816 KB

english, 2010

21

[IEEE 2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM) - Orlando, FL, USA (2014.12.9-2014.12.12)] 2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM) - Scaling a neyman-pearson subset selection approach via heuristics for mining massive data

Ditzler, Gregory, Austen, Matthew, Rosen, Gail, Polikar, Robi

Année:

2014

Langue:

english

Fichier:

PDF, 1.77 MB

english, 2014

22

Fizzy: feature subset selection for metagenomics

Ditzler, Gregory, Morrison, J. Calvin, Lan, Yemin, Rosen, Gail L.

Journal:

BMC Bioinformatics

Année:

2015

Langue:

english

Fichier:

PDF, 625 KB

english, 2015

23

[IEEE 2016 International Joint Conference on Neural Networks (IJCNN) - Vancouver, BC, Canada (2016.7.24-2016.7.29)] 2016 International Joint Conference on Neural Networks (IJCNN) - A study of an incremental spectral meta-learner for nonstationary environments

Ditzler, Gregory

Année:

2016

Langue:

english

Fichier:

PDF, 1.01 MB

english, 2016

24

A Sequential Learning Approach for Scaling Up Filter-Based Feature Subset Selection

Ditzler, Gregory, Polikar, Robi, Rosen, Gail

Journal:

IEEE Transactions on Neural Networks and Learning Systems

Année:

2017

Langue:

english

Fichier:

PDF, 6.18 MB

english, 2017

25

[IEEE 2017 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI) - Orland, FL, USA (2017.2.16-2017.2.19)] 2017 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI) - The AKRON-Kalman filter for tracking time-varying networks

Carluccio, Victor, Bouaynaya, Nidhal, Ditzler, Gregory, Fathallah-Shaykh, Hassan M.

Année:

2017

Langue:

english

Fichier:

PDF, 771 KB

english, 2017

26

[IEEE 2017 International Joint Conference on Neural Networks (IJCNN) - Anchorage, AK, USA (2017.5.14-2017.5.19)] 2017 International Joint Conference on Neural Networks (IJCNN) - A fast information-theoretic approximation of joint mutual information feature selection

Liu, Heng, Ditzler, Gregory

Année:

2017

Langue:

english

Fichier:

PDF, 321 KB

english, 2017

27

Extensions to Online Feature Selection Using Bagging and Boosting

Ditzler, Gregory, LaBarck, Joseph, Ritchie, James, Rosen, Gail, Polikar, Robi

Journal:

IEEE Transactions on Neural Networks and Learning Systems

Année:

2017

Langue:

english

Fichier:

PDF, 1.02 MB

english, 2017

28

AKRON: An algorithm for approximating sparse kernel reconstruction

Ditzler, Gregory, Carla Bouaynaya, Nidhal, Shterenberg, Roman

Journal:

Signal Processing

Année:

2018

Langue:

english

Fichier:

PDF, 621 KB

english, 2018

29

[IEEE 2017 International Conference on Cloud and Autonomic Computing (ICCAC) - Tucson, AZ, USA (2017.9.18-2017.9.22)] 2017 International Conference on Cloud and Autonomic Computing (ICCAC) - Fraud Data Analytics Tools and Techniques in Big Data Era

Makki, Sara, Haque, Rafiqul, Taher, Yehia, Assaghir, Zainab, Ditzler, Gregory, Hacid, Mohand-Said, Zeineddine, Hassan

Année:

2017

Langue:

english

Fichier:

PDF, 105 KB

english, 2017

30

[IEEE 2017 IEEE Symposium Series on Computational Intelligence (SSCI) - Honolulu, HI, USA (2017.11.27-2017.12.1)] 2017 IEEE Symposium Series on Computational Intelligence (SSCI) - Fine tuning lasso in an adversarial environment against gradient attacks

Ditzler, Gregory, Prater, Ashley

Année:

2017

Langue:

english

Fichier:

PDF, 157 KB

english, 2017

31

[IEEE 2017 IEEE Symposium Series on Computational Intelligence (SSCI) - Honolulu, HI, USA (2017.11.27-2017.12.1)] 2017 IEEE Symposium Series on Computational Intelligence (SSCI) - Speeding up joint mutual information feature selection with an optimization heuristic

Liu, Heng, Ditzler, Gregory

Année:

2017

Langue:

english

Fichier:

PDF, 342 KB

english, 2017

32

[IEEE 2017 International Conference on Cloud and Autonomic Computing (ICCAC) - Tucson, AZ, USA (2017.9.18-2017.9.22)] 2017 International Conference on Cloud and Autonomic Computing (ICCAC) - A Self-Protection Agent Using Error Correcting Output Codes to Secure Computers and Applications

Montero, Fabian de la Pena, Hariri, Salim, Ditzler, Gregory

Année:

2017

Langue:

english

Fichier:

PDF, 831 KB

english, 2017

33

[IEEE 2017 IEEE 2nd International Workshops on Foundations and Applications of Self* Systems (FASW) - Tucson, AZ, USA (2017.9.18-2017.9.22)] 2017 IEEE 2nd International Workshops on Foundations and Applications of Self Systems (FAS*W) - High Performance Machine Learning (HPML) Framework to Support DDDAS Decision Support Systems: Design Overview

Ditzler, Gregory, Hariri, Salim, Akoglu, Ali

Année:

2017

Langue:

english

Fichier:

PDF, 428 KB

english, 2017

34

[IEEE 2017 International Conference on Cloud and Autonomic Computing (ICCAC) - Tucson, AZ, USA (2017.9.18-2017.9.22)] 2017 International Conference on Cloud and Autonomic Computing (ICCAC) - Autonomic Management of 3D Cardiac Simulations

Esmaili, Ehsan, Akoglu, Ali, Ditzler, Gregory, Hariri, Salim, Moukabary, Talal, Szep, Jeno

Année:

2017

Langue:

english

Fichier:

PDF, 457 KB

english, 2017

35

The impact of encoding-decoding schemes and weight normalization in spiking neural networks

Liang, Zhengzhong, Schwartz, David, Ditzler, Gregory, Ozan Koyluoglu, O.

Journal:

Neural Networks

Année:

2018

Langue:

english

Fichier:

PDF, 1.90 MB

english, 2018

36

[IEEE 2018 International Joint Conference on Neural Networks (IJCNN) - Rio de Janeiro, Brazil (2018.7.8-2018.7.13)] 2018 International Joint Conference on Neural Networks (IJCNN) - Nonlinear Brain Tumor Model Estimation with Long Short-Term Memory Neural Networks

Guo, Jiashu, Liang, Zhengzhong, Ditzler, Gregory, Bouaynaya, Nidhal C., Scribner, Elizabeth, Fathallah-Shaykh, Hassan M.

Année:

2018

Langue:

english

Fichier:

PDF, 2.14 MB

english, 2018

37

[IEEE 2018 IEEE/ACS 15th International Conference on Computer Systems and Applications (AICCSA) - Aqaba, Jordan (2018.10.28-2018.11.1)] 2018 IEEE/ACS 15th International Conference on Computer Systems and Applications (AICCSA) - Malicious HTML File Prediction: A Detection and Classification Perspective with Noisy Data

Hess, Samuel, Satam, Pratik, Ditzler, Gregory, Hariri, Salim

Année:

2018

Fichier:

PDF, 9 KB

2018

38

Approximate kernel reconstruction for time-varying networks

Ditzler, Gregory, Bouaynaya, Nidhal, Shterenberg, Roman, Fathallah-Shaykh, Hassan M.

Journal:

Année:

2019

Langue:

english

Fichier:

PDF, 1.13 MB

english, 2019

39

Learning what we don’t care about: Anti-training with sacrificial functions

Ditzler, Gregory, Miller, Sean, Rozenblit, Jerzy

Journal:

Information Sciences

Année:

2019

Langue:

english

Fichier:

PDF, 580 KB

english, 2019

40

Convolutional neural networks for pavement roughness assessment using calibration-free vehicle dynamics

Jeong, Jong-Hyun, Jo, Hongki, Ditzler, Gregory

Journal:

Computer-Aided Civil and Infrastructure Engineering

Année:

2020

Langue:

english

Fichier:

PDF, 2.65 MB

english, 2020

41

[IEEE 2020 International Joint Conference on Neural Networks (IJCNN) - Glasgow, United Kingdom (2020.7.19-2020.7.24)] 2020 International Joint Conference on Neural Networks (IJCNN) - Detecting Adversarial Audio via Activation Quantization Error

Liu, Heng, Ditzler, Gregory

Année:

2020

Fichier:

PDF, 2.37 MB

2020