| Learning in nonstationary environments: A survey G Ditzler, M Roveri, C Alippi, R Polikar IEEE Computational Intelligence Magazine 10 (4), 12-25, 2015 | 907 | 2015 |
| Incremental learning of concept drift from streaming imbalanced data G Ditzler, R Polikar IEEE transactions on knowledge and data engineering 25 (10), 2283-2301, 2012 | 431 | 2012 |
| Hellinger distance based drift detection for nonstationary environments G Ditzler, R Polikar 2011 IEEE symposium on computational intelligence in dynamic and uncertain …, 2011 | 178 | 2011 |
| Multi-layer and recursive neural networks for metagenomic classification G Ditzler, R Polikar, G Rosen IEEE transactions on nanobioscience 14 (6), 608-616, 2015 | 104 | 2015 |
| An incremental learning algorithm for non-stationary environments and class imbalance G Ditzler, R Polikar, N Chawla 2010 20th International Conference on Pattern Recognition, 2997-3000, 2010 | 68 | 2010 |
| Convolutional neural networks for pavement roughness assessment using calibration‐free vehicle dynamics JH Jeong, H Jo, G Ditzler Computer‐Aided Civil and Infrastructure Engineering 35 (11), 1209-1229, 2020 | 67 | 2020 |
| A novelty detector and extreme verification latency model for nonstationary environments R Razavi-Far, E Hallaji, M Saif, G Ditzler IEEE Transactions on Industrial Electronics 66 (1), 561-570, 2018 | 66 | 2018 |
| Semi-supervised learning in nonstationary environments G Ditzler, R Polikar The 2011 International Joint Conference on Neural Networks, 2741-2748, 2011 | 60 | 2011 |
| An ensemble based incremental learning framework for concept drift and class imbalance G Ditzler, R Polikar The 2010 International Joint Conference on Neural Networks (IJCNN), 1-8, 2010 | 58 | 2010 |
| Fizzy: feature subset selection for metagenomics G Ditzler, JC Morrison, Y Lan, GL Rosen BMC bioinformatics 16, 1-8, 2015 | 57 | 2015 |
| Incremental Learning of New Classes in Unbalanced Datasets: Learn + + .UDNC G Ditzler, MD Muhlbaier, R Polikar Multiple Classifier Systems: 9th International Workshop, MCS 2010, Cairo …, 2010 | 44 | 2010 |
| Extensions to online feature selection using bagging and boosting G Ditzler, J LaBarck, J Ritchie, G Rosen, R Polikar IEEE transactions on neural networks and learning systems 29 (9), 4504-4509, 2017 | 38 | 2017 |
| Descod-ecg: Deep score-based diffusion model for ecg baseline wander and noise removal H Li, G Ditzler, J Roveda, A Li IEEE Journal of Biomedical and Health Informatics, 2023 | 33 | 2023 |
| Ovarian cancer detection using optical coherence tomography and convolutional neural networks D Schwartz, TW Sawyer, N Thurston, J Barton, G Ditzler Neural Computing and Applications 34 (11), 8977-8987, 2022 | 33 | 2022 |
| A sequential learning approach for scaling up filter-based feature subset selection G Ditzler, R Polikar, G Rosen IEEE Transactions on Neural Networks and Learning Systems 29 (6), 2530-2544, 2017 | 30 | 2017 |
| A bootstrap based neyman-pearson test for identifying variable importance G Ditzler, R Polikar, G Rosen IEEE Transactions on Neural Networks and Learning Systems 26 (4), 880-886, 2014 | 30 | 2014 |
| Fraud analysis approaches in the age of big data-A review of state of the art S Makki, R Haque, Y Taher, Z Assaghir, G Ditzler, MS Hacid, ... 2017 IEEE 2nd international workshops on foundations and applications of …, 2017 | 22 | 2017 |
| Domain adaptation bounds for multiple expert systems under concept drift G Ditzler, G Rosen, R Polikar 2014 International Joint Conference on Neural Networks (IJCNN), 595-601, 2014 | 19 | 2014 |
| The impact of encoding–decoding schemes and weight normalization in spiking neural networks Z Liang, D Schwartz, G Ditzler, OO Koyluoglu Neural Networks 108, 365-378, 2018 | 18 | 2018 |
| Advances in machine learning for processing and comparison of metagenomic data JL Bouchot, WL Trimble, G Ditzler, Y Lan, S Essinger, G Rosen Computational Systems Biology: From Molecular Mechanisms to Disease, 295-329, 2013 | 16 | 2013 |
Robi PolikarProfessor of Electrical and Computer Engineering, Rowan University, Glassboro, NJ, USAVerified email at rowan.edu
