| 2025 | IJCNN | Labeler-Dependent Noise with Adversarial Awareness. | Vincent Agostino Del Tufo, Glenn Dawson, Robi Polikar |
| 2021 | IJCNN | OpinionRank: Extracting Ground Truth Labels from Unreliable Expert Opinions with Graph-Based Spectral Ranking. | Glenn Dawson, Robi Polikar |
| 2021 | IJCNN | Adversarial Targeted Forgetting in Regularization and Generative Based Continual Learning Models. | Muhammad Umer, Robi Polikar |
| 2020 | IJCNN | Targeted Forgetting and False Memory Formation in Continual Learners through Adversarial Backdoor Attacks. | Muhammad Umer, Glenn Dawson, Robi Polikar |
| 2019 | IJCNN | Vulnerability of Covariate Shift Adaptation Against Malicious Poisoning Attacks. | Muhammad Umer, Christopher Frederickson, Robi Polikar |
| 2018 | IJCNN | Attack Strength vs. Detectability Dilemma in Adversarial Machine Learning. | Christopher Frederickson, Michael Moore, Glenn Dawson, Robi Polikar |
| 2018 | IJCNN | Resampling Techniques for Learning Under Extreme Verification Latency with Class Imbalance. | Christopher Frederickson, Robi Polikar |
| 2017 | IJCNN | LEVELIW: Learning extreme verification latency with importance weighting. | Muhammad Umer, Robi Polikar, Christopher Frederickson |
| 2016 | IJCNN | Non-negative matrix factorization for non-parametric and unsupervised image clustering and segmentation. | Dimah Dera, Nidhal Bouaynaya, Robi Polikar, Hassan M. Fathallah-Shaykh |
| 2015 | ICASSP | Constrained state estimation in particle filters. | Bradley Ebinger, Nidhal Bouaynaya, Robi Polikar, Roman Shterenberg |
| 2015 | IJCNN | Quantifying the limited and gradual concept drift assumption. | Joseph Sarnelle, Anthony Sanchez, Robert Capo, Joshua Haas, Robi Polikar |
| 2014 | CIDM | Scaling a neyman-pearson subset selection approach via heuristics for mining massive data. | Gregory Ditzler, Matthew Austen, Gail L. Rosen, Robi Polikar |
| 2014 | IJCNN | Core support extraction for learning from initially labeled nonstationary environments using COMPOSE. | Robert Capo, Anthony Sanchez, Robi Polikar |
| 2014 | IJCNN | Domain adaptation bounds for multiple expert systems under concept drift. | Gregory Ditzler, Gail L. Rosen, Robi Polikar |
| 2014 | IJCNN | Optimal Bayesian classification in nonstationary streaming environments. | Jehandad Khan, Nidhal Bouaynaya, Robi Polikar |
| 2013 | IJCNN | Active learning in nonstationary environments. | Robert Capo, Karl B. Dyer, Robi Polikar |
| 2013 | IJCNN | Incremental learning of new classes from unbalanced data. | Gregory Ditzler, Gail Rosen, Robi Polikar |
| 2013 | ISCAS | A freshman level module in biometric systems. | Sara H. Davis, Megan N. Frankle, Ravi Prakash Ramachandran, Kevin D. Dahm, Robi Polikar |
| 2012 | ICASSP | Forensic identification with environmental samples. | Gregory Ditzler, Gail Rosen, Robi Polikar |
| 2012 | IJCNN | Transductive learning algorithms for nonstationary environments. | Gregory Ditzler, Gail L. Rosen, Robi Polikar |
| 2012 | IJCNN | Semi-supervised learning in initially labeled non-stationary environments with gradual drift. | Karl B. Dyer, Robi Polikar |
| 2012 | ISCAS | Open-ended design and performance evaluation of a biometric speaker identification system. | Ravi Prakash Ramachandran, Robi Polikar, Kevin D. Dahm, Sachin S. Shetty |
| 2011 | ICDM | Heuristic Updatable Weighted Random Subspaces for Non-stationary Environments. | T. Ryan Hoens, Nitesh V. Chawla, Robi Polikar |
| 2011 | IJCNN | Semi-supervised learning in nonstationary environments. | Gregory Ditzler, Robi Polikar |
| 2010 | CEC | Optimal nu-SVM parameter estimation using multi objective evolutionary algorithms. | James Ethridge, Gregory Ditzler, Robi Polikar |
| 2010 | ICPR | An Incremental Learning Algorithm for Non-stationary Environments and Class Imbalance. | Gregory Ditzler, Robi Polikar, Nitesh V. Chawla |
| 2010 | IJCNN | An ensemble based incremental learning framework for concept drift and class imbalance. | Gregory Ditzler, Robi Polikar |
| 2010 | IJCNN | Neural network-based taxonomic clustering for metagenomics. | Steven D. Essinger, Robi Polikar, Gail L. Rosen |
| 2009 | HCI | Functional Near-Infrared Spectroscopy and Electroencephalography: A Multimodal Imaging Approach. | Anna Caterina Merzagora, Meltem Izzetoglu, Robi Polikar, Valerie Weisser, Banu Onaral, Maria T. Schultheis |
| 2009 | IJCNN | Incremental learning in nonstationary environments with controlled forgetting. | Ryan Elwell, Robi Polikar |
| 2008 | CVPR | Margin-based discriminant dimensionality reduction for visual recognition. | Hakan Cevikalp, Bill Triggs, Frdric Jurie, Robi Polikar |
| 2008 | ICML | Nearest hyperdisk methods for high-dimensional classification. | Hakan Cevikalp, Bill Triggs, Robi Polikar |
| 2008 | ICPR | Incremental learning in non-stationary environments with concept drift using a multiple classifier based approach. | Matthew T. Karnick, Michael Muhlbaier, Robi Polikar |
| 2008 | IJCNN | Learning concept drift in nonstationary environments using an ensemble of classifiers based approach. | Matthew T. Karnick, Metin Ahiskali, Michael Muhlbaier, Robi Polikar |
| 2007 | IJCNN | Ensemble Based Data Fusion from Parietal Region Event Related Potentials for Early Diagnosis of Alzheimer's Disease. | Brian A. Balut, Matthew T. Karnick, Deborah Green, John Kounios, Christopher M. Clark, Robi Polikar |
| 2007 | IJCNN | Random Feature Subset Selection for Analysis of Data with Missing Features. | Joseph DePasquale, Robi Polikar |
| 2006 | ICANN | Can AdaBoost.M1 Learn Incrementally? A Comparison to Learn | Hussein Syed Mohammed, James Leander, Matthew Marbach, Robi Polikar |
| 2006 | ICASSP | Majority Vote and Decision Template Based Ensemble Classifiers Trained on Event Related Potentials for Early Diagnosis of Alzheimer's Disease. | Nicholas Stepenosky, Deborah Green, John Kounios, Christopher M. Clark, Robi Polikar |
| 2006 | IJCNN | Ensemble Techniques with Weighted Combination Rules for Early Diagnosis of Alzheimer's Disease. | Nicholas Stepenosky, Robi Polikar, John Kounios, Christopher M. Clark |
| 2006 | SMC | Comparison of Ensemble Techniques for Incremental Learning of New Concept Classes under Hostile Non-stationary Environments. | Hussein Syed Mohammed, James Leander, Matthew Marbach, Robi Polikar |
| 2005 | ICANN | Reducing the Effect of Out-Voting Problem in Ensemble Based Incremental Support Vector Machines. | Zeki Erdem, Robi Polikar, Fikret S. Grgen, Nejat Yumusak |
| 2005 | ICASSP | Multiresolution wavelet analysis and ensemble of classifiers for early diagnosis of Alzheimer's disease. | Genevieve Jacques, Jennifer Frymiare, John Kounios, Christopher M. Clark, Robi Polikar |
| 2005 | IJCNN | Dynamically weighted majority voting for incremental learning and comparison of three boosting based approaches. | Aliasgar Gangardiwala, Robi Polikar |
| 2004 | IJCNN | Incremental learning from unbalanced data. | Michael Muhlbaier, Apostolos Topalis, Robi Polikar |
| 2004 | SMC | Combining classifiers for multisensor data fusion. | Devi Parikh, Min T. Kim, Joseph Oagaro, Shreekanth Mandayam, Robi Polikar |
| 2003 | ICANN | Confidence Estimation Using the Incremental Learning Algorithm, Learn++. | Jeffrey Byorick, Robi Polikar |
| 2003 | IJCNN | An ensemble of classifiers approach for the missing feature problem. | Stefan Krause, Robi Polikar |
| 2003 | IJCNN | Ensemble of classifiers based incremental learning with dynamic voting weight update. | Robi Polikar, Stefan Krause, Lyndsay Burd |
| 2001 | ICASSP | Adaptive noise cancellation schemes for magnetic flux leakage signals obtained from gas pipeline inspection. | Muhammad Afzal, Robi Polikar, Lalita Udpa, Satish S. Udpa |
| 2001 | ICASSP | Adaptive noise cancellation schemes for magnetic flux leakage signals obtained from gas pipeline inspection. | Muhammad Afzal, Robi Polikar, Lalita Udpa, Satish S. Udpa |
| 2001 | ICASSP | Detection and identification of odorants using an electronic nose. | Robi Polikar, Ruth Shinar, Vasant G. Honavar, Lalita Udpa, Marc D. Porter |
| 2000 | ICASSP | LEARN++: an incremental learning algorithm for multilayer perceptron networks. | Robi Polikar, Lalita Udpa, Satish S. Udpa, Vasant G. Honavar |
| 2000 | ICASSP | Fuzzy ARTMAP network with evolutionary learning. | Pradeep Ramuhalli, Robi Polikar, Lalita Udpa, Satish S. Udpa |
| 1999 | IJCNN | Nonlinear cluster transformations for increasing pattern separability. | Robi Polikar, Lalita Udpa, Satish S. Udpa |