| 2024 | ICDM | LISA: Learning-Integrated Space Partitioning Framework for Traffic Accident Forecasting on Heterogeneous Spatiotemporal Data. | Bang An, Xun Zhou, Amin Vahedian, W. Nick Street, Jinping Guan, Jun Luo |
| 2022 | SDM | HintNet: Hierarchical Knowledge Transfer Networks for Traffic Accident Forecasting on Heterogeneous Spatio-Temporal Data. | Bang An, Amin Vahedian, Xun Zhou, W. Nick Street, Yanhua Li |
| 2019 | AAAI | Predicting Urban Dispersal Events: A Two-Stage Framework through Deep Survival Analysis on Mobility Data. | Amin Vahedian, Xun Zhou, Ling Tong, W. Nick Street, Yanhua Li |
| 2017 | ICDM | A Budget-Constrained Inverse Classification Framework for Smooth Classifiers. | Michael T. Lash, Qihang Lin, W. Nick Street, Jennifer G. Robinson |
| 2017 | SDM | Generalized Inverse Classification. | Michael T. Lash, Qihang Lin, W. Nick Street, Jennifer G. Robinson, Jeffrey W. Ohlmann |
| 2015 | ICDM | Finding Hierarchical Communities in Complex Networks Using Influence-Guided Label Propagation. | Wenjun Wang, W. Nick Street |
| 2014 | AusDM | Dynamic Class Prediction with Classifier Based Distance Measure. | Senay Yasar Saglam, W. Nick Street |
| 2012 | ICDM | Overlapping Clustering with Sparseness Constraints. | Haibing Lu, Yuan Hong, W. Nick Street, Fei Wang, Hanghang Tong |
| 2012 | SIGIR | Survival analysis of click logs. | Si-Chi Chin, W. Nick Street |
| 2011 | ICMLA | Bayesian Embedding of Co-occurrence Data for Query-Based Visualization. | Mohammad Khoshneshin, W. Nick Street, Padmini Srinivasan |
| 2011 | IJCAI | Enriching Wikipedia Vandalism Taxonomy via Subclass Discovery. | Si-Chi Chin, W. Nick Street |
| 2010 | RecSys | Collaborative filtering via euclidean embedding. | Mohammad Khoshneshin, W. Nick Street |
| 2010 | RecSys | Incremental collaborative filtering via evolutionary co-clustering. | Mohammad Khoshneshin, W. Nick Street |
| 2010 | WWW | Detecting Wikipedia vandalism with active learning and statistical language models. | Si-Chi Chin, W. Nick Street, Padmini Srinivasan, David Eichmann |
| 2007 | AMIA | Application of Artificial Neural Network-Based Survival Analysis on Two Breast Cancer Datasets. | Chih-Lin Chi, W. Nick Street, William H. Wolberg |
| 2007 | SDM | HACS: Heuristic Algorithm for Clustering Subsets. | Ding Yuan, W. Nick Street |
| 2006 | IJCNN | Learning to Rank by Maximizing AUC with Linear Programming. | Kaan Ataman, W. Nick Street, Yi Zhang |
| 2005 | AMIA | Predicting Outcomes of Hospitalization for Heart Failure Using Logistic Regression and Knowledge Discovery Methods. | Kirk T. Phillips, W. Nick Street |
| 2005 | ICDM | Bagging with Adaptive Costs. | Yi Zhang, W. Nick Street |
| 2005 | ICDM | Sharing Classifiers among Ensembles from Related Problem Domains. | Yi Zhang, W. Nick Street, Samuel Burer |
| 2001 | CEC | An evolutionary multi-objective local selection algorithm for customer targeting. | YongSeog Kim, W. Nick Street, Filippo Menczer |
| 2001 | KDD | Automatic Feature Mining for Personalized Digital Image Retrieval. | Kyoung-Mi Lee, W. Nick Street |
| 2001 | KDD | A streaming ensemble algorithm (SEA) for large-scale classification. | W. Nick Street, YongSeog Kim |
| 2001 | SIGIR | Intelligent Object-based Image Retrieval Using Cluster-driven Personal Preference Learning. | Kyoung-Mi Lee, W. Nick Street |
| 2000 | KDD | Feature selection in unsupervised learning via evolutionary search. | YongSeog Kim, W. Nick Street, Filippo Menczer |
| 1998 | ICML | A Neural Network Model for Prognostic Prediction. | W. Nick Street |
| 1995 | ICML | An Inductive Learning Approach to Prognostic Prediction. | W. Nick Street, Olvi L. Mangasarian, William H. Wolberg |