An Experimental Analysis of Windows Log Events Triggered by Malware. - Arpan Man Sainju; Travis Atkison (ACM Southeast Regional Conference, 2017)

Grid-Based Colocation Mining Algorithms on GPU for Big Spatial Event Data: A Summary of Results. - Arpan Man Sainju; Zhe Jiang 001 (SSTD, 2017)

Geographical Hidden Markov Tree for Flood Extent Mapping. - Miao Xie; Zhe Jiang 001; Arpan Man Sainju (KDD, 2018)

Geographical Hidden Markov Tree for Flood Extent Mapping (With Proof Appendix). - Miao Xie; Zhe Jiang 001; Arpan Man Sainju (CoRR, 2018)

Hidden Markov Contour Tree: A Spatial Structured Model for Hydrological Applications. - Zhe Jiang 001; Arpan Man Sainju (KDD, 2019)

Spatial Ensemble Learning for Heterogeneous Geographic Data with Class Ambiguity. - Zhe Jiang 001; Arpan Man Sainju; Yan Li 049; Shashi Shekhar 001; Joseph F. Knight (ACM Trans. Intell. Syst. Technol., 2019)

Spatial Classification with Limited Observations Based on Physics-Aware Structural Constraint. - Arpan Man Sainju; Wenchong He; Zhe Jiang 001; Da Yan 001 (AAAI, 2020)

CurvaNet: Geometric Deep Learning based on Directional Curvature for 3D Shape Analysis. - Wenchong He; Zhe Jiang 001; Chengming Zhang 006; Arpan Man Sainju (KDD, 2020)

A Hidden Markov Tree Model for Flood Extent Mapping in Heavily Vegetated Areas based on High Resolution Aerial Imagery and DEM: A Case Study on Hurricane Matthew Floods. - Zhe Jiang 001; Arpan Man Sainju (CoRR, 2020)

Spatial Classification With Limited Observations Based On Physics-Aware Structural Constraint. - Arpan Man Sainju; Wenchong He; Zhe Jiang 001; Da Yan 001; Haiquan Chen (CoRR, 2020)

Deep Learning for Earth Image Segmentation based on Imperfect Polyline Labels with Annotation Errors. - Zhe Jiang 001; Marcus Stephen Kirby; Wenchong He; Arpan Man Sainju (CoRR, 2020)

Parallel Grid-Based Colocation Mining Algorithms on GPUs for Big Spatial Event Data. - Arpan Man Sainju; Danial Aghajarian; Zhe Jiang 001; Sushil K. Prasad (IEEE Trans. Big Data, 2020)

Mapping Road Safety Features from Streetview Imagery: A Deep Learning Approach. - Arpan Man Sainju; Zhe Jiang 001 (Trans. Data Sci., 2020)

Mapping Road Safety Barriers Across Street View Image Sequences: A Hybrid Object Detection and Recurrent Model. - Md Mostafijur Rahman; Arpan Man Sainju; Da Yan 001; Zhe Jiang 001 (GeoAI@SIGSPATIAL, 2021)

Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy. - Wenchong He; Arpan Man Sainju; Zhe Jiang 001; Da Yan 001 (SDM, 2021)

An attention U-Net model for detection of fine-scale hydrologic streamlines. - Zewei Xu; Shaowen Wang 001; Lawrence V. Stanislawski; Zhe Jiang 001; Nattapon Jaroenchai; Arpan Man Sainju; Ethan Shavers; E. Lynn Usery; Li Chen 025; Zhiyu Li; Bin Su (Environ. Model. Softw., 2021)

Flood Inundation Mapping with Limited Observations Based on Physics-Aware Topography Constraint. - Arpan Man Sainju; Wenchong He; Zhe Jiang 001; Da Yan 001; Haiquan Chen (Frontiers Big Data, 2021)

Geographical Hidden Markov Tree. - Zhe Jiang 001; Miao Xie; Arpan Man Sainju (IEEE Trans. Knowl. Data Eng., 2021)

An elevation-guided annotation tool for flood extent mapping on earth imagery (demo paper). - Saugat Adhikari; Da Yan 001; Mirza Tanzim Sami; Jalal Khalil; Lyuheng Yuan; Bhadhan Roy Joy; Zhe Jiang 001; Arpan Man Sainju (SIGSPATIAL/GIS, 2022)

Earth Imagery Segmentation on Terrain Surface with Limited Training Labels: A Semi-supervised Approach based on Physics-Guided Graph Co-Training. - Wenchong He; Arpan Man Sainju; Zhe Jiang 001; Da Yan 001; Yang Zhou 001 (ACM Trans. Intell. Syst. Technol., 2022)

Weakly Supervised Spatial Deep Learning for Earth Image Segmentation Based on Imperfect Polyline Labels. - Zhe Jiang 001; Wenchong He; Marcus Stephen Kirby; Arpan Man Sainju; Shaowen Wang 001; Lawrence V. Stanislawski; Ethan Shavers; E. Lynn Usery (ACM Trans. Intell. Syst. Technol., 2022)

A Hidden Markov Contour Tree Model for Spatial Structured Prediction. - Arpan Man Sainju; Wenchong He; Zhe Jiang 001 (IEEE Trans. Knowl. Data Eng., 2022)

A Hidden Markov Forest Model for Terrain-Aware Flood Inundation Mapping from Earth Imagery. - Zhe Jiang 001; Yupu Zhang; Saugat Adhikari; Da Yan 001; Arpan Man Sainju; Xiaowei Jia; Yiqun Xie (SDM, 2023)

Colocation Mining: Estimating Neighborhood Relationships and Identifying Regional Patterns. - Abigail Kelly; Arpan Man Sainju; Dipesh Shrestha; Ramchandra Rimal (ACM Southeast Regional Conference, 2025)

Scaling Terrain-Aware Spatial Machine Learning for Flood Mapping on Large Scale Earth Imagery Data. - Saugat Adhikari; Da Yan 001; Zhe Jiang 001; Jiao Han; Zelin Xu 001; Yupu Zhang; Arpan Man Sainju; Yang Zhou 001 (ACM Trans. Spatial Algorithms Syst., 2025)