Publications

P: patent, J: journal, C: conference/workshop, R: report/preprint/abstract, T: thesis

• R13 - Resource-Efficient Federated Learning for Heterogenous and Resource-Constrained Environments
  H. Desai, A. Hilal, H. Eldardiry. In arXiv preprint. 2023.
• C41 - Knowledge-Enhanced Multi-Label Few-Shot Product Attribute-Value Extraction
  J. Gong, W.T. Chen, H. Eldardiry. In ACM International Conference on Information and Knowledge Management (CIKM). 2023.
• C40 - Exploring Approaches to Artificial Intelligence Governance: From Ethics to Policy
  Q. Zhu, D. Kim, H. Eldardiry, M. Ausman. In IEEE ASEE Frontiers in Education Conference (FIE). 2023.
• C39 - Trajectory Generation using Activator-Inhibitor Systems.
  Y. Al-Rawashdeh, M. Al Saaideh, A. Boker, H. Eldardiry, M. Heertjes, M. Al Janaideh. In IEEE Conference on Decision and Control (CDC). 2023.
• C38 - Near-Optimal Trajectory Generation for Flexible Motion Systems using Two-Boundary Approach
  Y. Al-Rawashdeh, V. Reddy, M. Al Saaideh, A. Boker, H. Eldardiry, M. Al Janaideh. In ECC. 2023.
• C37 - Exploring Approaches to Artificial Intelligence Governance: From Ethics to Policy
  D. Kim, Q. Zhu, H. Eldardiry. In IEEE ETHICS. 2023.
• C36 - Role-based Graph Embeddings
  N. Ahmed, R. Rossi, J. Lee, T. Willke, R. Zhou, X. Kong, H. Eldardiry. In ICDE TKDE. 2023.
• R12 - Prediction of Electric Fields Induced by Transcranial Magnetic Stimulation in the Brain using a Deep Encoder-Decoder Convolutional Neural Network
  M. Tashli, M. Alam, J. Gong, C. Lewis, C. Peterson, H. Eldardiry, J. Atulasimha, R. Hadimani. In IEEE EMBS Conference on Neural Engineering. 2023.
• R11 - Prediction of Stimulation Strength of Transcranial Magnetic Stimulation in the Brain with Deep Encoder-Decoder Convolutional Neural Network
  M. Tashli, M. Alam, J. Gong, C. Lewis, R. Hadimani, C. Peterson, H. Eldardiry, J. Atulasimha. In Bulletin of the American Physical Society. 2023.
• P19 - System and method for performing collaborative learning of machine representations for a target concept
  F. Torres, H. Eldardiry. US-20190010 Patent Published. 2022.
• P18 - System and Method Using Augmented Reality for Efficient Collection of Training Data for Machine Learning
  M. Shreve, S. Kumar, J. Sun, G. Gavai, R. Price, H. Eldardiry. US20170647 PATENT Granted, USPTO, European Patent Office. 2022.
• J8 - Graph Deep Factors for Probabilistic Time-series Forecasting
  H. Chen, R. Rossi, K. Mahadik, S. Kim, H. Eldardiry. In ACM Transactions on Knowledge Discovery from Data (TKDD), . 2022.
• J7 - Role-based Graph Embeddings
  N. Ahmed, R. Rossi, J. Lee, T. Willke, R. Zhou, X. Kong, H. Eldardiry. In IEEE Transactions on Knowledge and Data Engineering (TKDE), : pages “1–1",. 2022.
• C35 - Clustering-based Unsupervised Generative Relation Extraction
  C. Yuan, R. Rossi, A. Katz, H. Eldardiry. In IEEE International Conference on Big Data 2022. 2022.
• C34 - Singular Perturbation-based Reinforcement Learning of Two-Point Boundary Optimal Control Systems
  V. Reddy, H. Eldardiry, A. Boker. In the American Control Conference (ACC). 2022.
• C33 - Cooperation Learning in Time-Varying Multi-Agent Networks
  V. Reddy, A. Boker, H. Eldardiry. In AAAI Workshop on Reinforcement Learning in Games (AAAI-RLG). 2022.
• C32 - Assessing the Robustness of LSTM Neural Networks for the Prediction of Actuated-Coordinated Traffic Signal Change Times
  S. Eteifa, H. Rakha, H. Eldardiry. In Transportation Research Board (TRB) Annual Meeting. 2022.
• R10 - Prediction of Electric Fields Induced by Transcranial Magnetic Stimulation in the Brain using a Deep Encoder-Decoder Convolutional Neural Network
  M. Tashli, M. Alam, J. Gong, C. Lewis, C. Peterson, H. Eldardiry, J. Atulasimha, R. Hadimani. In bioRxiv preprint doi: https://doi.org/10.1101/2022.10.27.513583. 2022.
• R9 - Hard Negative Sampling Strategies for Contrastive Representation Learning
  A. Tabassum, M. Wahed, H. Eldardiry, I. Lourentzou. In . 2022.
• P17 - System and Method for Coordinating Parking Enforcement Officer Patrol in Real-time with the Aid of a Digital Computer
  M. Stefik, M. Singhal, K. Albanese, F. Ali, E. bier, D. Bobrow, E. Cardenas, M. Darst, H. Eldardiry, G. Gavai, R. Krivacic, P. Liu, S. Tarkan. PATENT 20180060790, granted. 2021.
• P16 - Agile Video Query using Ensembles of Deep Neural Nets
  F. Torres, H. Eldardiry, M. Shreve, G. Gavai, C. Ramos. US PATENT 11093798B2 Granted. 2021.
• J6 - Two-Stage Clustering of Household Electricity Load Shapes for Improved Temporal Pattern Representation
  M. Afzalan, F. Jazizadeh, H. Eldardiry. In IEEE Access, . 2021.
• J5 - COVID-19 pandemic impacts on traffic system delay, fuel consumption and emissions
  J Du, HA Rakha, F Filali, H Eldardiry. In International Journal of Transportation Science and Technology, 10(2) : pages “184–196",. 2021.
• J4 - Predicting Coordinated Actuated Traffic Signal Change Times using LSTM Neural Networks
  S. Eteifa, H. Rakha, H. Eldardiry. In Transportation Research Record: Journal of the Transportation Research Board, . 2021.
• C31 - Context Integrated Relational Spatio-Temporal Resource Forecasting
  H. Chen, R. Rossi, K. Mahadik, H. Eldardiry. In IEEE International Conference on Big Data. 2021.
• C30 - Multistage Hybrid Attentive Networks for Knowledge-Driven Stock Movement Prediction
  J. Gong, H. Eldardiry. In International Conference on Neural Information Processing (ICONIP). 2021.
• C29 - Unsupervised Relation Extraction: A Variational Autoencoder Approach
  C. Yuan, H. Eldardiry. In Conference on Empirical Methods in Natural Language Processing (EMNLP). 2021.
• C28 - Zero-shot Relation Classification from Side Information
  J. Gong, H. Eldardiry. In ACM International Conference on Information and Knowledge Management (CIKM). 2021.
• C27 - Graph Deep Factors for Forecasting with Applications to Cloud Resource Allocation
  H. Chen, R. Rossi, K. Mahadik, S. Kim, H. Eldardiry. In ACM SIGKDD Conference on Knowledge Discovery and Data Mining (ACM SIGKDD KDD). 2021.
• C26 - Stock Price Movement Prediction Based on News Sentiment
  J. Jiaying, B. Paye, G. Kadlec, H. Eldardiry. In In Proceedings of the 22nd International Conference on Engineering Applications of Neural Networks (EANN). 2021.
• C25 - Predicting Coordinated Actuated Traffic Signal Change Times using LSTM Neural Networks
  S. Eteifa, H. Rakha, H. Eldardiry. In Transportation Research Board (TRB) Annual Meeting. 2021.
• R8 - Estimating Switching Times of Actuated Coordinated Traffic Signals: A Deep Learning Approach.
  S. Eteifa, H. Rakha, H. Eldardiry. In The United States Department of Transportation Report. 2021.
• R7 - Prompt-based Zero-shot Relation Classification with Semantic Knowledge Augmentation
  J. Gong, H. Eldardiry. In arXiv preprint arXiv:2112.04539. 2021.
• P15 - Interactive remote patient monitoring and condition management intervention system
  H. Eldardiry, J. Rubin, R. Abreu, S. Ahern, D. Garcia, H. Du, A. Pattekar, D. Bobrow. PATENT 10610144 granted, United States Patent and Trademark Office (USPTO), European Patent Office, Japan Patent. 2020.
• P14 - Method and System for Similarity-based Multilabel Learning
  H. Eldardiry, R. Rossi. US PATENT US 2020/0210888 A1 published. 2020.
• J3 - Ensemble Learning for Relational Data
  H. Eldardiry, J. Neville, R. Rossi. In Journal of Machine Learning Research (JMLR), 21(49) . 2020.
• R6 - Reinforcement Learning-based N-ary Cross-Sentence Relation Extraction
  C. Yuan, R. Rossi, A. Katz, H. Eldardiry. In arXiv preprint arXiv:2009.12683. 2020.
• R5 - Investigating Misinformation in Online Marketplaces: an Audit Study on Amazon
  E. Hussein, H. Eldardiry. In arXiv preprint arXiv:2009.12468. 2020.
• P13 - Inferring User Lifestyle and Preference Information from Images
  R. Price, A. Roy, H. Eldardiry. US PATENT 20190164212, published. 2019.
• C24 - role2vec: Role-based Network Embeddings
  N. Ahmed, R. Rossi, J. Lee, T. Willke, R. Zhou, X. Kong, H. Eldardiry. In Proceedings of The First International Workshop on Deep Learning on Graphs: Methods and Applications (DLG). 2019.
• C23 - Collaborative Learning of Concept Representations for Video Data
  F. Torres, H. Eldardiry, G. Gavai, C. Ramos. In Proceedings of AAAI Spring Symposium on Combining Machine Learning with Knowledge Engineering. 2019.
• C22 - Building Jarvis - A Learner-Aware Conversational Trainer
  S. Mohan, K. Ramea, B. Price, M. Shreve, H. Eldardiry, L. Nelson. In Proceedings of ACM user2agent IUI Workshop on User-Aware Conversational Agents. 2019.
• C21 - Hybrid image-based defect detection for railroad maintenance
  G. Gavai, H. Eldardiry, W. Wu, B. Xu, Y. Komatsu, S. Makino. In Proceedings of The Image Sensors and Imaging Systems Conference, at IS&T Electronic Imaging. 2019.
• R4 - Secure Two-Party Feature Selection
  V. Rao, Y. Long, H. Eldardiry, S. Rane, R. Rossi, F. Torres. In arXiv preprint arXiv:1901.00832. 2019.
• P12 - Computer-implemented system and method for detecting anomalies using sample-based rule identification
  H. Eldardiry, K. Sricharan, D. Greene, R. Price. PATENT US10140576B2, granted. 2018.
• P11 - Device health estimation by combining contextual information with sensor data
  H. Eldardiry, L. Liao, T. Honda, B. Saha, R. Abreu. PATENT 10078062 granted, USPTO. 2018.
• P10 - Computer-implemented system and method for analyzing organizational performance from episodic data
  M. Stefik, D. Bobrow, H. Eldardiry, R. Krivacic, P. Liu, S. Tarkan, E. Wu. PATENT US10025829B2, granted. 2018.
• P9 - System and Method for Facilitating Parking Enforcement Officer Dispatching in Real-time with the Aid of a Digital Computer
  M. Stefik, M. Singhal, K. Albanese, F. Ali, E. bier, D. Bobrow, E. Cardenas, M. Darst, H. Eldardiry, G. Gavai, R. Krivacic, P. Liu, S. Tarkan. PATENT 20180060798, granted. 2018.
• P8 - System and Method for Facilitating Parking Enforcement Officer Performance in Real-time with the Aid of a Digital Computer
  M. Stefik, M. Singhal, K. Albanese, F. Ali, E. bier, D. Bobrow, E. Cardenas, M. Darst, H. Eldardiry, G. Gavai, R. Krivacic, P. Liu, S. Tarkan. PATENT 20180060795, published. 2018.
• P7 - System and Method for Managing Coverage of Parking Enforcement for a Neighborhood with the Aid of a Digital Computer
  M. Stefik, M. Singhal, K. Albanese, F. Ali, E. bier, D. Bobrow, E. Cardenas, M. Darst, H. Eldardiry, G. Gavai, R. Krivacic, P. Liu, S. Tarkan. PATENT-20180060797 published. 2018.
• P6 - System and Method for Monitoring Parking Enforcement Officer Performance in Real Time with the Aid of a Digital Computer
  M. Stefik, M. Singhal, K. Albanese, F. Ali, E. bier, D. Bobrow, E. Cardenas, M. Darst, H. Eldardiry, G. Gavai, R. Krivacic, P. Liu, S. Tarkan. PATENT 2018/0060796, published. 2018.
• P5 - Computer-Implemented System and Method for Performing Event Trend Analysis
  M. Stefik, D. Bobrow, H. Eldardiry, R. Krivacic, P. Liu, S. Tarkan, E. Wu.. US PATENT 2018/0322173, published. 2018.
• P4 - Computer-implemented system and method for generating recurring events
  M. Stefik, D. Bobrow, H. Eldardiry, R. Krivacic, P. Liu, S. Tarkan, E. Wu. PATENT US2018/032172, published. 2018.
• J2 - Interactive Visual Graph Mining and Learning
  R. Rossi, N. Ahmed, H. Eldardiry, R. Zhou. In ACM Transactions on Intelligent Systems and Technology (TIST), 1(1) . 2018.
• C20 - Similarity-based Multi-label Learning
  R. Rossi, N. Ahmed, H. Eldardiry, R. Zhou. In Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN). 2018.
• C19 - Relational Similarity Machines (RSM): A Similarity-based Learning Framework for Graphs
  R. Rossi, N. Ahmed, R. Zhou, H. Eldardiry. In Proceedings of IEEE Big Data. 2018.
• C18 - Learning Role-based Graph Embeddings
  N. Ahmed, R. Rossi, R. Zhou, J. Lee, X. Kong, T. Willke, H. Eldardiry. In Proceedings of Statistical Relational Artificial Intelligence Workshop at the International Joint Conference on Artificial Intelligence (StartAI-IJCAI). 2018.
• R3 - Advanced Artificial Intelligence
  H. Eldardiry, T. Taniguchi. National Academy of Engineering Frontiers. 2018.
• R2 - Reports of the Workshops of the Thirty-First AAAI Conference on Artificial Intelligence.
  M. Anderson, R. Barták, J. Brownstein, D. Buckeridge, H. Eldardiry, C. Geib, M. Gini, A. Isaksen, S. Keren, R. Laddaga, V. Lisý, R. Martin, D. Martinez, M. Michalowski, L. Michael, R. Mirsky, T. Nguyen, M. Paul, E. Pontelli, S. Sanner, A. Shaban-Nejad, A. Sinha, S. Sohrabi, K. Sricharan, B. Srivastava, M. Stefik, W. Streilein, N. Sturtevant, K. Talamadupula, M. Thielscher, J. Togelius, T. Son, L. Tran-Thanh, N. Wagner, B. Wallace, S. Wilk, J. Zhu. In AI magazine, 38(3) : pages “72–82",. 2017.
• C17 - Inductive Representation Learning in Large Attributed Graphs
  N. Ahmed, R. Rossi, R. Zhou, J. Lee, X. Kong, T. Willke, H. Eldardiry. In Proceedings of the Women in Machine Learning Workshop at the Neural Information Processing Systems Conference (WiML-NIPS). 2017.
• C16 - Human-Machine Collaborative Learning
  K. Sricharan, H. Eldardiry, M. Stefik. In AAAI AI magazine. 2017.
• R1 - A Framework for Generalizing Graph-based Representation Learning Methods
  N. Ahmed, R. Rossi, R. Zhou, J. Lee, X. Kong, T. Willke, H. Eldardiry. In arXiv preprint arXiv:1709.04596. 2017.
• P3 - Detecting anomalies in work practice data by combining multiple domains of information
  E. Bart, J. Liu, H. Eldardiry and R. Price. PATENT 9264442 granted, USPTO. 2016.
• C15 - Time, Frequency & Complexity Analysis for Recognizing Panic States from Physiologic Time-Series
  J. Rubin, R. Abreu, S. Ahern, H. Eldardiry, D. Bobrow. In Proceedings of ACM Pervasive Health Conference (PHC). 2016.
• C14 - Provenance Segmentation
  R. Abreu, D. Archer, J. Cheney, E. Chapman, H. Eldardiry, A. Gascon. In Proceedings of Workshop on Theory and Practice of Provenance (TaPP). Provenance Week. 2016.
• P2 - System and method for modeling behavior change and consistency to detect malicious insiders
  H. Eldardiry, E. Bart, J. Liu, J. Hanley, R. Price and O. Brdiczka. PATENT 2015235152 published, USPTO. 2015.
• C13 - A Wearable and Mobile Intervention Delivery System for Individuals with Panic Disorder
  L. Cruz, J. Rubin, R. Abreu, S. Ahern, H. Eldardiry, D. Bobrow. In Proceedings of the 14th ACM International Conference on Mobile and Ubiquitous Multimedia (MUM). 2015.
• C12 - Towards a Mobile and Wearable System for Predicting Panic Attacks
  J. Rubin, H. Eldardiry, R. Abreu, S. Ahern, D. Garcia, H. Du, A. Pattekar. In Proceedings of the ACM International Conference on Pervasive and Ubiquitous Computing (UbiComp). 2015.
• C11 - Diagnosing Advanced Persistent Threats
  R. Abreu, D. Bobrow, H. Eldardiry, A. Feldman, J. Hanley, T. Honda, J. de Kleer, A. Perez, D. Archer, D. Burke. In Proceedings of the 26th International Conference on Principles of Diagnosis (DX). 2015.
• C10 - Device Health Estimation by Combining Contextual Control Information with Sensor Data
  T. Honda, L. Liao, H. Eldardiry, B. Saha, R. Abreu. In Proceedings of the 26th International Conference on Principles of Diagnosis (DX). 2015.
• P1 - Method and apparatus for combining multi-dimensional fraud measurements for anomaly detection
  Y. Zhang, J. Liu and H. Eldardiry. PATENT 2014244528 published, PTSO. 2014.
• J1 - Multisource fusion for anomaly detection: using across-domain and across-time peer-group consistency checks
  Eldardiry, K. Sricharan, J. Liu, J. Hanley, O. Brdiczka, R. Price, E. Bart. In Journal of Wireless Mobile Networks, Ubiquitous Computing, and Dependable Applications (JoWUA). Special Edition on Insider Threat Detection, 5(2) . 2014.
• C9 - Ganging Up on Big Data: Computer-Intermediated Collaborative Analysis
  M. Stefik, H. Eldardiry. In Proceedings of the IEEE International Conference on Collaboration Technologies and Systems (CTS). 2014.
• C8 - Multidomain Information Fusion for Insider Threat Detection
  H. Eldardiry, E. Bart, J. Liu, J. Hanley, R. Price, O. Brdiczka. In Proceedings of the 2nd IEEE Security and Privacy Workshop on Research for Insider Threat (WRIT) - Best Paper Award. 2013.
• C7 - Fraud detection for healthcare
  H. Eldardiry, J. Liu, Y. Zhang, M. Fromherz. In Proceedings of the 1st ACM SIGKDD Workshop on Data Mining for Healthcare (DMH). 2013.
• C6 - An analysis of how ensembles of collective classifiers improve predictions in graphs
  H. Eldardiry, J. Neville. In Proceedings of the 21st ACM International Conference on Information and Knowledge Management (CIKM). 2012.
• T1 - Ensemble Classification Techniques for Relational Domains
  H. Eldardiry. PhD Thesis. Purdue University. 2012.
• C5 - An Ensemble Model for Collective Classification that Reduces Learning and Inference Variance
  H. Eldardiry, J. Neville. Technical Report 12-003. Department of Computer Science, Purdue University. 2012.
• C4 - Across-model collective ensemble classification
  H. Eldardiry, J. Neville. In Proceedings of the 25th AAAI Conference on Artificial Intelligence (AAAI). 2011.
• C3 - Ensemble Classification for Relational Domains
  H. Eldardiry. In the 16th AAAI/SIGART Doctoral Consortium at AAAI Conference. 2011.
• C2 - Multi-network fusion for collective inference
  H. Eldardiry, J. Neville. In Proceedings of the ACM Special Interest Group on Knowledge Discovery and Data Mining 8th Mining and Learning with Graphs Workshop (SIGKDD-MLG). 2010.
• C1 - A resampling technique for relational data graphs
  H. Eldardiry, J. Neville. In Proceedings of the ACM Special Interest Group on Knowledge Discovery and Data Mining 2nd Social Network Analysis Workshop (SIGKDD-SNA). 2008.