Publications
Journal Articles
Mazumder A., Sabharwal R., Tayal M., Kumar B., Rathore P., A Theoretical and Empirical Study on the Convergence of Adam with an Exact Constant Step Size in Non-Convex Settings, IEEE Transactions on Neural Network and Learning Systems (Under review)
Tharani J. S., Charles E.A., Rathore. P., Hou Z., Palaniswami M., Muthukkumarasamy V., Identifying Suspicious Blockchain Transactions using Explainable Clustering, ACM Transactions on Internet Technology (Under review)
Tharani J. S., Hou Z., Charles E.A., Rathore. P., Palaniswami M., Muthukkumarasamy V., Unified Feature Engineering for Detection of Malicious Entities in Blockchain Networks, IEEE Transactions on Information Forensics and Security, May 2024 (Accepted)
Rathore, P., Bezdek, J. C., Santi, P., Ratti, C., ConiVAT: Cluster Tendency Assessment and Clustering with Partial Background Knowledge, https://arxiv.org/abs/2008.09570
Rathore, P., Zonoozi, A., Geramifard, O., Lee, T.K., Understanding the Dynamics of Drivers' Locations for Passengers Pickup Performance: A Case Study, https://arxiv.org/abs/2009.04108
Milardo S., Rathore, P., Amorim M., Fugiglando U., Santi, P., Ratti, C. (2021). Understanding Drivers' Stress and Interactions with Vehicle Systems Through Naturalistic Data Analysis". IEEE Transactions on Intelligent Transportation System. (Early Access) [IF: 5.7]
Rathore, P., Soni, J., Prabakar, N., Palaniswami, M., Santi. P. (2021). Identifying Groups of Fake Reviewers Using a Semi-supervised Approach. IEEE Transactions on Computational Social Systems. (Early Access)
González-Vidal, A., Rathore, P., Rao, A. S., Mendoza-Bernal J., Palaniswami, M., Skarmeta Gómez, A. F. (2020). Missing Data Imputation with Bayesian Maximum Entropy for Internet of Things, IEEE Internet of Things Journal. [PDF] [IF: 9.5]
Rathore, P., Kumar, D., Bezdek, J. C., Rajasegarar, S., Palaniswami, M. (2020). Visual Structure Assessment and Anomaly Detection for High-Velocity Data Streams, IEEE Transactions on Cybernetics. [PDF] [IF: 10.3]
Rathore, P., Kumar, D., Rajasegarar S., Palaniswami, M, Bezdek, J. C. (2019). A Scalable Framework for Trajectory Prediction. IEEE Transactions on Intelligent Transportation Systems. 20(10), 3860-3874. [PDF] [IF: 5.7]
Rathore, P., Ghafoori, Z., Bezdek, J. C., Palaniswami, M., Leckie, C. (2018). Approximating Dunn's cluster validity indices for partitions of big data. IEEE Transactions on Cybernetics, (99), 1-13. [IF: 10.3] [PDF] [Code]
Rathore, P., Kumar, D., Bezdek, J. C., Rajasegarar, S., Palaniswami, M. (2018). A Rapid hybrid clustering algorithm for large volumes of high dimensional data. IEEE Transactions on Knowledge and Data Engineering, 31(4), 641-654. [PDF] [IF: 3.9]
Rathore, P., Bezdek, J. C., Erfani, S. M., Rajasegarar, S., Palaniswami, M. (2017). Ensemble fuzzy clustering using cumulative aggregation on random projections. IEEE Transactions on Fuzzy Systems, 26(3), 1510-1524. [PDF][IF: 8.8]
Rathore, P., Kumar, D., Rajasegarar, S., Palaniswami, M. (2017). Maximum entropy-based auto drift correction using high-and low-precision sensors. ACM Transactions on Sensor Networks (TOSN), 13(3), 24. [PDF] [Code] [IF: 2.8]
Rathore, P., Rao, A. S., Rajasegarar, S., Vanz, E., Gubbi, J., Palaniswami, M. (2017). Real-time urban microclimate analysis using Internet of things. IEEE Internet of Things Journal, 5(2), 500-511. [PDF][IF: 9.5]
Conference Proceedings
Mazumder A., Baruah T., Kumar B., Sharma R., Pattanaik V., Rathore P., "Learning Low-Rank Latent Spaces with Simple Deterministic Autoencoder: Theoretical and Empirical Insights", Proceedings of the IEEE/CVF Winter Conference on Applictions of Computer Vision (WACV), Hawaii, USA, 2024
Pagadala, K. M., Rathore, P. HaVAT: Automatic Cluster Structure Assessment in Unlabeled data. In Proceedings of the 7th Joint International Conference on Data Science & Management of Data (11th ACM IKDD CODS and 29th COMAD), 2024 (pp. 45-53).
Mazumder A., Baruah T., Singh A.K., Murthy P.K., Pattanaik V., Rathore P., "DeepVAT: A Self-Supervised Technique for Cluster Assessment in Image Datasets", Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshop, Paris, 2023
Milardo, S., Rathore, P., Santi, P., Ratti C. “A Data-Driven Framework for Driving Style Classification", 18th International Conference on Advanced Data Mining and Applications (ADMA), 2022, Brisbane
Kanthuru V. A., Rajasegarar S., Rathore, P., Doss, R., Pan, L., Ray, B., Chowdhury M., Chandrasekaran, S., Durai, M. A. S. “Cyber Attack Detection in IoT Networks with Small Samples: Implementation and Analysis", 18th International Conference on Advanced Data Mining and Applications (ADMA), 2022, Brisbane
Datta S., Karmakar C., Rathore, P., Palaniswami, M. (2022). Scalable Cluster Tendency Assessment for Streaming Activity Data Using Recurring Shapelets, in 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)MBC
Milardo S., Rathore, P., Buteau R., Santi, P., Ratti, C. (2021).. An Unsupervised Approach for Driving Behaviour Analysis of Professional Truck Drivers, in EAI International Conference on Intelligent Transportation Systems (INTSYS). [Best Paper Award]
Datta S., Karmakar C., Rathore, P., Palaniswami, M. (2021). Shapelet Based Visual Assessment Of Cluster Tendency in Analyzing Complex Upper Limb Motion, in International Conference on Acoustics, Speech and Signal Processing (ICASSP)
Rathore, P., Ghafoori, Z., Bezdek, J. C., Palaniswami, M., Leckie, C. (2018). Estimating Generalized Dunn's Cluster Validity Indices for Big Data, in IEEE International Conference on Systems, Man, and Cybernetics (SMC) (pp. 656-661). [PDF] [Best Paper Award Runner-up]
Rathore, P., Bezdek, J. C., Kumar, D., Rajasegarar, S., Palaniswami, M. (2018). Approximate cluster heat maps of large high-dimensional data, in 24th IEEE International Conference on Pattern Recognition (ICPR) (pp. 195-200). [PDF][Code]
Rathore, P., Kumar, D., Rajasegarar, S., Palaniswami, M. (2018). Bayesian maximum entropy and interacting multiple model based automatic sensor drift detection and correction in an IoT environment, in IEEE 4th World Forum on Internet of Things (WF-IoT) (pp. 598-603). [PDF] [Second Best Student Paper Award]
Book Chapters
Rathore P., Bezdek J. C., Palaniswami M. (2021), Fast Cluster Tendency Assessment for Big, High-dimensional Data". Fuzzy Approaches for Soft Computing and Approximate Reasoning: Theories and Applications, Studies in Fuzziness and Soft Computing, vol. 394. Springer, Cham .
Magazines
Palaniswami, M., Rao, A. S., Kumar, D., Rathore, P., Rajasegarar, S. (2020). Role of Visual Assessment of Clusters for Big Data Analysis from Real-world Internet of Things, IEEE System, Man, and Cybernetics Magazine.
Patents
Kundu C., Rathore P., Sarkar A., Patra P., Arayana S. A Compact Phased Array Radar System for Burden Profile Measurement in Blast Furnace" Indian Patent, Aug 2021 (Granted), Patent Number: 374891
Rathore P., Tiwari A., Patra P., Sistla S. Machine Vision Based Strip Velocity Measurement System" Indian Patent, May 2020 (Granted), Patent Number: 336442
Rathore P., Tiwari A., Patra P., Sistla S. Non-Contact, Real-time Billet Rhomboidity Measurement System" Indian Patent, Feb 2014, Application Number: 409/KOL/2014 (Under Review Process)
Industrial Publications
Patra, P., Rathore, P., Tiwari, A. (2019). In-Situ Online Measurement of Rhombic Distortion in Billets, International Journal of Innovative Research in Technology, 6(4), 45-52 (in press) [PDF]
Patra, P., Rathore, P., Tiwari, A. (2019). Machine Vision Based Hot Strip Speed Measurement System, International Journal of Instrumentation Technology, 2(2), 165-177. [PDF]
Patra, P., Kundu, C., Ghosh, A., Tudu, B., Bandyopadhyay, R., Rathore P. (2018), A Novel Frequency Shifted Active Radar for Local Position Measurement of Rail Borne Vehicles for Industrial Condition, International Journal of Instrumentation Technology. (in press) [PDF]
Patra, P., Kundu, C., Tudu, B., Bandyopadhyay, R., Rathore, P. (2018). A novel method for mitigation of false echo in radar-based positioning system in high scattering zone application areas. International Journal of Instrumentation Technology, 2(1), 62-77. [PDF]
Kundu, C., Rathore, P. (2013, February), Illumination and Speed Invariant Steel Surface Imaging for High Speed Rolling Mills, in 3rd Operating Conference on IT and Automation in Steel Plants at Jamshedpur, India. [PDF]
Rathore, P., Tiwari, A., Patra, P., Sistla, S. (2013, October), Yield Improvement by Optimising Transfer-bar Crops through Innovative Speed Measurement" in Tata Search (Technical Report). [PDF]
Thesis
Rathore P. Big Data Cluster Analysis and its Applications , Ph.D. Dissertation, University of Melbourne, January 2019 [PDF]