Road Traffic Outlier Detection for Reliable ITS: A Multi-Level Framework from Point to Network Fidelity Garima Rathi, Shailesh Kamble, Nonita Sharma IETE Technical Review Institution of Electronics and Telecommunication Engineers India, 2026 Accurate anomaly detection in GPS trajectory data is critical for Intelligent Transportation Systems (ITS), enabling reliable travel time estimation, congestion monitoring, and downstream analytics. Existing approaches, including classical outlier detectors and black-box deep learning models, often suffer from low recall, poor interpretability, or lack of robustness to noisy device streams. This paper proposes a multi-level trajectory cleaning framework that integrates rule-based logic, machine learning, and causal inference for reliable outlier detection in intelligent transportation systems (ITS). The framework operates hierarchically from point-level filtering to trip-level segmentation and network-level map matching and introduces a hybrid Rule-symbolic + causal fusion model that unifies interpretability with predictive accuracy. Unlike previous single-stage detectors, the proposed design ensures cross-level consistency and supports real-time scalability. Experiments on an internal GPS dataset (38 k points) and a public SCATS benchmark confirm high robustness, achieving 97.6% valid-point retention and F1=0.846, AUC=1.0 on public data. The average processing throughput exceeds 800 points/s, confirming suitability for online ITS deployment.
HINSA: An Annotated Hinglish Sentiment Analysis Dataset Priyanka Tomar, Shailesh D Kamble, Nonita Sharma 2026 2nd International Conference on Cognitive Computing in Engineering Communications Sciences and Biomedical Health Informatics Ic3ecsbhi 2026, 2026 The increasing prevalance of social media made availability of text data which can be used for the identification of sentiment or emotion. India is an incredibly multilingual country where 22 officially recognized languages are spoken according to the constitution of India-Eighth schedule. As far as communication is concern we used to speak in that particular mode which is conveyable and others can understand. Here comes the breakdown where we are using combination of two languages i.e. code-mixing. There are several code-mixed languages where english is the most commonly used with the combination of our native language. By this mixing of languages one can easily predict or understand other's message or content. Sentiment Analysis of any individuals working on the social media helps or enables viewer to understand feelings or concern about the content. We can easily figure out which product we should buy and which we don't based on the reviews. Sentiment analysis plays very important role in finding sentiment through reviews, can predict stocks using Sentiment analysis. Young minds, youth of today's generation are the womb of the internet, they live in the internet. Gen X,Y,Z and Gen Alpha always find help from the internet. We found that there is scarcity of code-mixed language. This paper introduces HINSA, a subset dataset contains HindiEnglish language sentences which were collected from various social media platforms. We have evaluated the dataset on ML classifiers where ensemble (LR and RF)outperformed and gave the best accuracy.
Pattern Recognition of Acute Lymphoblastic Leukemia (ALL) using Computational Deep Learning 16th International Conference on Advances in Computing Control and Telecommunication Technologies Act 2025, 2025
Preface Tissue Engineering and Regenerative Medicine Advances and Applications, 2025
Deepfake Video Detection using Neural Networks Mayur Jiwtode, Aman Asati, Shailesh Kamble, Lalit Damahe 2022 IEEE International Conference on Blockchain and Distributed Systems Security Icbds 2022, 2022
Face Mask Detection and Recognition System Sonali Gaiki, Hrucha Deshmukh, Sanjana Gore, Ramya Maddipati, Shailesh Kamble 2022 IEEE International Conference on Blockchain and Distributed Systems Security Icbds 2022, 2022
Review of EEG signal classification Ashlesha R. Chakole, Praful V. Barekar, Rajeshree V. Ambulkar, Shailesh D. Kamble Smart Innovation Systems and Technologies, 2019
A review on fractal compression and motion estimation techniques Ashwini V. Ingole, Shailesh D. Kamble, Nileshsingh V. Thakur, Apurva S. Samdurkar Proceedings of the 2018 3rd IEEE International Conference on Research in Intelligent and Computing in Engineering Rice 2018, 2018
A review of image forgery techniques and their detection Nitish Nirmalkar, Shailesh Kamble, Sandeep Kakde Iciiecs 2015 2015 IEEE International Conference on Innovations in Information Embedded and Communication Systems, 2015
Retraction Note: A survey on copy-move image forgery detection based on deep-learning techniques U Samariya, SD Kamble, S Singh, RK Sonker Multimedia Tools and Applications 85 (5), 413 , 2026 2026
HINSA: An Annotated Hinglish Sentiment Analysis Dataset P Tomar, SD Kamble, N Sharma 2026 2nd International Conference on Cognitive Computing in Engineering … , 2026 2026
Correction: Kale et al. Revolutionizing Chronic Heart Disease Management: The Role of IoT-Based Ambulatory Blood Pressure Monitoring System. Diagnostics 2024, 14, 1297 Y Kale, S Rathkanthiwar, G Yenurkar, S Mal, VO Nyangaresi, S Kamble, ... Diagnostics 16 (4), 519 , 2026 2026
Road Traffic Outlier Detection for Reliable ITS: A Multi-Level Framework from Point to Network Fidelity G Rathi, S Kamble, N Sharma IETE Technical Review, 1-18 , 2026 2026
AI-driven road traffic management: a comprehensive review of outlier detection techniques and challenges: G. Rathi et al. G Rathi, S Kamble, N Sharma Knowledge and Information Systems 67 (10), 8267-8309 , 2025 2025 Citations: 6
Outlier-Aware Road Traffic Speed Estimation: A Comparative Framework for Detection and Modeling Techniques G Rathi, S Kamble, N Sharma 2025 International Conference on Intelligent and Secure Engineering … , 2025 2025
A Comparative Analysis of Spatiotemporal Deep Learning Models for Indian Sign Language Recognition Using MediaPipe Holistic Landmarks C Basak, K Anand, Pratibha, P Kumari, SD Kamble International Conference on Computing and Communication Networks, 37-48 , 2025 2025
A survey on copy-move image forgery detection based on deep-learning techniques U Samariya, SD Kamble, S Singh, RK Sonker Multimedia Tools and Applications 84 (26), 30603-30662 , 2025 2025 Citations: 6
Smart Multi Language Sign Recognition and Speech Generation P Upadhyay, S Saifi, J Koul, A Upadhyay, S Kamble, H Mittal 2025 International Conference on Computational Robotics, Testing and … , 2025 2025
Tissue Engineering and Regenerative Medicine: Advances and Applications SD Kamble, S Singh, A Kumar, G Dwivedi CRC Press , 2025 2025 Citations: 3
Recent technological developments in tissue engineering S Narain, S Jain, SD Kamble, S Singh, Y Gori, A Kumar Tissue Engineering and Regenerative Medicine, 1-23 , 2025 2025
Reducing the Rate of False Negatives in Genetic Disorder Multiclass Classification Using Machine Learning Techniques N Saxena, SD Kamble International Conference on Smart Mobility Systems, 433-447 , 2025 2025
Development of Flutter Mobile Application for Real-Time Plant Disease Detection Using Convolutional Neural Networks and TensorFlow Lite S Sharma, T Verma, SD Kamble International Conference on Smart Trends for Information Technology and … , 2025 2025
GWO-GA: A hybrid algorithm for enhanced load balancing and optimization in cloud computing AD Gaikwad, KR Singh, SD Kamble, L Umate AIP Conference Proceedings 3188 (1), 090013 , 2024 2024 Citations: 1
Image Captioning Using Deep Learning Models: A Comprehensive Overview Nisha, SD Kamble, H Mittal International Conference on Artificial Intelligence and Speech Technology … , 2024 2024
A Comprehensive Analysis of Pre-trained NLP Models S Kumari, N Verma, S Kamble, PV Barekar International Conference on ICT for Sustainable Development, 143-152 , 2024 2024
Revolutionizing chronic heart disease management: the role of IoT-based ambulatory blood pressure monitoring system Y Kale, S Rathkanthiwar, G Yenurkar, S Mal, VO Nyangaresi, S Kamble, ... Diagnostics 14 (12), 1297 , 2024 2024 Citations: 28
Optical Sensors Based on Metal–Organic Frameworks R Johari, P Kumar, U Samariya, N Budhiraja, Siddhartha, K Agrahari, ... Advanced Functional Materials for Optical and Hazardous Sensing: Synthesis … , 2023 2023 Citations: 2
Correction to: BMTVDS2: a novel hybrid bioinspired model for task-and-VM-dependency and deadline aware scheduling via dual service level agreements AD Gaikwad, KR Singh, SD Kamble SN Applied Sciences 5 (9), 235 , 2023 2023
BMTVDS2: a novel hybrid bioinspired model for task-and-VM-dependency and deadline aware scheduling via dual service level agreements AD Gaikwad, KR Singh, SD Kamble SN Applied Sciences 5 (8), 221 , 2023 2023 Citations: 1
MOST CITED SCHOLAR PUBLICATIONS
A review on moving object detection and tracking methods in video RB Hatwar, SD Kamble, NV Thakur, S Kakde International Journal of Pure and Applied Mathematics 118 (16), 511-526 , 2018 2018 Citations: 57
Detection and tracking of moving cloud services from video using saliency map model S Kamble, DKJ Saini, V Kumar, AK Gautam, S Verma, A Tiwari, D Goyal Journal of Discrete Mathematical Sciences and Cryptography 25 (4), 1083-1092 , 2022 2022 Citations: 45
Text mining using metadata for generation of side information SS Bhanuse, SD Kamble, SM Kakde Procedia Computer Science 78, 807-814 , 2016 2016 Citations: 32
Review on detection and mitigation of Sybil attack in the network AM Bhise, SD Kamble Procedia Computer Science 78, 395-401 , 2016 2016 Citations: 31
Revolutionizing chronic heart disease management: the role of IoT-based ambulatory blood pressure monitoring system Y Kale, S Rathkanthiwar, G Yenurkar, S Mal, VO Nyangaresi, S Kamble, ... Diagnostics 14 (12), 1297 , 2024 2024 Citations: 28
Modified three-step search block matching motion estimation and weighted finite automata based fractal video compression S Kamble, N Thakur, P Bajaj International Journal of Interactive Multimedia and Artificial Intelligence … , 2017 2017 Citations: 24
Design and implementation of low power test pattern generator using low transitions LFSR T Thubrikar, S Kakde, S Gaidhani, S Kamble, N Shah 2017 international conference on communication and signal processing (ICCSP … , 2017 2017 Citations: 22
Fractal video compression for IOT-based smart cities applications using motion vector estimation DKJB Saini, SD Kamble, R Shankar, MR Kumar, D Kapila, DP Tripathi Measurement: Sensors 26, 100698 , 2023 2023 Citations: 20
A review of image forgery techniques and their detection N Nirmalkar, S Kamble, S Kakde 2015 international conference on innovations in information, embedded and … , 2015 2015 Citations: 16
A review on block matching motion estimation and automata theory based approaches for fractal coding S Kamble, N Thakur, P Bajaj International Journal of Interactive Multimedia and Artificial Intelligence … , 2016 2016 Citations: 15
Fractal video coding using modified three-step search algorithm for block-matching motion estimation SD Kamble, NV Thakur, LG Malik, PR Bajaj Computational Vision and Robotics: Proceedings of ICCVR 2014, 151-162 , 2015 2015 Citations: 14
An Overview of Block Matching Algorithms for Motion Vector Estimation. ST Khawase, SD Kamble, NV Thakur, AS Patharkar Rice, 217-222 , 2017 2017 Citations: 13
Disease diagnosis system using machine learning SD Kamble, P Patel, P Fulzele, Y Bangde, H Musale, S Gaddamwar Journal of Pharmaceutical Research International, June 29, 185-94 , 2021 2021 Citations: 12
Fractal coding based video compression using weighted finite automata SD Kamble, NV Thakur, PR Bajaj Research Anthology on Recent Trends, Tools, and Implications of Computer … , 2021 2021 Citations: 12
Review of EEG signal classification AR Chakole, PV Barekar, RV Ambulkar, SD Kamble Information and Communication Technology for Intelligent Systems … , 2018 2018 Citations: 12
Color video compression based on fractal coding using quadtree weighted finite automata SD Kamble, NV Thakur, LG Malik, PR Bajaj Information Systems Design and Intelligent Applications: Proceedings of … , 2015 2015 Citations: 12
Deepfake video detection using neural networks M Jiwtode, A Asati, S Kamble, L Damahe 2022 IEEE International Conference on Blockchain and Distributed Systems … , 2022 2022 Citations: 10
Comparative analysis of two bi tools: Micro strategy and tableau A Bhombe, K Walukar, Y Thakare, S Kamble Proceedings of International Conference on Advancements in Computing … , 2019 2019 Citations: 10
Overview of Object Detection and Tracking based on Block Matching Techniques. AS Samdurkar, SD Kamble, NV Thakur, AS Patharkar RICE, 313-319 , 2017 2017 Citations: 10
A comparative study of energy and task efficient load balancing algorithms in cloud computing AD Gaikwad, KR Singh, SD Kamble, MM Raghuwanshi Journal of Physics: Conference Series 1913 (1), 012105 , 2021 2021 Citations: 8