Founder, FusionTech innovations LLP || Data Scientist, Ghaziabad
Working as a Trainer and assistant professor
Department of CSE, School of Computer Science and Engineering.
Greater Noida, Uttar Pradesh, India
EDUCATION
M. Tech. in CSE
Pursuing a PhD from Dr. APj Aktu Lucknow.
RESEARCH, TEACHING, or OTHER INTERESTS
Engineering, General Engineering, Multidisciplinary, Computer Engineering
Cognitive Hybrid Deep Learning-based Multi-modal Sentiment Analysis for Online Product Reviews Ashwin Perti, Amit Sinha, Ankit Vidyarthi ACM Transactions on Asian and Low Resource Language Information Processing, 2024 Recently the field of sentiment analysis has gained a lot of attraction in literature. The idea that a machine can dynamically spot the text’s sentiments is fascinating. In this paper, we propose a method to classify the textual sentiments in Twitter feeds. In particular, we focus on analyzing the tweets of products as either positive or negative. The proposed technique utilizes a deep learning schema to learn and predict the sentiment by extracting features directly from the text. Specifically, we use Convolutional Neural Networks with different convolutional layers. Further, we experiment with LSTMs and try an ensemble of multiple models to get the best results. We employ an n-gram-based word embeddings approach to get the machine-level word representations. Testing of the method is conducted on real-world datasets. We have discovered that the ensemble technique yields the best results after conducting experiments on a huge corpus of more than one million tweets. To be specific, we get an accuracy of 84.95%. The proposed method is also compared with several existing methods. An extensive numerical investigation has revealed the superiority of the proposed work in actual deployment scenarios.
Algorithm Transparency and Interpretability for AI-Based Medical Imaging Amit Sinha, Ashwin Perti Computer Assisted Analysis for Digital Medicinal Imagery, 2024 Transparency and interpretability of algorithms are essential factors required while developing and implementing AI-based medical imaging systems. Algorithm transparency ability lies in understanding and interpreting how an AI algorithm arrives at its decisions or predictions. This is the main challenge in implementing AI-based medical imaging techniques. Methods like explainable AI (XAI) are utilized to show how the algorithm makes decisions and points out important parts of the input data. These methods include feature visualization, attention mechanisms, artificial neural networks, and conceptNet. In our work, we perform extensive algorithmic testing and evaluation on various datasets, including external testing using real-world clinical data. The algorithm's advantages and disadvantages require openness in reporting evaluation results
Face Recognition from Surveillance Using Sequnetial CNN-Model Ashwin Perti, Mukul Pratap Singh, Harsh Panwar, Harsh Tyagi Icrito 2020 IEEE 8th International Conference on Reliability Infocom Technologies and Optimization Trends and Future Directions, 2020
A55-35 CT Scan Derived Thoracic Body Composition Metrics and Outcomes in Acute Respiratory Failure Requiring Mechanical Ventilation P Jain, M Nouraie, X Meng, T Yu, J Wang, A Perti, G Kolkenberger, ... American Journal of Respiratory and Critical Care Medicine 212 (Supplement_1 … , 2026 2026.0
Document-level sentiment analysis using Jaya chimp optimisation algorithm-enabled deep residual network ML Bangare, SA Karuppan, D Ghosal, A Perti, SNP Kumar International Journal of Intelligent Information and Database Systems 18 (2 … , 2026 2026.0
Design and implementation of transition table for token recognizer with a given suffix U Raj, A Perti, V Rajauria, SK Punia, K Mishra Progressive Computational Intelligence, Information Technology and … , 2025 2025.0
Face_Secure: A New Era of Intelligent Door Security A Perti, B Bajaj, Anmol International Conference on Data Analytics & Management, 162-173 , 2025 2025.0
Navigating Truth: Unraveling the Web of Fake News Through RAG A Perti, Y Raj, A Upadhyay International Conference on Business Intelligence and Data Analytics, 225-235 , 2025 2025.0
Algorithm Transparency and Interpretability for AI-Based Medical Imaging A Sinha, A Perti Computer-Assisted Analysis for Digital Medicinal Imagery, 339-364 , 2025 2025.0 Citations: 1
Cognitive hybrid deep learning-based multi-modal sentiment analysis for online product reviews A Perti, A Sinha, A Vidyarthi ACM Transactions on Asian and Low-Resource Language Information Processing … , 2024 2024.0 Citations: 12
eyeRoad–An App that Helps Visually Impaired Peoples NM Upadhyay, AP Singh, A Perti Available at SSRN 4825671 , 2024 2024.0 Citations: 1
Improved genetic algorithm-based sensor nodes deployment for barrier coverage S Harizan, P Kuila, R Kumar, A Khare, R Clonia, A Perti International Journal of Sensor Networks 43 (3), 146-157 , 2023 2023.0 Citations: 8
An Intelligent Method for Plastic Money Fraud Detection Using Isolation Forest Classifier A Perti, A Sinha, A Dixit Soft Computing for Problem Solving: Proceedings of SocProS 2020, Volume 1, 39-48 , 2021 2021.0
Security risks and challenges in IoT-based applications A Perti, A Singh, A Sinha, PK Srivastava Proceedings of International Conference on Big Data, Machine Learning and … , 2020 2020.0 Citations: 7
Analysis of Smart Contract using Ethereum Blockchain H Singh, A Sinha, A Perti Authorea 2020 (1118) , 2020 2020.0
An IOT Based Medical Tracking System (IMTS) and Prediction with Probability of Infection A Sinha, A Perti, SK Gupta Cognitive Internet of Medical Things for Smart Healthcare: Services and … , 2020 2020.0 Citations: 1
Security implementations in IoT using digital signature P Gupta, A Sinha, P Kr. Srivastava, A Perti, AK Singh Innovations in Electrical and Electronic Engineering: Proceedings of ICEEE … , 2020 2020.0 Citations: 14
Face Recognition from Surveillance Using Sequnetial CNN-Model A Perti, MP Singh, H Panwar, H Tyagi 2020 8th International Conference on Reliability, Infocom Technologies and … , 2020 2020.0 Citations: 1
Development of intelligent model for twitter sentiment analysis A Perti, MC Trivedi, A Sinha Materials Today: Proceedings 33, 4515-4519 , 2020 2020.0 Citations: 9
Novel Idea for Real-Time Health Monitoring using Wearable Devices PK Sharma, A Srivastava, A Perti International Journal of Mechanical Engineering and Technology (IJMET) 9 (13 … , 2018 2018.0 Citations: 3
Evaluate Dynamic Source Routing Protocol Performance in Wireless MANET A Perti Int. J. Advanced Networking and Applications 5 (5), 2056-2059 , 2014 2014.0 Citations: 2
Reliable AODV protocol for wireless Ad hoc Networking A Perti, P Sharma 2009 IEEE International Advance Computing Conference, 675-680 , 2009 2009.0 Citations: 14
Multi-Category Sentiment Classification Based on Conditional Random Fields for Research Publication on Sentiment Analysis Using Universal Dependencies A Perti, A Sinha Available at SSRN 4503734 , 0
MOST CITED SCHOLAR PUBLICATIONS
Security implementations in IoT using digital signature P Gupta, A Sinha, P Kr. Srivastava, A Perti, AK Singh Innovations in Electrical and Electronic Engineering: Proceedings of ICEEE … , 2020 2020.0 Citations: 14
Reliable AODV protocol for wireless Ad hoc Networking A Perti, P Sharma 2009 IEEE International Advance Computing Conference, 675-680 , 2009 2009.0 Citations: 14
Cognitive hybrid deep learning-based multi-modal sentiment analysis for online product reviews A Perti, A Sinha, A Vidyarthi ACM Transactions on Asian and Low-Resource Language Information Processing … , 2024 2024.0 Citations: 12
Development of intelligent model for twitter sentiment analysis A Perti, MC Trivedi, A Sinha Materials Today: Proceedings 33, 4515-4519 , 2020 2020.0 Citations: 9
Improved genetic algorithm-based sensor nodes deployment for barrier coverage S Harizan, P Kuila, R Kumar, A Khare, R Clonia, A Perti International Journal of Sensor Networks 43 (3), 146-157 , 2023 2023.0 Citations: 8
Security risks and challenges in IoT-based applications A Perti, A Singh, A Sinha, PK Srivastava Proceedings of International Conference on Big Data, Machine Learning and … , 2020 2020.0 Citations: 7
Novel Idea for Real-Time Health Monitoring using Wearable Devices PK Sharma, A Srivastava, A Perti International Journal of Mechanical Engineering and Technology (IJMET) 9 (13 … , 2018 2018.0 Citations: 3
Evaluate Dynamic Source Routing Protocol Performance in Wireless MANET A Perti Int. J. Advanced Networking and Applications 5 (5), 2056-2059 , 2014 2014.0 Citations: 2
Algorithm Transparency and Interpretability for AI-Based Medical Imaging A Sinha, A Perti Computer-Assisted Analysis for Digital Medicinal Imagery, 339-364 , 2025 2025.0 Citations: 1
eyeRoad–An App that Helps Visually Impaired Peoples NM Upadhyay, AP Singh, A Perti Available at SSRN 4825671 , 2024 2024.0 Citations: 1
An IOT Based Medical Tracking System (IMTS) and Prediction with Probability of Infection A Sinha, A Perti, SK Gupta Cognitive Internet of Medical Things for Smart Healthcare: Services and … , 2020 2020.0 Citations: 1
Face Recognition from Surveillance Using Sequnetial CNN-Model A Perti, MP Singh, H Panwar, H Tyagi 2020 8th International Conference on Reliability, Infocom Technologies and … , 2020 2020.0 Citations: 1
A55-35 CT Scan Derived Thoracic Body Composition Metrics and Outcomes in Acute Respiratory Failure Requiring Mechanical Ventilation P Jain, M Nouraie, X Meng, T Yu, J Wang, A Perti, G Kolkenberger, ... American Journal of Respiratory and Critical Care Medicine 212 (Supplement_1 … , 2026 2026.0
Document-level sentiment analysis using Jaya chimp optimisation algorithm-enabled deep residual network ML Bangare, SA Karuppan, D Ghosal, A Perti, SNP Kumar International Journal of Intelligent Information and Database Systems 18 (2 … , 2026 2026.0
Design and implementation of transition table for token recognizer with a given suffix U Raj, A Perti, V Rajauria, SK Punia, K Mishra Progressive Computational Intelligence, Information Technology and … , 2025 2025.0
Face_Secure: A New Era of Intelligent Door Security A Perti, B Bajaj, Anmol International Conference on Data Analytics & Management, 162-173 , 2025 2025.0
Navigating Truth: Unraveling the Web of Fake News Through RAG A Perti, Y Raj, A Upadhyay International Conference on Business Intelligence and Data Analytics, 225-235 , 2025 2025.0
An Intelligent Method for Plastic Money Fraud Detection Using Isolation Forest Classifier A Perti, A Sinha, A Dixit Soft Computing for Problem Solving: Proceedings of SocProS 2020, Volume 1, 39-48 , 2021 2021.0
Analysis of Smart Contract using Ethereum Blockchain H Singh, A Sinha, A Perti Authorea 2020 (1118) , 2020 2020.0
Multi-Category Sentiment Classification Based on Conditional Random Fields for Research Publication on Sentiment Analysis Using Universal Dependencies A Perti, A Sinha Available at SSRN 4503734 , 0