Kalyani

@ksschool.org.in

Assistant Professor , K.S.School of Business management and Information Technology
Gujarat University

Kalyani


                  Download Compact PDF  
https://researchid.co/kalyanipatel

RESEARCH, TEACHING, or OTHER INTERESTS

Computer Science, Artificial Intelligence, Information Systems, Computer Science Applications
22

Scopus Publications

130

Scholar Citations

7

Scholar h-index

3

Scholar i10-index

Scopus Publications

  • Text Classification Using GRU Integrated with Support Vector Machine
    Dhurgham Ali Mohammed Alhasani, Kalyani A. Patel
    Lecture Notes in Electrical Engineering, 2026
  • Enhancing Healthcare Security and Efficiency Through the Integration of IoT, Blockchain, and Fog Computing: A Comprehensive Study
    Aqeel Adel Yaseen, Kalyani Patel, Abdulla J. Aldarwish, Ali A. Yassin
    Lecture Notes in Electrical Engineering, 2026
  • Blockchain Adoption in Industrial IoT: Models, Challenges, and Future Work
    Abdulla J. Y. Aldarwish, Kalyani Patel, Aqeel A. Yaseen, Ali A. Yassin
    Lecture Notes in Electrical Engineering, 2026
  • An Efficient Two-State Feature Attention-Based GRU for Text Classification
    Dhurgham Ali Mohammed Alhasani, Kalyani A. Patel
    Informatica Slovenia, 2025
    Text classification has become crucial for mechanically sorting documents into specific categories. The goal of classification is to assign a predefined group or class to an instance based on its characteristics. To attain precise text categorization, a feature selection scheme is employed to categorize significant features and eliminate irrelevant, undesirable, and noisy ones, thereby reducing the dimensionality of the feature space. Many advanced deep learning algorithms have been developed to handle text classification drawbacks. Recurrent neural networks (RNNs) are broadly employed in text classification tasks. In this paper, we referred to a novel Two-state GRU based on a Feature Attention strategy, known as Two-State Feature Attention GRU (TS-FA-GRU). The proposed framework identifies and categorizes word polarity through consecutive mechanisms and word-feature capture. Furthermore, the developed study incorporates a pre-feature attention TS-FA-GRU to capture essential features at an early stage, followed by a post-feature attention GRU that mimics the decoder’s function to refine the extracted features. To enhance computational performance, the reset gate in the ordinary GRU is replaced with an update gate, which helps to reduce redundancy and complexity. The effectiveness of the developed model was tested on five benchmark text datasets and compared with five well-established traditional text classification methods. The proposed TS-FA-GRU model demonstrated superior performance over several traditional approaches regarding convergence rate and accuracy. Experimental outcomes revealed that the TS-FA-GRU model achieved excellent text classification accuracies of 93.86%, 92.69%, 94.73%, 92.46%, and 88.23 on the 20NG, R21578, AG News, IMDB, and Amazon review dataset respectively. Moreover, the results indicated that the proposed model effectively minimized the loss function and captured long-term dependencies, leading to exceptional outcomes when compared to the traditional approaches
  • A Survey on Text Classification Using Deep Learning Approaches
    Dhurgham Ali Mohammed Alhasani, Kalyani A. Patel
    Lecture Notes in Electrical Engineering, 2025
  • Integrating Blockchain and Cuckoo Filters with Fog for Enhanced Industrial IoT Security: A Case Study in the Oil and Gas Field
    Abdulla J. Y. Aldarwish, Kalyani Patel, Aqeel A. Yaseen, Ali A. Yassin
    Lecture Notes in Electrical Engineering, 2025
  • Decentralized EHR Exchange in Healthcare: Enhancing Privacy and Security with Blockchain and Cryptographic Techniques
    Aqeel A. Yaseen, Kalyani Patel, Abdulla J. Y. Aldarwish, Ali A. Yassin
    Communications in Computer and Information Science, 2025
  • An Efficient EHR Secure Exchange Among Healthcare Servers Using Light Weight Scheme
    Aqeel Adel Yaseen, Kalyani Patel, Abdulla J. Aldarwish, Ali A. Yassin
    Iraqi Journal for Electrical and Electronic Engineering, 2025
    This work addresses the critical need for secure and patient-controlled Electronic Health Records (EHR) migration among healthcare hospitals' cloud servers (HHS). The relevant approaches often lack robust access control and leave data vulnerable during transfer. Our proposed scheme empowers patients to delegate EHR migration to a trusted Third-Party Hospital (TTPH); which is the Certification Authority (CA) while enforcing access control. The system leverages asymmetric encryption utilizing the Elliptic Curve Digital Signature Algorithm (ECDSA), EEC and ECDSA added robust security and lightness EHR sharing. Patient and user privacy is managed due to anonymity through cryptographic hashing for data protection and utilizes mutual authentication for secure communication. Formal security analysis using the Scyther tool and informal analysis was conducted to validate the system's robustness. The proposed scheme achieved EHR integrity due to the verification of the communicated HHS and ensuring the integrity of the HHS digital certificate during EHR migration. Ultimately, the result achieved in the proposed work demonstrated the scheme's high balance between data security and accuracy of communication, where the best result obtained represented 7.7/ ms as computational cost and 1248 /bits as communication cost compared with the relevant approaches.
  • Conversion of Gujarati Alphabet to Gujarati Sign Language Using Synthetic Animation
    Nasrin Aasofwala, Shanti Verma, Kalyani Patel
    Lecture Notes in Networks and Systems, 2023
  • NLP based model to convert English speech to Gujarati text for deaf & dumb people
    Nasrin Aasofwala, Shanti Verma, Kalyani Patel
    2023 14th International Conference on Computing Communication and Networking Technologies Icccnt 2023, 2023
    NLP (Natural Language Processing) is a use for process Hu-man Language. It is a combination of language and Artificial Intelligence. This paper is helpful to understand about social neuroscience, Translation, speech to text, NLP levels, challenges and Applications of NLP. Deaf and Dumb people of Gujarat use a Gujarati Language as a speech or sign language, therefore there is a need of translating English to Gujarati to help the people to understand the context of the language.Translation of study findings must be done carefully in order to enable the impact of neuroscientific insights on our everyday lives Deaf and Dumb people use Sign Language for communication, as Normal peopleuses a Speech So This paper includes various sign language and speech recognition module for converting Speech -> text -> sign. It includes Speech recognition API like apiai, assemblyai, google-cloud-speech, pocketsphinx, SpeechRecognition, watson-developer-cloud and wit. It represents the development and testing of speech to text and text to speech mechanism with python code. Translation of study findings must be done carefully in order to enable the impact of neuroscientific insights on our everyday lives. It implements English speech by speech recognition API and translates in a Gujarati text. This paper analyze the Precision, Accuracy and Recall on speech to text Datasets. It gives 96% Precision, 83% Recall and 83% Accuracy.
  • Virtual SmartCards-based Authentication in Healthcare Systems and Applications
    International Journal of Computer Information Systems and Industrial Management Applications, 2023
  • Secure Electronic Healthcare Record Using Robust Authentication Scheme
    Iaeng International Journal of Computer Science, 2023
  • A Novel Speech to Sign Communication Model for Gujarati Language
    Nasrin Aasofwala, Shanti Verma, Kalyani Patel
    Proceedings of the 3rd International Conference on Inventive Research in Computing Applications Icirca 2021, 2021
  • A Novel Approach to Recommend Products for Mobile-Commerce site Using Weighted Product Taxonomy
    Shanti Verma, Kalyani Patel
    2019 10th International Conference on Computing Communication and Networking Technologies Icccnt 2019, 2019
  • Weighted product taxonomy for mobile-commerce site in recommendation of product based on heuristic approach
    Shanti Verma, Kalyani Patel
    2019 International Conference on Intelligent Computing and Control Systems Iccs 2019, 2019
  • Pricing model for revenue generation using Recurrent Neural Network for cloud service provider
    Meetu Kandpal, Kalyani Patel
    Proceedings of the International Conference on Trends in Electronics and Informatics Icoei 2019, 2019
  • Importance of heuristic algorithms for ontology based search of product in mobile-commerce
    Shanti Verma, Kalyani Patel
    Proceedings of the 2nd International Conference on Inventive Systems and Control Icisc 2018, 2018
  • Impact of consumer gender on expenditure done in mobile shopping using test of independence
    Shanti Verma, Kalyani Patel
    Lecture Notes in Networks and Systems, 2018
  • Association between shopping habit and demographics of M-commerce user's in India using two way ANOVA
    Shanti Verma, Kalyani Patel
    2017 2nd International Conference for Convergence in Technology I2ct 2017, 2017
  • Dependency between type of product purchased and payment method opted by Indian consumer in Mobile shopping
    Shanti Verma, Kalyani Patel
    Proceedings of the 7th International Conference Confluence 2017 on Cloud Computing Data Science and Engineering, 2017
  • Role of predictive modeling in cloud services pricing: A survey
    Meetu Kandpal, Monica Gahlawat, Kalyani Patel
    Proceedings of the 7th International Conference Confluence 2017 on Cloud Computing Data Science and Engineering, 2017
  • Rule base to resolve translation problems due to differences in gender properties in sibling language pair Gujarati-Hindi
    Kalyani A Patel, Jyoti S Pareek
    2010 International Conference on Computer and Communication Technology Iccct 2010, 2010

RECENT SCHOLAR PUBLICATIONS

  • of IoT, Blockchain, and Fog Computing: A Comprehensive Study
    AA Yaseen, K Patel, AJ Aldarwish
    Proceedings of International Conference on Recent Innovations in Computing … , 2026
    2026
  • Enhancing IoT Security: A Machine Learning Approach to Predicting Anomalies in Network
    M Mehta, KA Patel
    Proceedings of 5th International Conference on Artificial Intelligence and … , 2025
    2025
  • An Efficient Two-State Feature Attention-Based GRU for Text Classification
    DAM Alhasani, KA Patel
    Informatica 49 (15) , 2025
    2025
  • Enhancing IoT Security: A Machine Learning Approach to Predicting Anomalies in Network Traffic
    M Mehta, KA Patel
    International Conference on Artificial Intelligence and Smart Energy, 279-290 , 2025
    2025
  • An Improved GRU Based Recurrent Attention Unit and Self-Attention Technique for Text Sentiment Analysis
    DA Mohammed, KA Patel
    ICTACT Journal on Soft Computing 15 (4) , 2025
    2025
    Citations: 3
  • An efficient EHR secure exchange among healthcare servers using light weight scheme
    AA Yaseen, K Patel, AJ Aldarwish, AA Yassin
    Iraqi Journal for Electrical and Electronic Engineering 21 (1), 69-82 , 2025
    2025
    Citations: 1
  • Investing Technology in the Mutation Process Holds Immense Potential in Combating Fraud
    S Barad, K Patel
    International Conference on Arts, Humanities, and Interdisciplinary Sciences … , 2024
    2024
  • Recognition of Gujarati Sign Language Alphabets Using LSTM Deep Learning Approach.
    N Aasofwala, A Panigrahi, S Verma, R Sardhara, K Patel
    Journal of Computational Analysis & Applications 33 (7) , 2024
    2024
    Citations: 1
  • Decentralized EHR Exchange in Healthcare: Enhancing Privacy and Security with Blockchain and Cryptographic Techniques
    AA Yaseen, K Patel, AJY Aldarwish, AA Yassin
    International Conference on Advancements in Smart Computing and Information … , 2024
    2024
    Citations: 3
  • Fog enabled private blockchain-based identity authentication scheme for oil and gas field monitoring
    AJY Aldarwish, AA Yaseen
    ICTACT J Commun Technol 15, 3236-3247 , 2024
    2024
    Citations: 1
  • Enhancing Healthcare Security and Efficiency Through the Integration of IoT, Blockchain, and Fog Computing: A Comprehensive Study
    AA Yaseen, K Patel, AJ Aldarwish, AA Yassin
    The International Conference on Recent Innovations in Computing, 227-247 , 2024
    2024
  • Text Classification Using GRU Integrated with Support Vector Machine
    DAM Alhasani, KA Patel
    The International Conference on Recent Innovations in Computing, 321-337 , 2024
    2024
  • Blockchain Adoption in Industrial IoT: Models, Challenges, and Future Work
    AJY Aldarwish, K Patel, AA Yaseen, AA Yassin
    The International Conference on Recent Innovations in Computing, 180-194 , 2024
    2024
  • Integrating Blockchain and Cuckoo Filters with Fog for Enhanced Industrial IoT Security: A Case Study in the Oil and Gas Field
    AJY Aldarwish, K Patel, AA Yaseen, AA Yassin
    The International Conference on Recent Innovations in Computing, 561-577 , 2024
    2024
  • A Survey on Text Classification Using Deep Learning Approaches
    DAM Alhasani, KA Patel
    The International Conference on Recent Innovations in Computing, 377-394 , 2024
    2024
    Citations: 1
  • UNVEILING PERSPECTIVES: TEACHERS’OPINIONS ON THE DIVERSE FORMS OF TEACHING STORIES IN HINDI
    K PATEL, CH DARJI
    BISAWO-INTERNATIONAL JOURNAL OF EDUCATION AND SOCIAL SCIENCE Учредители … , 2024
    2024
  • Virtual SmartCards-based authentication in healthcare systems and applications
    AJY Aldarwish, K Patel, AA Yassin, AA Yaseen
    International Journal of Computer Information Systems and Industrial … , 2023
    2023
    Citations: 4
  • Conversion of Gujarati Alphabet to Gujarati Sign Language Using Synthetic Animation
    N Aasofwala, S Verma, K Patel
    International Conference on ICT for Sustainable Development, 49-61 , 2023
    2023
    Citations: 3
  • NLP based model to convert English speech to Gujarati text for deaf & dumb people
    N Aasofwala, S Verma, K Patel
    2023 14th International Conference on Computing Communication and Networking … , 2023
    2023
    Citations: 10
  • Secure electronic healthcare record using robust authentication scheme
    AA Yaseen, K Patel, AA Yassin, AJ Aldarwish, HA Hussein
    IAENG International Journal of Computer Science 50 (2), 468-476 , 2023
    2023
    Citations: 7

MOST CITED SCHOLAR PUBLICATIONS

  • Association between shopping habit and demographics of m-commerce user's in India using two way ANOVA
    S Verma, K Patel
    2017 2nd International Conference for Convergence in Technology (I2CT), 38-43 , 2017
    2017
    Citations: 15
  • Caprolactam waste liquor degradation by various yeasts
    V Johnson, SJ Patel, D Shah, KA Patel, MH Mehta
    World journal of microbiology & biotechnology 10 (5), 524-526 , 1994
    1994
    Citations: 12
  • NLP based model to convert English speech to Gujarati text for deaf & dumb people
    N Aasofwala, S Verma, K Patel
    2023 14th International Conference on Computing Communication and Networking … , 2023
    2023
    Citations: 10
  • A novel speech to sign communication model for Gujarati language
    N Aasofwala, S Verma, K Patel
    2021 Third international conference on inventive research in computing … , 2021
    2021
    Citations: 9
  • Impact of consumer gender on expenditure done in mobile shopping using test of independence
    S Verma, K Patel
    Information and Communication Technology for Sustainable Development … , 2017
    2017
    Citations: 9
  • Role of predictive modeling in cloud services pricing: A survey
    M Kandpal, M Gahlawat, K Patel
    2017 7th International Conference on Cloud Computing, Data Science … , 2017
    2017
    Citations: 9
  • Secure electronic healthcare record using robust authentication scheme
    AA Yaseen, K Patel, AA Yassin, AJ Aldarwish, HA Hussein
    IAENG International Journal of Computer Science 50 (2), 468-476 , 2023
    2023
    Citations: 7
  • Dependency between type of product purchased and payment method opted by Indian consumer in Mobile shopping
    S Verma, K Patel
    2017 7th International Conference on Cloud Computing, Data Science … , 2017
    2017
    Citations: 7
  • Weighted product taxonomy for mobile-commerce site in recommendation of product based on heuristic approach
    S Verma, K Patel
    2019 International Conference on Intelligent Computing and Control Systems … , 2019
    2019
    Citations: 6
  • Pricing model for revenue generation using Recurrent Neural Network for Cloud service provider
    M Kandpal, K Patel
    2019 3rd International Conference on Trends in Electronics and Informatics … , 2019
    2019
    Citations: 5
  • GH-MAP: translation system for sibling language pair Gujarati--Hindi
    KA Patel, JS Pareek
    CSI transactions on ICT 1 (2), 183-192 , 2013
    2013
    Citations: 5
  • Gh-map-rule based token mapping for translation between sibling language pair: Gujarati–hindi
    K Patel, J Pareek
    Proceedings of International Conference on Natural Language Processing , 2009
    2009
    Citations: 5
  • Virtual SmartCards-based authentication in healthcare systems and applications
    AJY Aldarwish, K Patel, AA Yassin, AA Yaseen
    International Journal of Computer Information Systems and Industrial … , 2023
    2023
    Citations: 4
  • An Improved GRU Based Recurrent Attention Unit and Self-Attention Technique for Text Sentiment Analysis
    DA Mohammed, KA Patel
    ICTACT Journal on Soft Computing 15 (4) , 2025
    2025
    Citations: 3
  • Decentralized EHR Exchange in Healthcare: Enhancing Privacy and Security with Blockchain and Cryptographic Techniques
    AA Yaseen, K Patel, AJY Aldarwish, AA Yassin
    International Conference on Advancements in Smart Computing and Information … , 2024
    2024
    Citations: 3
  • Conversion of Gujarati Alphabet to Gujarati Sign Language Using Synthetic Animation
    N Aasofwala, S Verma, K Patel
    International Conference on ICT for Sustainable Development, 49-61 , 2023
    2023
    Citations: 3
  • Importance of heuristic algorithms for ontology based search of product in mobile-commerce
    S Verma, K Patel
    2018 2nd International Conference on Inventive Systems and Control (ICISC … , 2018
    2018
    Citations: 3
  • Rule base to resolve translation problems due to differences in gender properties in sibling language pair Gujarati-Hindi
    KA Patel, JS Pareek
    2010 International Conference on Computer and Communication Technology … , 2010
    2010
    Citations: 3
  • Evaluation of the Dynamic Pricing Model in Cloud
    M Kandpal, KA Patel
    International Journal of Security and Privacy in Pervasive Computing (IJSPPC … , 2020
    2020
    Citations: 2
  • Recommendation Engine for Mobile-Commerce Product using Heuristic Algorithm
    S Verma, K Patel
    2018
    Citations: 2