Research.

Patents.

patent PUBLISHED

Patent titled “Group based targeted marketing system for the physical world” published in 2020 along with 5 other team members from SCET and IIT Mandi.

Publications.

Book CHAPTERS

S. Bodiwala and N. R. Nanavati, “Stochastic Computing for Deep Neural Networks”, “Computing Technologies and Applications:  Paving Path To-wards Society 5.0”, CRC Press (Taylor and Francis), chapter 9, 2021.

N. R. Nanavati and D. C. Jinwala, “Information-theoretically Secure Privacy Preserving Approaches for Collaborative Association Rule Mining” in Computer and Network Security Essentials, Springer, chapter 4, pp 65-78, aug 2017.

Articles in peer reviewed journalS

S. Bodiwala and N.R. Nanavati, “CDIPEM: Cardiovascular Disease Incidence  Probability Estimation CNN Model.”, Journal of Information and Optimization Sciences, Taru Publications, vol. 44, no.5, pp 865-894, 2023, indexed at ESCI, Scopus.

N. Patel and N.R. Nanavati, “A State of the Art Review on User Behavioral
Issues in Online Social Networks.”, Recent Advances in Computer Science and Communications, Bentham Science Publishers, vol. 16, no.2, pp 81-95, 2023, indexed at Scopus.

S. Bodiwala and Nanavati, “An  efficient  stochastic  computing  based  deep  neural network accelerator with optimized activation functions.”, International  Journal of  Information Tecnology, Springer, vol. 13, no.3, pp 1179-1192, 2021, indexed at Scopus, UGC-Care.

V. Joshi and N.R. Nanavati, “A review of EEG signal analysis for diagnosis of
neurological disorders using machine learning.”, Journal of Biomedical Photonics and Engineering, vol. 7, no.4, 2021, indexed at Scopus.

S. Bodiwala and N. Nanavati, “Efficient Implementation of Stochastic Computing Based Deep Neural Network on Low Cost Hardware with Saturation Arithmetic,” Journal of Computer Science, Science Publications, vol. 16, no. 11, pp 1570-1584, 2020, indexed at Scopus, UGC-Care.

N. R. Nanavati and D. C. Jinwala, “A Novel Privacy Preserving Scheme for Collaborative Frequent Itemset Mining Across Vertically Partitioned Data,” Security and Communication Networks, Wiley Online Library,vol. 8, no. 18, pp 4407-4420, dec 2015, indexed at Thomson Reuters SCI and DBLP.

N. R. Nanavati, P. Lalwani, and D. C. Jinwala, “Novel Game Theoretic Privacy Preserving Construction for Rational and Malicious Secret Sharing Models for Collaborative Frequent Itemset Mining,” International Journal of Knowledge Engineering and Data Mining, Inderscience, vol. 4, no. 3/4, pp 320-346, 2017, indexed at ACM DL, DBLP and INSPEC.

N. R. Nanavati, N. Sen, and D. C. Jinwala, “Analysis and Evaluation of Novel Privacy Preserving Techniques for Collaborative Temporal Association Rule Mining Using Secret Sharing ,” International Journal of Distributed Systems and Technologies (IJDST), IGI Global, vol. 5, no. 3, pp 58-76, oct 2014, indexed at ESCI, ACM DL, INSPEC, SCOPUS and DBLP.

N. R. Nanavati, P. Lalwani, and D. C. Jinwala, “Analysis and Evaluation of Schemes for Secure Sum in Collaborative Frequent Itemset Mining across Horizontally Partitioned Data,” Journal of Engineering, Hindawi Publishing Corporation, Article ID 470416, vol. 2014, no. November, p. 10, nov 2014, indexed at SCOPUS, INSPEC.

Publications in International Conference Proceedings

Adit Doshi, Helly Patel, Rikin Patel, Brijesh Satasiya, Muskan Kapadia and Nirali Nanavati, ” Audio peripheral volume automation based on the surrounding environment and individual human listening traits”, International Conference on Smart Systems: Innovations in Computing, India, Jan 2021, indexed in LNNS Springer

S. Bodiwala, N. Nanavati, “Efficient Hardware Implementations of Deep Neural Networks: A Survey.” International Conference on Inventive Systems and Control (ICISC 2020), Coimbatore, India, jan 2020, pp. 31-36, indexed in IEEE XPlore, SCOPUS

S. Garg, D. Mohnani, D. Sachwani, M. Savani, N. Nanavati. “A Novel Budget-Based Collaborative Recommendation System for Tourism.” International Conference on Computing, Communications, and Cyber-Security (IC4S 2019), Chandigarh, India, oct 2019, indexed in LNNS Springer, SCOPUS

N. Hadiya, N. Nanavati. “Natural Language Processing based Sentiment Analysis on Major Indian Languages.” International Conference on Computing Methodologies and Communication (ICCMC 2019), India, mar 2019, indexed in IEEE XPlore, SCOPUS.

M. Zinzuvadiya, V. Dhameliya, S. Vaghela, S. Patki, N. Nanavati, A. Bhavsar. “Co-Detection in Images using Saliency and Siamese Networks.” Computer Vision and Image Processing (CVIP 2018), Jabalpur, India, 2018, indexed in Springer  (Awarded the Best Poster Paper).

J. N. Vanasiwala and N. R. Nanavati, “Multiple Sensitive Attributes Based Privacy Preserving Data Publishing,” in International Conference on Computing Methodoligies and Communication (ICCMC), Erode, India, IEEE, feb 2018, indexed at IEEE Xplore.

A. Agarwal and N. R. Nanavati, “Association rule mining using hybrid GA-PSO for multi        objective optimisation,” in International Conference on Computational Intelligence and Computing Research (ICCIC), Chennai, India, IEEE, dec 2016, pp. 241-247, indexed at IEEE Xplore. (Awarded the Best Paper in the corresponding track.)

N. R. Nanavati and D. C. Jinwala, “A Game Theory Based Repeated Rational Secret Sharing Scheme For Privacy Preserving Distributed Data Mining,” in International Conference on Security and Cryptography (SECRYPT), Rome, Italy, SciTePress, july 2013, pp. 512-517, indexed at DBLP.

N. R. Nanavati and D. C. Jinwala, “Privacy preserving approaches for global cycle detections for cyclic association rules in distributed databases,” in International Conference on Security and Cryptography (SECRYPT), Reykjavik, Iceland, SciTePress, july 2012, pp. 368-371, indexed at DBLP.

N. R. Nanavati and D. C. Jinwala, “Privacy preservation for global cyclic associations in distributed databases,” in International Conference on Communication, Computing & Security (ICCCS), Procedia Technology, Rourkela, Odisha, Elsevier, vol. 6, no. 0, pp. 962-969, oct 2012.

National Conferences/ Workshops/ Symposiums

N. R. Nanavati and D. C. Jinwala, “A novel privacy preserving game theoretic repeated rational secret sharing scheme for distributed data mining,” Security and Privacy Symposium, Organized by IIT Kanpur, IIIT Delhi and BITS Pilani – Hydrabad Campus at IIT Kanpur, feb 2013.

N. R. Nanavati and D. C. Jinwala, “Investigating Privacy Preserving Approaches For Collaborative Association Rule Mining,” Fourth IDRBT Doctoral Colloquium, Hyderabad, Institute for Development and Research in Banking Technology (IDRBT) (Established by Reserve bank of India), dec 2014.

N. R. Nanavati and D. C. Jinwala, “Investigating Privacy Preserving Approaches For Collaborative Association Rule Mining,” Inter Research Student Seminar in Computer Science(IRISS), Goa, ACM, feb 2015.