Sampada K S

@rnsit.ac.in

Associate Professor and Associate HoD, CSE
RNS institute of technology

Sampada K S


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https://researchid.co/samp_sks

RESEARCH, TEACHING, or OTHER INTERESTS

Engineering, Computer Engineering, Information Systems
11

Scopus Publications

33

Scholar Citations

2

Scholar h-index

1

Scholar i10-index

Scopus Publications

  • Enhancing Conceptual Understanding through Reflective Learning Journals with LLMs: A Case Study in Automata Theory
    Sampada K S, Deepa S, Yashasvi B N
    Tale 2025 2025 IEEE International Conference on Teaching Assessment and Learning for Engineering Proceedings, 2025
  • SimCities Reimagined: A Digital Twin Technology Empowering Smart Urbanism
    Sampada K S, Sakshitha A, Srushti M S, Surabhi S V
    Proceedings of IEEE International Conference for Women in Innovation Technology and Entrepreneurship Icwite 2025, 2025
    SimCities Reimagined is a virtual reflection of the physical city, built not just to mirror reality, but to understand and improve it. It integrates machine learning, predictive modeling, and geospatial simulation to create a dynamic environment where city planners, researchers, and citizens can visualize future possibilities and evaluate their outcomes. It empowers users to explore the “what ifs” of urban growth: What if a flyover is built here? What happens to traffic if this road is closed? Can we reduce emissions? The Digital Twin does not merely provide answers-it offers clarity. Unlike traditional urban models, this platform functions as a non-real-time strategic simulation tool, designed to guide longterm decisions. It forecasts traffic behavior, estimates renewable energy output, and simulates environmental shifts-offering a comprehensive view of how the city evolves with each choice made. Through this, it transforms cold data into meaningful insights, allowing stakeholders to build not just a smarter city, but a kinder, more livable one. SimCities is not just a technological leap-it's a step toward sustainable innovation that serves people while preserving the city's essence.
  • Understanding Deepfake Detection: Advances, Limitations, and Security Concerns
    Sampada K S, Manushree N, Prathibha, Panuganti Mugdha, Prisha Mehta
    2025 IEEE 4th International Conference for Advancement in Technology Iconat 2025, 2025
    The rapid-fire advancement of artificial intelligence (AI) has led to the emergence of deepfake technology, posing serious challenges to information authenticity, security, and public trust. As synthetic media becomes decreasingly realistic, the need for dependable deepfake discovery systems has boosted across colorful sectors. Contemporary discovery styles primarily grounded on convolutional neural networks(CNNs), vision mills, and cold-blooded AI ways have achieved high delicacy in controlled laboratory settings. still, their effectiveness frequently diminishes significantly in real- world surroundings, especially when encountering new or inimical manipulations. likewise, the reliance on large training datasets introduces critical enterprises regarding stoner sequestration and data security. This check explores recent developments in deepfake discovery, including multimodal approaches, allied literacy, and blockchain- grounded verification. It identifies major specialized and ethical challenges while proposing exploration directions to develop more robust, sequestration- conserving, and interpretable discovery fabrics.
  • MarketSafe AI: A Privacy-Preserving Framework for Digital Marketing
    Ganesh Patil, Channappa Hurkadli, Darshan. M P, Abhishek M. Danagoud, Sampada. K S
    International Conference on Software Systems and Information Technology Ssitcon 2025, 2025
  • Privacy Preserving Keyword Search Over Hash Encrypted Data in Distributed Environment
    K. S. Sampada, N. P. Kavya
    Smart Innovation Systems and Technologies, 2023
  • Intelligent Based System to Identify Malpractice in Assignment/Internals Using Document Comparison Technique
    Kiran P, Anjan Kumar K N, Hemanth S, Sampada K S
    7th IEEE International Conference on Computational Systems and Information Technology for Sustainable Solutions Csitss 2023 Proceedings, 2023
    Documents are usually collected for evaluation from students. These documents require extensive scrutiny from instructor in assigning the marks. Document similarity technique can be used for identifying the initial level of malpractice. Proposed model uses three algorithms Jaccard index, TF -IDF and Doc2Vec for identification. Doc2Vec proves to be more accurate that the other two. There is a tradeoff between execution time and similarity index. Results indicate that based on the requirement all the three algorithms can be used. In this paper we have also mentioned the threshold that can be used for identifying malpractice.
  • CNN EYE-An outlook for the visually impaired
    P. Kiran, K. S. Sampada, S. Hemanth, N. Anjan Kumar
    Iet Conference Proceedings, 2023
    In an era of advancing technology, there remains a pressing need to address the challenges faced by visually impaired individuals, particularly in the realm of object recognition. This paper presents a comprehensive model aimed at developing an innovative and cost-effective solution for fruit and vegetable recognition, catering specifically to the visually impaired community. The proposed system integrates computer vision technology, leveraging the YOLOv5 algorithm, to enable real-time detection and identification of various fruits. The paper begins with a problem statement highlighting the difficulties faced by visually impaired individuals in identifying objects accurately. It introduces the concept of using machine learning, particularly convolutional neural networks (CNNs), for object recognition and highlights the significance of real-time detection. The YOLOv5 algorithm is chosen as the core technology due to its efficiency and ability to operate locally without relying on cloud resources. The proposed architecture is described, emphasizing the use of YOLOv5 as the one-stage object detection model. The paper outlines the steps to obtain results, starting with the installation of necessary dependencies, dataset preparation, and model training. Additionally, the hardware and software requirements are detailed, including the use of Raspberry Pi for real-time processing and a speaker for auditory feedback. The results indicate practical application of the YOLOv5 model, providing snapshots of the system's ability to detect and identify fruits, such as apples. These visual outputs are coupled with voice-based feedback for user accessibility. The proposed model underlines the affordability and accessibility, making it a promising tool to empower the visually impaired community.
  • Fruit Grading to Assist Selection of Fresh Fruits
    Vibha V, Vinamra, Sampada K S
    2021 International Conference on Circuits Controls and Communications Ccube 2021, 2021
    India produces annually 10.9 % of the total fruit production in the world accounting for the second largest fruit producer in the world. But due to sudden weather changes and various other factors, the produced fruits end up reaching customers in a damaged state. In order for the customers to buy fresh fruits without physically handling them and in order to help a section of people in particular, image classification paves a way by identifying fruits as fresh and rotten based on their physical appearance.
  • Performance Analysis of Multidimensional Indexing in Keyword Search
    K. S. Sampada, Lalit Adithya, N. P. Kavya
    Lecture Notes in Networks and Systems, 2018
  • Efficient keyword query routing in Linked Data
    K S Sampada, N P Kavya
    2016 International Conference on Computation System and Information Technology for Sustainable Solutions Csitss 2016, 2016
    The emerge of social media and other networking sites creates huge amount of data every day. These data are associated with further sources and distributed as Linked Data by transforming into Resource Description Framework [RDF]. To find the precise information, we need to have a fast and an effective access to data. Structured Query Language [SQL] is not convenient to exploit the associated data for a usual web user. To overcome the above problem, searching through keyword has proven to be instinctive. It uses the keyword relationships collected individually for single database to capture elements at data level. With increase in the amount of sources and links connecting them to database the potential results may also exponentially increased.
  • Integrating cloud-WSN to analyze weather data and notify SaaS user alerts during weather disasters
    Arjun D S, Arunachalam Bala, Dwarakanath V, Sampada K S, Prahlada Rao B B, Haribabu Pasupuleti
    Souvenir of the 2015 IEEE International Advance Computing Conference Iacc 2015, 2015

RECENT SCHOLAR PUBLICATIONS

  • Enhancing Conceptual Understanding through Reflective Learning Journals with LLMs: A Case Study in Automata Theory
    KS Sampada, S Deepa, BN Yashasvi
    2025 IEEE International Conference on Teaching, Assessment, and Learning for … , 2025
    2025
  • MarketSafe AI: A Privacy-Preserving Framework for Digital Marketing
    G Patil, C Hurkadli, D MP, AM Danagoud, S KS
    2025 2nd International Conference on Software, Systems and Information … , 2025
    2025
  • SimCities Reimagined: A Digital Twin Technology Empowering Smart Urbanism
    KS Sampada, A Sakshitha, MS Srushti, SV Surabhi
    2025 IEEE International Conference for Women in Innovation, Technology … , 2025
    2025
  • Understanding Deepfake Detection: Advances, Limitations, and Security Concerns
    KS Sampada, N Manushree
    2025 IEEE 4th International Conference for Advancement in Technology (ICONAT … , 2025
    2025
  • Algorithmic Orchestration: Deep Learning Techniques in Music Generation
    PKM Sampada K S, Deepa S
    Power System Technology 49 (1), 803-813 , 2025
    2025
  • Cervical Cancer Binary Classification
    DS KS
    2024
  • CNN EYE-an outlook for the visually impaired
    P Kiran, KS Sampada, S Hemanth, N Anjan Kumar
    IET Conference Proceedings CP860 2023 (22), 79-83 , 2023
    2023
  • Intelligent Based System to Identify Malpractice in Assignment/Internals Using Document Comparison Technique
    P Kiran, AK KN, S Hemanth, KS Sampada
    2023 7th International Conference on Computation System and Information … , 2023
    2023
    Citations: 1
  • Privacy Preserving Keyword Search Over Hash Encrypted Data in Distributed Environment
    KS Sampada, NP Kavya
    Information Systems for Intelligent Systems: Proceedings of ISBM 2022, 637-650 , 2023
    2023
  • Fruit grading to assist selection of fresh fruits
    V Vibha, KS Sampada
    2021 international conference on circuits, controls and communications … , 2021
    2021
    Citations: 1
  • Comparative analysis of Consensus Algorithms in Blockchain Technologies
    P Ridha, V Bagaria, KS Sampada
    International Journal of Computer Applications 183 (16), 35-41 , 2021
    2021
  • Automated Essay Evaluation using Chart Parser
    KS Sampada, S Anusha, KN Vignesh
    International Journal of Computer Applications 183 (7), 15-18 , 2021
    2021
  • Privacy Preserving Keyword Search by Index Confidentiality
    KS Sampada, NP Kavya
    International Journal of Engineering Research in Computer Science and … , 2021
    2021
  • Comparitive Analysis of Data Encoding Techniques
    P Niharika, B Varnika, KS Sampada
    International Journal of Computer Science Engineering and Technology (IJCSET … , 2021
    2021
  • Approximate Keyword Search Using Content Modelling
    KS Sampada, NP Kavya
    Solid State Technology 63 (4), 1699-1706 , 2020
    2020
  • Machine learning methods for keyword extraction and indexing
    NPK Sampada K S
    International Journal of Innovative Technology and Exploring Engineering 9 … , 2019
    2019
  • Comparative Study on Voice Based Chat Bots
    KS Sampada, S Anusha, KN Vignesh
    International Journal of Computer Sciences and Engineering 6 (12), 172-175 , 2018
    2018
    Citations: 4
  • Location Aware Audio Tour using nRF
    KS Sampada
    International Journal of Computer Sciences and Engineering 6 (7), 1006-1009 , 2018
    2018
  • A STUDY FOR DECRYPTING THE INFORMATION ENCRYPTED WITH VISUAL CRYPTOGRAPHY USING AUGMENTED REALITY DEVICES
    V Ravindraa, S Hegde, S K S
    JASC: JOURNAL OF APPLIED SCIENCE AND COMPUTATIONS 5 (6), 1-7 , 2018
    2018
  • Performance Analysis of Multidimensional Indexing in Keyword Search
    KS Sampada, L Adithya, NP Kavya
    Proceedings of International Conference on Recent Advancement on Computer … , 2018
    2018
    Citations: 1

MOST CITED SCHOLAR PUBLICATIONS

  • Integrating cloud-WSN to analyze weather data and notify SaaS user alerts during weather disasters
    DS Arjun, A Bala, V Dwarakanath, KS Sampada, PR BB, H Pasupuleti
    2015 IEEE international advance computing conference (IACC), 899-904 , 2015
    2015
    Citations: 23
  • Comparative Study on Voice Based Chat Bots
    KS Sampada, S Anusha, KN Vignesh
    International Journal of Computer Sciences and Engineering 6 (12), 172-175 , 2018
    2018
    Citations: 4
  • Intelligent Based System to Identify Malpractice in Assignment/Internals Using Document Comparison Technique
    P Kiran, AK KN, S Hemanth, KS Sampada
    2023 7th International Conference on Computation System and Information … , 2023
    2023
    Citations: 1
  • Fruit grading to assist selection of fresh fruits
    V Vibha, KS Sampada
    2021 international conference on circuits, controls and communications … , 2021
    2021
    Citations: 1
  • Performance Analysis of Multidimensional Indexing in Keyword Search
    KS Sampada, L Adithya, NP Kavya
    Proceedings of International Conference on Recent Advancement on Computer … , 2018
    2018
    Citations: 1
  • Segmented File Transfer
    L Adithya, KS Sampada
    International Journal of Computer Science Engineering and Technology 6 (12 … , 2016
    2016
    Citations: 1
  • Efficient Keyword Query Routing In Linked Data
    KS Sampada, NP Kavya
    2016 International Conference on Computational Systems and Information … , 2016
    2016
    Citations: 1
  • A Survey on Different Approaches for Keyword Query Routing
    KS Sampada, D S, NP Kavya
    International Journal of Applied Engineering Research 10 (No.86), 338-342 , 2015
    2015
    Citations: 1
  • Enhancing Conceptual Understanding through Reflective Learning Journals with LLMs: A Case Study in Automata Theory
    KS Sampada, S Deepa, BN Yashasvi
    2025 IEEE International Conference on Teaching, Assessment, and Learning for … , 2025
    2025
  • MarketSafe AI: A Privacy-Preserving Framework for Digital Marketing
    G Patil, C Hurkadli, D MP, AM Danagoud, S KS
    2025 2nd International Conference on Software, Systems and Information … , 2025
    2025
  • SimCities Reimagined: A Digital Twin Technology Empowering Smart Urbanism
    KS Sampada, A Sakshitha, MS Srushti, SV Surabhi
    2025 IEEE International Conference for Women in Innovation, Technology … , 2025
    2025
  • Understanding Deepfake Detection: Advances, Limitations, and Security Concerns
    KS Sampada, N Manushree
    2025 IEEE 4th International Conference for Advancement in Technology (ICONAT … , 2025
    2025
  • Algorithmic Orchestration: Deep Learning Techniques in Music Generation
    PKM Sampada K S, Deepa S
    Power System Technology 49 (1), 803-813 , 2025
    2025
  • Cervical Cancer Binary Classification
    DS KS
    2024
  • CNN EYE-an outlook for the visually impaired
    P Kiran, KS Sampada, S Hemanth, N Anjan Kumar
    IET Conference Proceedings CP860 2023 (22), 79-83 , 2023
    2023
  • Privacy Preserving Keyword Search Over Hash Encrypted Data in Distributed Environment
    KS Sampada, NP Kavya
    Information Systems for Intelligent Systems: Proceedings of ISBM 2022, 637-650 , 2023
    2023
  • Comparative analysis of Consensus Algorithms in Blockchain Technologies
    P Ridha, V Bagaria, KS Sampada
    International Journal of Computer Applications 183 (16), 35-41 , 2021
    2021
  • Automated Essay Evaluation using Chart Parser
    KS Sampada, S Anusha, KN Vignesh
    International Journal of Computer Applications 183 (7), 15-18 , 2021
    2021
  • Privacy Preserving Keyword Search by Index Confidentiality
    KS Sampada, NP Kavya
    International Journal of Engineering Research in Computer Science and … , 2021
    2021
  • Comparitive Analysis of Data Encoding Techniques
    P Niharika, B Varnika, KS Sampada
    International Journal of Computer Science Engineering and Technology (IJCSET … , 2021
    2021