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Novel Analysis of Human Stress using Adult Blood Pressure and Heart Rate Data using Random Forest Algorithm 2

Novel Analysis of Human Stress using Adult Blood Pressure an...

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2nd IEEE International Conference on Integrated Intelligence and Communication Systems, ICIICS 2024

作者： Sengottaiyan, N. Ramesh, S.M. Marthandan, T. Vanathi, D. Gurusamy, Ravikumar Kalyanasundaram, P. Department of CSE Faculty of Science and Technology Alliance College of Engineering and Design Alliance University Anekal India Department of ECE KPR Institute of Engineering and Technology Coimbatore India Department of ECE K.S.R. College of Engineering Tiruchengode India Department of CSE Nandha Engineering College Erode Perundurai India Department of ECE M.P. Nachimuthu M.Jaganathan Engineering College Erode India Department of IT K.S.R. College of Engineering Tiruchengode India

ISBN: (纸本)9798331504960

Aim: This study uses the Novel Random Forest (RF) algorithm to identify mental stress in adult patients. Heart rate and blood pressure (systolic and diastolic) measurements are utilized to identify mental stress. Materials and Methods: A total of 108402 samples are taken from the Stress Detection of Medical Practitioners dataset, which is hosted on Kaggle. Clincalc, which has two distinct groups, alpha (0.05), power (80%), and enrollment ratio, is used to compute the G power for samples. The training dataset (n = 75882) comprises 70% of these samples, whereas the test dataset (n = 32520) comprises 30% of them. To measure how well the RF algorithm performs, accuracy is computed. Results: When it came to the stress detection of medical practitioners and human stress detection datasets, the novel RF method achieved an accuracy of 90.4% and 88.2%, respectively, whereas logistic regression earned an accuracy of 87.4% and 85.3% (P © 2024 IEEE.

关键词： Logistic regression

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Navigating the Interplay of Privacy, Security and Ethics on Social Media

Navigating the Interplay of Privacy, Security and Ethics on ...

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Communication & Computing (WCONF), World Conference on

作者： R Rajagopal M Senbagavalli Deepak Raj D.M Riya Kumari Deepanshu Gupta Anusha Gupta Department of Computer Science and Engineering Alliance College of Engineering and Design Alliance University Bangalore India

ISBN: (数字)9798350395327

ISBN: (纸本)9798350395334

Social media has changed the way people interact with the digital world, communicate, and exchange information. It has also brought privacy, security, and ethics into sharper relief. A fundamental concern is privacy, which includes people's rights to manage their personal data. Social networking sites are repositories of user data, which gives rise to worries about illegal access and privacy violations. Furthermore, complex algorithms make it more difficult to maintain privacy by obfuscating the distinction between invasive surveillance and individualized experiences. To protect user data and retain confidence, security is important. Social media users are vulnerable to online risks like phishing and identity theft, though, because of their interconnectedness. It's always difficult to strike a balance between security precautions and consumer comfort. The ethical implications of data monetization, algorithmic biases, and disinformation are particularly significant. Platforms face societal challenges such as digital harassment and political manipulation in addition to problems with data ownership, transparency, and responsibility. To overcome all of these, we have come forward with a solution that has 3 features. With the help of machine learning algorithms and python libraries, we made a solution that helps the users with these three concerns of social media.

关键词： Ethics Privacy Data privacy Machine learning algorithms Navigation Blogs Cyberbullying Passwords Libraries Security

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Feature Extraction and Similarity-Based Movie Recommendation Using Bag-of-Words Model

Feature Extraction and Similarity-Based Movie Recommendation...

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International Conference on Smart Systems and Wireless Communication, SSWC 2024

作者： Raj, Swati Dutta, Jhalak Bandopadhyay, Saikat Prasad, Rajesh Department of Computer Science and Engineering Christ University Bengaluru India Department of Computer Science and Engineering Heritage Institute of Technology Kolkata India Department of Artificial Intelligence and Machine Learning Netaji Subhash Engineering College Kolkata India Department of Computer Science and Engineering MIT Art Design and Technology University Pune India

ISBN: (纸本)9789819613472

Recommender systems have become pervasive in guiding users through a lot of choices available in today’s digital landscape. This paper presents a content-based recommender system focused specifically for movie recommendations, offering a viable alternative to collaborative filtering methods. Unlike collaborative filtering, which relies on user ratings and demographic data, the proposed system operates without such prerequisites, making it particularly advantageous in scenarios with limited user engagement. By leveraging content attributes such as title, genre, cast, and crew, the system identifies similarities between movies and recommends those akin to a user’s preferences. Through innovative preprocessing techniques and feature extraction methodologies, the system transforms textual descriptions into numerical vectors, enabling efficient recommendation generation. The proposed model contributes to addressing critical challenges inherent in collaborative filtering, including the cold start problem, data sparsity, and popularity bias. Furthermore, it underscores the broad applicability of recommender systems across various domains and emphasizes the continuous evolution of interface designs and algorithms within the research community. Overall, the proposed content-based recommender system offers a promising solution for delivering personalized movie recommendations while advancing the state of the art in recommendation technology. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2025.

关键词： Bag-of-words Cosine similarity Filtering system Recommender system TF-IDF

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Approach to Identifying Counterfeit Products with QR Codes and Computational Algorithms 5

Approach to Identifying Counterfeit Products with QR Codes a...

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5th International Conference on Smart Electronics and Communication, ICOSEC 2024

作者： Prabhu Shankar, B. Rajkumar, N. Viji, C. Dinesh Kumar, K. Saravanakumar, S. Mohanraj, A. Vel Tech Rangarajan Dr.Sagunthala R & D Institute of Science and Technology Department of Computer Science and Engineering Tamil Nadu India Alliance University Department of Computer Science and Engineering Karnataka India Paavai Engineering College Department of Information Technology Tamil Nadu India Sri Eshwar College of Engineering Department of Computer science and engineering Tamil Nadu Coimbatore India

ISBN: (纸本)9798331504403

The biggest challenge in the global market is Counterfeiting, it has undesirably affected consumer perception and damaged the brand reputation of the product. Recently few techniques used in the identification of counterfeit products include block chaining, RFID tags, and unique code techniques among others but they do not entirely control the existence of counterfeits in the market as well as losing their dependability and scalability. Consequently, these techniques are expensive and technologically advanced. This research presents a new approach based on reliable product authentication using QR code technology powered by mathematical computational algorithms. Employing implementing this system;however, customers can recognize fake goods and sustain the brand's integrity. The proposed approach entails creating Unique QR codes for every product whose coded data contains the encrypted product information. These include product numbers, manufacturing dates as well as batch numbers of the products which are hashed and then encrypted with sophisticated computational algorithms;these two algorithms secure the product, one generating QR codes for a product containing information thereof and the other that confirms if the consumer is holding a genuine item using a mobile application. Through experimental results, it was evident that the system is highly accurate, reliable, and speedy since verification times averaged below 1 second. This research also outlines some of the strengths of the proposed system including enhanced product originality as well as potential limitations such as internet connectivity and initial set-up costs. In future work, we will optimize our encryption algorithm and expand to other products within the system's coverage area. © 2024 IEEE.

关键词： Commerce

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A Comprehensive Review of Sensor-Based Smart Packaging technology

A Comprehensive Review of Sensor-Based Smart Packaging Techn...

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International Conference on Power engineering and Intelligent Systems, PEIS 2023

作者： Aniruddha Prabhu, B.P. Dani, Rakesh Abdullah, Khairul Hafezad Sharma, Tushar Bhatt, Chandradeep Chauhan, Rahul Alliance College of Engineering and Design Alliance University Bangalore India University Dehradun India Department of Academic Affair UniversitiTeknologi MARA Perlis Branch Arau Campus Shah Alam Malaysia Department of computer Science and Engineering Graphic Era Hill University Dehradun India

ISBN: (纸本)9789819972159

Economic growth for good quality food contributed to packaging advancements. The topic of discussion in this research paper is intelligent packaging technologies, their applications in food packaging, as well as research and breakthroughs in the packaging industry. Food products with more intelligent and active packaging are both healthier and of higher quality. Active packaging makes use of additives to maintain or extend the quality and freshness of the food inside. During the entire process of storage and transportation, intelligent systems check packed foods for correct information. These advances satisfy the demand for foods that are healthier and can be stored for longer. It is anticipated that the market would expand as a result of the incorporation of active and intelligent packaging technologies. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd 2024.

关键词： Additives

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E-Authentication System using Eye-Blinking and Deep Learning

E-Authentication System using Eye-Blinking and Deep Learning

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Network, Multimedia and Information technology (NMITCON) International Conference on

作者： Rathnakar Achary Chetan J Shelke Department of Computer Science Alliance College of Engineering and Design Alliance University Bangalore India

ISBN: (数字)9798350372892

ISBN: (纸本)9798350372908

The Personal Identification Number (PIN) are commonly employed as a security measure for authentication purposes. When utilizing a PIN for verification of authentication, the users are required to input a physical PIN. However, this method may be susceptive to security vulnerabilities through methods such as observing someone’s shoulder or tracking thermal signatures. In this research, we adopted Eye-Blinking for authentication of the system, with the advantage that it leaves no bodily footprints in the system and provides a more robust alternative for advanced security. The eye-blinking pattern is a highly secured and unique biometric identifier that cannot be easy replicates, making it difficult to hack or bypass. An E-Authentication System using Eye-Blinking and its analysis using deep learning explains an individual’s eye-blinking patterns as a unique identifier to verify their identities. The systems capture their eye-blinking patterns and compare them to the stored patterns in its databases. If the patterns match, the systems grant access to the user. The systems aim at achieving high accuracy, reliability, and integration with existing security infrastructure and authentication protocols.

关键词： Deep learning Biometrics Protocols System performance Authentication Passwords Pins Security Reliability Pattern matching

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Smart Plant Irrigation System with Arduino Uno and Soil Moisture Sensor 2

Smart Plant Irrigation System with Arduino Uno and Soil Mois...

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2nd International Conference on Computational Intelligence, Communication technology and Networking, CICTN 2025

作者： Patni, Jagdish Chandra Surya Prakash, Vuppu Vardhan Reddy, Gajjala Sri Snehith Santhosh, Anjana Reddy, Yammanuru Chaitanya Bhaskarrao Bahadure, Nilesh Srivastava, Akhilesh Kumar Dept. of CSE Alliance School of Advanced Computing Alliance University Bengaluru India Department of Computer Science and Engineering School of Technology GSFC University Gujarat Vadodara India ABES Engineering College Uttar Pradesh Ghaziabad India

ISBN: (纸本)9798331530389

Automatic Smart Plant Watering System is a smarter solution that works on Arduino Uno, which can automatically operate for plant watering at optimal moisture conditions of soil. It checks the moisture with the help of a soil moisture sensor and, once the level of moisture goes down below a threshold, initiates a water pump. This user-friendly system is also energy efficient, making it suitable for busy or travel users, further contributing to sustainability plant care, thereby making it ideal for residential and nursery settings while emphasizing the promising use of smart agriculture and IoT technologies. This paper focuses on developing a smart water framework designed to efficiently manage water distribution based on real-time soil and environmental conditions. © 2025 IEEE.

关键词： Soil moisture

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IoT based Automated Rehabilitation using 3D Printed Hand and Health Monitoring for Paralyzed Patients 5

IoT based Automated Rehabilitation using 3D Printed Hand and...

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5th International Conference on Data Intelligence and Cognitive Informatics, ICDICI 2024

作者： Govindaraj, S. Maheswari, S. Loganathan, P. Sharanya Nivasini, J.S. Ponkarthika, M. Velalar College of Engineering and Technology Department of Biomedical Engineering Erode India Excel Engineering College Department of Electronics and Communication Engineering Namakkal India Erode Sengunthar Engineering College Department of Computer Science and Design Erode India Kongu Engineering College Department of Electronics and Communication Engineering Erode India

ISBN: (纸本)9798350389609

Paralysis is a condition characterized by the loss of muscle function in part of the body, leading to impaired movement and control. It can significantly impact an individual's daily life, mobility, and overall well-being. Paralysis can result from various factors, including spinal cord injuries, strokes, traumatic injuries, neurological disorders, and certain medical conditions. According to the World Health Organization (WHO), millions of people worldwide live with some form of paralysis, with varying degrees of severity. Tracking the improvement of patients using these techniques might be difficult. Rehabilitation results inadequate monitoring of critical health factors including temperature and blood oxygen levels. The suggested approach is creating a 3D - printed hand incorporating Internet of Things sensors. Paralysis patients can benefit from this hand real-time sensory feedback and customized therapy routines. IoT sensors are incorporated in the hand to track the patient's hand movements, blood oxygen saturation (SpO2), heart rate, and muscle activity (EMG). Arduino UNO serves as the central controller that facilitates automation, while the Wi-Fi module and voice control enhance user interaction. Additionally, Peltier modules keep the affected extremities at their ideal temperature, improving patient comfort and promoting blood flow. Suggested approach provides a multi-dimensional approach to enhance their entire quality of life and health condition for people with this difficult medical condition by combining all those features. © 2024 IEEE.

关键词： Sensory feedback

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Lattice-Based Cryptography and NTRU: Quantum-Resistant Encryption Algorithms 4

Lattice-Based Cryptography and NTRU: Quantum-Resistant Encry...

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4th International Conference on Emerging Systems and Intelligent Computing, ESIC 2024

作者： Nisha, F. Lenin, J. Saravanan, S.K. Rohit, V. Robin Selvam, P.D. Rajmohan, M. Cmr University School of Engineering and Technology Computer Science & Engineering Karnataka Bengaluru India Alliance University Alliance College of Engineering and Design Department of Computer Science & Engineering Karnataka Bengaluru India Simats Saveetha School of Engineering Department of BigData and Network Security Tamil Nadu Chennai India Presidency University Computer Science & Engineering School of Computer Science & Engineering and Information Science Karnataka Bengaluru India Vel Tech High Tech Dr.Rangarajan Dr.Sakunthala Engineering College Department of Electronics and Communication Engineering Tamil Nadu Chennai India Hindustan Institute of Technology and Science Department of Electronics and Communication Engineering Tamil Nadu Chennai India

ISBN: (纸本)9798350349856

The quantum-resistant qualities of various encryption methods, such as N-th degree Truncated polynomial Ring Units (NTRU) Encrypt, NTRU Sign, Ring-Lizard, and Kyber protocols are becoming more important in light of the ever-evolving nature of digital threats. An-depth analysis of the mathematical derivation of these algorithms, as well as a determination of their computing efficiency and resistance to quantum assaults is discussed in this paper. Techniques of the Ring-Lizard and Kyber algorithms to lattice-based encryption are analyzed. The study gives an overview of quantum-resistant capabilities of these algorithms and their performance measures. Strengths and weaknesses of the NTRU Encrypt, NTRU Sign, Ring-Lizard, and Kyber algorithms are discussed. The results give useful insights for cybersecurity practitioners, academics, and policymakers, aiding them in making educated choices to protect digital infrastructures against quantum attacks. © 2024 IEEE.

关键词： Polynomials

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Technicalities of O-RAN for 5G and B5G

Technicalities of O-RAN for 5G and B5G

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2024 International Conference on Knowledge engineering and Communication Systems, ICKECS 2024

作者： Choudhary, Amar Srivastava, Geetika Jha, Mahesh Kumar Alliance University Alliance College of Engineering and Design Department of Electronics and Communication Engineeirng Karnataka Bengaluru India Amrita School of Engineering Amrita Vishwa Vidyapeetham Department of Electronics and Communication Engineeirng Karnataka Bengaluru India Cmr Institute of Technology Department of Electronics and Communication Engineering Karnataka Bengaluru India

ISBN: (纸本)9798350359688

Telecom sector across the globe is gradually transiting towards 5G & B5G. This is due to its unparallel advantages of it over the existing technologies i.e. 4G or 3G. At the same time, several new challenges related to Spectrum and Bandwidth, Security, Cost etc. are reported regarding this technical transition. Among these, Interoperability of RAN, and Software Driven Network (SDN) are main starving areas for researchers and developers. The idea of this paper is to provide architectural details of O-RAN, suggested by O-RAN alliance. Also, in this paper the reader will come to know about functional BBU split. With all these, our purpose is to enable readers to have a basic knowledge of architectural technicalities of O-RAN in detail. © 2024 IEEE.

关键词： 5G mobile communication systems

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