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                <text>Abraham, Manu Mariyan; Dev, Shampa</text>
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                <text>AI-driven surveillance in India: Reconciling privacy, national security and legal oversight</text>
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                <text>Journal of Data Protection and Privacy;Volume;8;Issue;2;pp.183-207</text>
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                <text>Abraham M.M., School of Law, CHRIST (Deemed to be University), Bangalore, India; Dev S., School of Law, CHRIST (Deemed to be University), Bangalore, India</text>
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                <text>Artificial intelligence (AI) is having a significant impact on how the surveillance apparatus in India operates. Along with the numerous possibilities, the indoctrination of AI in surveillance mechanisms poses serious privacy concerns. The conflict between state surveillance and the fundamental right of privacy is apparent even at the conceptual level. On the one hand, the rise of advanced surveillance mechanisms has been an abetting factor in this conflict, while on the other hand, many theorists have been at work to find a harmonisation between them. Throughout Indian history, surveillance apparatus has helped thwart threats to national security and maintain the nations integrity. The apparent disadvantage of surveillance can be its intrusion into citizens right to privacy, which poses several legal challenges. This paper explores how incorporating AI in surveillance mechanisms enhances Indias surveillance apparatus and influences the conflict between national security and privacy rights. The paper examines how revolutionary AI technologies such as predictive policing, facial recognition (FRT) and AI-enhanced monitoring systems aggravate the apparent conflict between national security interests and the fundamental right to privacy, as adjudged in the Puttaswamy judgment. The paper critically analyses the existing legal architecture, which consists of the Telecommunications Act and the IT Act, and highlights its shortcomings. Further, the paper traverses how legal frameworks of other jurisdictions such as the European Union (EU) AI Act, the Canadian AI and Data Act (AIDA) and the US regulatory guidelines could guide India in determining a well-rounded regulatory approach. Additionally, the paper proposes adopting a context-based or risk-based approach to AI regulation and the practical challenges therewith in an attempt to harmonise the state security imperative with citizens privacy rights without obstructing technological advancement. The comparative analysis of different regulatory guidelines and legislations and the potential regulations would provide practical insights for the legislature, law enforcement and other stakeholders. The paper ultimately argues that there is an exigence for a comprehensive regulatory framework to conciliate national security and privacy rights in the AI-powered digital landscape. This article is also included in The Business and Management Collection which can be accessed at https://hstalks.com/business/.  Henry Stewart Publications.</text>
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                <text>AI-Driven Time Series Models for Rainfall Prediction: A Machine Learning Approach</text>
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                <text>2025 IEEE 14th International Conference on Communication Systems and Network Technologies, CSNT 2025;pp.42-46</text>
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                <text>Akshithaa Parvathavardhini K.P., Department of Computer Science Christ (Deemed to be University), Bangalore, India; Chandra J., Department of Computer Science Christ (Deemed to be University), Bangalore, India</text>
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                <text>Rainfall variability plays a critical role in agriculture, water resources, and disaster management in India. This study focuses on the usage of a SARIMAX model to analyze and predict rainfall patterns while accounting for both non-seasonal and seasonal components. The model adequately captures seasonal variations, illustrating the relevance of incorporating seasonal factors into forecasting. However, the non-seasonal components did not considerably improve the models performance. Diagnostic tests demonstrate that the model handles autocorrelation satisfactorily; however, the residuals exhibit irregularities, as evidenced by skewness and large tails. While the model has fair prediction accuracy, the findings show areas for development, particularly in fine-tuning non-seasonal dynamics and eliminating residual abnormalities. This research emphasizes the importance of seasonality in rainfall forecasting and lays the framework for future model improvements. The study provides valuable information on rainfall patterns, supporting better planning and management.  2025 IEEE.</text>
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                <text>Akshithaa Parvathavardhini K.P., Department of Computer Science Christ (Deemed to be University), Bangalore, India; Chandra J., Department of Computer Science Christ (Deemed to be University), Bangalore, India</text>
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                <text>Rainfall variability plays a critical role in agriculture, water resources, and disaster management in India. This study focuses on the usage of a SARIMAX model to analyze and predict rainfall patterns while accounting for both non-seasonal and seasonal components. The model adequately captures seasonal variations, illustrating the relevance of incorporating seasonal factors into forecasting. However, the non-seasonal components did not considerably improve the models performance. Diagnostic tests demonstrate that the model handles autocorrelation satisfactorily; however, the residuals exhibit irregularities, as evidenced by skewness and large tails. While the model has fair prediction accuracy, the findings show areas for development, particularly in fine-tuning non-seasonal dynamics and eliminating residual abnormalities. This research emphasizes the importance of seasonality in rainfall forecasting and lays the framework for future model improvements. The study provides valuable information on rainfall patterns, supporting better planning and management.  2025 IEEE.</text>
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                <text>Proceedings of 2025 International Conference on Signal Processing, Computation, Electronics, Power and Telecommunication, IConSCEPT 2025;</text>
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                <text>Sharafudheen N., CHRIST (Deemed to be University), Department of Computer Applications, Bengaluru, India; Rohini V., CHRIST (Deemed to be University), Department of Computer Applications, Bengaluru, India; Malviya M., CHRIST (Deemed to be University), Department of Computer Applications, Bengaluru, India</text>
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                <text>Existing programming education faces critical challenges, such as lack of personalization, restricted feedback tools, and scalability limitations that hinder efficient learning outcomes. This paper presents an AI-powered tutorial code learning system to transform programming education through personalized and adaptive instruction. The system integrates advanced components, including learner modeling, intelligent content recommendation, error analysis, adaptive evaluation, gamification, learning analytics, integration frameworks, quality assurance, security, and scalability layers. To evaluate the system, the study employs a mixed-methods research approach, incorporating embedded case studies and a randomized controlled trial (RCT). Rigorous data collection methods, system measure validation, undergraduate program participant selection, quality assurance protocols, statistical analysis, and ethical considerations are utilized in this work. The architecture demonstrates potential for scalable and globally accessible programming education, addressing traditional challenges through personalized learning protocols. Unlike traditional platforms offering static content and limited feedback, this AI-powered system acts as a personalized tutor, providing active problem-solving and continuous learner engagement. The adaptive system delivers optimal learning paths based on individual student needs and has the potential to transform programming education delivery and outcomes.  2025 IEEE.</text>
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                <text>Institute of Electrical and Electronics Engineers Inc.</text>
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                <text>2026 International Conference on Communication, Computing and Emerging Technologies, IC3ET 2026;pp.358-363</text>
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                <text>&lt;a href="https://doi.org/10.1109/IC3ET64989.2026.11467238" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1109/IC3ET64989.2026.11467238&lt;/a&gt; &lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/pages/publications/105037427915?origin=resultslist" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/pages/publications/105037427915?origin=resultslist&lt;/a&gt;</text>
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                <text>Joan Sandeep Larson M., Statistics and Data Science, CHRIST (Deemed to Be University), Bangalore, India; Sivakumar R., Statistics and Data Science, CHRIST (Deemed to Be University), Bangalore, India; Murugesan R., Statistics and Data Science, CHRIST (Deemed to Be University), Bangalore, India</text>
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                <text>In countries like India, many people choose branded medicines over equally effective generic options, which drives up healthcare costs. This paper introduces a smart recommendation system that can tell whether a medication query is about a brand-name or a generic drug. It then offers more affordable alternatives based on the active ingredients. By using natural language processing and retrieval-augmented generation (RAG) with a detailed medicine database, the system accurately classifies and recommends options. Its conversational interface mimics a real pharmacy interaction, helping users make informed choices while saving money. Tests show the system responds quickly, usually within 7 seconds, and provides accurate answers over 80 % of the time for straightforward queries. Ultimately, this tool addresses the information gaps about generic drugs and branded ones and is easy to use for both consumers and pharmacists.  2026 IEEE.</text>
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                <text>Institute of Electrical and Electronics Engineers Inc.</text>
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              <elementText elementTextId="214696">
                <text>Upreti, Kamal; George, Jossy P.; Malik, Khushboo; Radhakrishnan, G. V.; Ga-B?aszczykowska, Agnieszka</text>
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                <text>AI-Enabled Early Detection of Chemo-Induced Cardiotoxicity Patterns Using ECG Time Series Data</text>
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                <text>American Journal of Clinical Oncology: Cancer Clinical Trials;</text>
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                <text>Upreti K., Department of Computer Science, Christ University, Delhi NCR, Uttar Pradesh, Ghaziabad, India; George J.P., Department of Computer Science, Christ University, Delhi NCR, Uttar Pradesh, Ghaziabad, India; Malik K., Department of Computer Science, Christ University, Delhi NCR, Uttar Pradesh, Ghaziabad, India; Radhakrishnan G.V., Department of Computer Science, KIIT School of Management (KSOM), Bhubaneswar, India; Ga-B?aszczykowska A., School of Law, War Studies University, Warsaw, Poland</text>
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                <text>Objectives:  Chemotherapy-induced cardiotoxicity is still a major clinical problem, usually appearing subclinically before structural or symptomatic cardiac dysfunction appears. Standard surveillance methods use imaging and biomarkers, which are time-intensive and money-intensive and can only identify damage at more advanced levels. Electrocardiography (ECG) provides a low-cost, non-invasive method that can detect early electrophysiological changes but is not fully utilized in cardio-oncology. The present work was designed to build an explainable machine learning model for predicting chemo-like cardiotoxicity patterns at an early stage from single-lead ECG signals. Methods:  A public ECG data set (n=4997 segments) underwent preprocessing and was converted to 18 temporal, morphologic, and spectral features. Two ensemble learning algorithmsRandom Forest and XGBoostwere trained and validated with stratified splits. Model performance was assessed with ROCAUC, PRAUC, and F1-score with 1000 bootstrap resampling. Feature interpretability was evaluated through permutation importance and SHAP analysis. Results:  Both models scored near-perfect classification (ROCAUC and PRAUC&amp;gt;0.99, F1-score ? 0.986). Spectral entropy, band3 (high-energy frequency), QT surrogate, and peak count were the top features ranking alongside early cardiotoxicity indicators like repolarization instability and autonomic imbalance. Conclusions:  The feature-driven, interpretable ML architecture suggested here shows that single-lead ECG has the potential to be an affordable and clinically relevant tool for the early detection of chemotherapy-induced cardiotoxicity. The method provides a feasible route toward implementation in precision cardio-oncology, particularly in resource-poor or ambulatory environments.  2025</text>
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                <text>cardio-oncology; cardiotoxicity; chemotherapy; ECG; precision medicine</text>
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                <text>Lippincott Williams and Wilkins</text>
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                <text>AI-enabled risk identification and traffic prediction in vehicular Ad hoc Networks</text>
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                <text>The proposed research presents a two-fold approach for advancing Vehicular Ad-Hoc Networks (VANETs). Firstly, it introduces a Residual Convolutional Neural Network (RCNN) architecture to extract real-time traffic data features, enabling accurate traffic flow prediction and hazard identification. The RCNN model, trained and tested on real- world data, outperforms existing models in both accuracy and efficiency, promising improved road safety and traffic management within VANETs. Secondly, the study introduces a Genetic Algorithm-enhanced Convolutional Neural Network (GACNN) routing algorithm, challenging traditional VANET routing methods with metaheuristic techniques. Experiments in various VANET network scenarios confirm GACNN's superior performance over existing routing protocols, marking a significant step toward more efficient and adaptive VANET traffic management.  2024 Author(s).</text>
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                <text>Kanna R.R.; Priya T.M.; Sivakumar V.; Nataraj C.; Musa A.I.A.; Devi M.R.</text>
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                <text>AIP Conference Proceedings, Vol-3161, No. 1</text>
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                <text>American Institute of Physics</text>
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                <text>Kanna R.R., Department of Computer Science, CHRIST (Deemed to Be University), Bangalore, India; Priya T.M., Department of Computer Science, CHRIST (Deemed to Be University), Bangalore, India; Sivakumar V., Faculty of Computing Engineering and Technology, Asia Pacific University of Technology and Innovation, Kuala Lumpur, Malaysia; Nataraj C., Faculty of Computing Engineering and Technology, Asia Pacific University of Technology and Innovation, Kuala Lumpur, Malaysia; Musa A.I.A., Department of Computer Science, College of Computer, Qassim University, Riyadh, Saudi Arabia; Devi M.R., School of Information Science, Presidency University, Bangalore, India</text>
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                <text>Tiwari V., Centre for Artificial Intelligence, Madhav Institute of Technology and Science (Deemed University), Madhya Pradesh, Gwalior, India, Department of Computer Science and Media Technology, Faculty of Technology, Linnaeus University, Vj Sweden; Gupta R., Centre for Artificial Intelligence, Madhav Institute of Technology and Science (Deemed University), Madhya Pradesh, Gwalior, India; Telang A., Centre for Artificial Intelligence, Madhav Institute of Technology and Science (Deemed University), Madhya Pradesh, Gwalior, India; Tiwari A., School of Sciences, Christ University, Uttar Pradesh, Ghaziabad, India; Geddam R., Department of Computer Science and Media Technology, Faculty of Technology, Linnaeus University, Vj Sweden, Unitedworld Institute of Technology, Karnavati University, Gujarat, Gandhinagar, India; Awais M., Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY, United States; Khan M.A., Department of Electrical Engineering, Stanford University, Stanford, CA, United States; Ghayvat H., Department of Computer Science and Media Technology, Faculty of Technology, Linnaeus University, Vj Sweden, IMT, Department of Humanities and Technology, Roskilde University, Universitetsvej 1, Roskilde, Denmark</text>
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                <text>Using IoT data analytics in conjunction with artificial intelligence (AI) has the potential to improve banking operations' risk management. Sophisticated analytical methods are necessary for the detection and management of possible risks due to the increasing complexity and amount of data generated by the banking industry. This research proposes a novel method for analysing real-time data from IoT devices by employing artificial intelligence algorithms. The risks associated with financial transactions and operations can be better and more accurately assessed using this method. Through the integration of AI's pattern recognition, anomaly detection, and predictive modelling capabilities with the massive amounts of data generated by Internet of Things devices, this project aims to substantially enhance the efficacy and efficiency of risk management approaches in the banking sector. Research like this could lead to innovative solutions that make financial institutions more resistant to rising risks by enhancing decision-making, reducing operational weaknesses, and so on.  2024 IEEE.</text>
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                <text>Thirumagal P.G., VISTAS, Department of MBA, Tamil Nadu, Chennai, India; Vaddepalli S., University of Technology and Applied Sciences, Department of Economics and Business Administration, India; Das T., Christ University, Department of School of Business Management, UP, Ghaziabad, India; Das S., Christ University, Department of School of Commerce, Finance &amp;amp; Accountancy, Delhi NCR Campus, UP, Ghaziabad, India; Madem S., Vignan's Institute of Information Technology, Department of Management Studies, India; Immaculate P.S., Sri SaiRam Institute of Technology, Department of MBA, West Tambaram, TamilNadu, Chennai, India</text>
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                <text>Communications in Computer and Information Science;Volume;2072 CCIS;pp.50-62</text>
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                <text>Upreti K., Department of Computer Science, Christ University, Delhi NCR, Ghaziabad, India; Divakaran P., Department of Management, Himalayan University, Arunachal Pradesh, Itanagar, India; Patil S.S., Dr. D.Y. Patil Vidyapeeths Centre for Online Learning, Dr. D.Y. Patil Vidyapeeth, Pune (Deemed to be University), Pimpri-Chinchwad, India; Dadhich P., Department of Computer Science, DPG Degree College, Sector-43, Haryana, Gurugram, India; Gautam A., Department of Computer Science, DPG Degree College, Sector-43, Haryana, Gurugram, India; Vats P., Department of CSE, SCSE, Manipal University Jaipur, Rajasthan, Jaipur, India</text>
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                <text>The proposed work relates to the field of environmental protection and ensuring the environmental safety of urban development and the population from erosion and landslide phenomena. It can be used to create territorial plans for the development of recreational areas in areas subject to these natural and man-made impacts. The technical result of the proposed work is to ensure the reduction of natural and man-made impacts on urban and similar settlements through the use of new technological solutions for the creation of structures using heterogeneous composite nanomaterials. A technical result is achieved by equipping the territory with buildings and structures, creating a base and a soil-reinforced array, with the location of blocks in it, made as soil-filled shells, on the basis, a soil-filled shell-stay-base is mounted with a soil-filled shell base, a rigid frame is mounted and the front wall, which is fixed with the second attachment point, fix the soil-filled shell, its upper part is made waterproof and equipped with a water outlet through the second attachment point, to which the rigid frame and the front wall are fixed, they are fixed with the third fastening unit, to which a soil-filled shell-plate with a storm drain of one or more arm tapes with a drainage system filled with a sorbent and placed in a waterproof shell. The front wall is additionally covered with a polymer material with seeds. All structural elements are made of heterogeneous composite nanomaterials. As a polymeric material with seeds, the material PINEMA is used.  The Author(s), under exclusive license to Springer Nature Switzerland AG 2025.</text>
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                <text>Madan Kumar, C.; Shekhar Jadhav, Rohini; Sondawale, Shweta P; Angulakshmi, M.; Bikash Acharjee, Purnendu; Arockia Dhanraj, Joshuva</text>
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                <text>Proceedings - 2025 IEEE 1st International Conference on Smart Innovations in Systems, Infrastructure, Mechanical, Power, AI and Computing Technologies, SISIMPACT 2025;pp.734-739</text>
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                <text>Fernandes M.M., Department of CSE, Christ University, Bangalore Kengeri Campus Kanmanike, Kumbalgodu, Mysore Road, Karnataka, Bangalore, 560074, India; Mary Anita E.A., Department of CSE, Christ University, Bangalore Kengeri Campus Kanmanike, Kumbalgodu, Mysore Road, Karnataka, Bangalore, 560074, India; Lapina M., Department of Computational Mathematics and Cybernetics, North Caucasus Federal University, Pushkina Street, 1, Stavropol, 355017, Russian Federation; Lapin V., Department of Computational Mathematics and Cybernetics, North Caucasus Federal University, Pushkina Street, 1, Stavropol, 355017, Russian Federation</text>
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                <text>Disaster management is all about time; timely response and an accurate assessment are the basis on which disaster damage may be limited and lives saved. Traditional methods of disaster response rely on human analysis and manual interpretation of satellite images, which are slow and prone to human error. Here, AI can prove to be a technology capable of using ML and DL algorithms to analyze vast quantities of satellite imagery in real time. AI-based systems can work to detect areas affected, assess the severity of the damage, and predict the evolution of disasters for better response and resource allocation. The paper presents recent developments in AI-based disaster management with the assistance of satellite imagery, sketching out major challenges and future research directions.  The Author(s), under exclusive license to Springer Nature Switzerland AG 2025.</text>
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                <text>Surenthran David P., St. Joseph's College of Engineering, India; Dheenadhayalan K., Sri Sai Ram Engineering College, Chennai, India; Pruno Suson W., St. Joseph's College of Engineering, India; Devapitchai J.J., St. Joseph's College of Engineering, India; Manickam T., Christ University, India</text>
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                <text>The rapid urbanization and increasing structural complexities of modern buildings have heightened the need for advanced monitoring systems to ensure building safety. The research presents an AI-powered IoT framework that enhances building safety through advanced stability detection mechanisms. The proposed framework employs a novel algorithm, Ensemble Learning with IoT Sensor Data Aggregation (EnIoT-SDA), which integrates ensemble learning techniques with aggregated sensor data to provide accurate and real-time stability assessments of building structures. The effectiveness of EnIoT-SDA was evaluated through a comprehensive simulation analysis, comparing its performance against existing algorithms, including Support Vector Machine (SVM), Gradient Boosting Machines (GBM), and Fuzzy Logic Systems (FLS). Simulation metrics, such as accuracy, false positive rate, computational time, and detection latency, were used to assess and compare the algorithms' performance. The results demonstrated that EnIoT-SDA outperformed the existing methods in several key areas, offering improved accuracy and reduced detection latency, thus establishing its potential as a robust solution for building safety monitoring. The study underscores the significant advancements brought by integrating ensemble learning with IoT sensor data and highlights areas for future research and development in this domain.  2024 IEEE.</text>
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                <text>Raja S.R., Hindustan Institute of Technology and Science, Computer Applications, Chennai, India; Devi T.R., Christ University, Department of Computer Science and Engineering, Bangalore, India; Raj J.R.F., Saveetha Institute of Medical and Technical Sciences, Department of Electronics and Communication, Saveetha School of Engineering, Chennai, India; Sankar V.K., Scad College of Engineering and Technology, Department of Civil Engineering, Cheranmahadevi, India; Krishnan R.S., Scad College of Engineering and Technology, Department of Electronics and Communication Engineering, Cheranmahadevi, India; Venkatalakshmi R., Psna College of Engineering and Technology, Department of Information Technology, Dindigul, India</text>
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                <text>A highly competitive environment with increased demand for personalized services drives the tourism and hospitality industry to embrace immersive and intelligent technologies. Smart technologies like artificial intelligence (AI) and virtual reality (VR) assist in promotions, marketing brands, customer analysis, and ultimately leading to sustainable businesses. Marketing research is an inevitable element for any businesses that helps in understanding their customers, catering their needs, and turning them into loyal customers. Marketing strategies incorporated with smart technologies are gaining high importance in the tourism and hospitality industries due to three major outcomes such as experience enhancement, revenue improvement and effective operations. Artificial intelligence revamped the hospitality industry with customized services and tailored recommendations based on a wholesome of customer data. Virtual reality technology provides high immersive experience to boost tourism, to enhance customer experience, to influence positive travel decisions.  2024, IGI Global. All rights reserved.</text>
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                <text>The function of logistics and strategic planning has expanded beyond traditional supply lines as contemporary warfare becomes more complicated. AI is changing military operations by facilitating autonomous logistics systems, real-time data processing, and quicker decision-making. This change is altering how military strategy is developed and implemented, going beyond efficiency improvements. AI provides a level of adaptability never before achievable, from autonomous transport systems and coordinated battlefield support to predictive maintenance of combat vehicles. An intelligent and robust logistics ecosystem is being fostered by the integration of technologies such as swarm robotics, satellite-based monitoring, and quantum-enhanced optimization. But this change also presents operational, ethical, and policy issues. This chapter addresses the hazards of reliance and misalignment while examining the complex effects of AI on military logistics and strategy. Copyright  2026, IGI Global Scientific Publishing. Copying or distributing in print or electronic forms without written permission of IGI Global Scientific Publishing is prohibited. Use of this chapter to train generative artificial intelligence (AI) technologies is expressly prohibited. The publisher reserves all rights to license its use for generative AI training and machine learning model development.</text>
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                <text>2025 2nd International Conference on New Frontiers in Communication, Automation, Management and Security, ICCAMS 2025;</text>
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                <text>Kumar Singh S., Bhoj Reddy Engineering College for Women, Department of Mechanical Engineering - H &amp;amp; S, Hyderabad, India; Chaurasia A., Christ ( Deemed to be University), School of Commerce, Finance and Accountancy, Delhi NCR, India; Ruzimbaevich A.K., Mamun University, Department of Roman-Germanic Philology, Khiva, Uzbekistan; Kavitha G.L., Kmct Institute of Emerging Technology and Management, Department Cse, Kerala, India</text>
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                <text>Institute of Electrical and Electronics Engineers Inc.</text>
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                <text>Venugopal, E.; Rikimi; Vinjamuri, Lakshmi Priya; Sachan, Vivek Singh; Samuel, Stephen; Shukhratjon, Ismoilov</text>
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                <text>AI-Powered Solutions for Legal Compliance in Industrial Workspaces a Psychological and Labour Law Perspective</text>
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                <text>2025 International Conference on Sustainability, Innovation and Technology, ICSIT 2025;</text>
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                <text>Venugopal E., Saveetha School of Law, Saveetha University, Chennai, India; Rikimi, MIT Institute of Design, MIT ADT University, Department of Graphic Design, Maharashtra, Pune, India; Vinjamuri L.P., Technology and Legal Analyst Law College, Dehradun Uttaranchal University, Uttarakhand, India; Sachan V.S., School of Business Management, CSJM University, Kanpur, India; Samuel S., CHRIST (Deemed to be University), Department of Psychology, Karnataka, Bangalore, India; Shukhratjon I., Tashkent State University of Law, Department of LabourLaw, Tashkent, Uzbekistan</text>
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                <text>The complicated issue of the ways to ensure the workplaces in the industries meet the legal standards brings together the psychology of the workplaces, the labour law, and the convolution of the AI design. In this dissertation, the author investigates the use of AI-mediated options to deal with regulatory compliance and psychological and legal issues. The risk associated with the fair labour, discrimination, and safety issues can be addressed with the help of predictive analytics, automated compliance, and AI-compliance monitoring. The use of AI can also be expanded to support worker well-being and mental health through the identification of work stressors, burnout prevention, and creation of a physiologically safe workplace. But in the case of AI, there are ethical or legal considerations around the agency of workers, bias in algorithms, as well as privacy or confidentiality of data. Due to these reasons, it is necessary to adopt the strategy approach, where AI and human observation are used to determine the work decisions trade-offs in an observable and just manner to employers and employees alike. This dissertation also added to the contribution of how AI can benefit the responsible design of industrial workplaces that do not fail to achieve ethical standards, hold to psychological sustainability, and adhere to labour laws, evaluating the psychological effects of labour law actors as well as effects on the workplace.  2025 IEEE.</text>
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