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                <text>A Posthuman Analysis of Human - Machine Relationship in Select American Science Fiction Films  </text>
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                <text>The research A Posthuman Analysis of Human Machine Relationship in Select American Science Fiction Films attempts to foreground the emerging posthuman scenario brought about by the explosion of Artificial Intelligence (AI) in contemporary life by analysing the posthuman representations achieved by depicting AI characters and their relationship with humans in the select American science fiction films. The primary texts for the study are Stephen Spielberg s AI: Artificial Intelligence (2001), Spike Jonze s Her (2013), Mathew Leutwyler s Uncanny (2015), and Drake Doremus Zoe (2018). The research analyses the posthuman newlinerepresentations in the select films using the methodological framework of philosophical posthumanism of Francesca Ferrando with its constituent elements of post-humanism, post-anthropocentrism, and post-dualism. The term posthuman in philosophical posthumanism refers to the critique of the notion of human preserved by the Western humanistic traditions. The three constitutive elements of philosophical posthumanism, namely, post-humanism, postanthropocentrism, and post-dualism, offer a revisit of the notion of human propagated by Western humanistic traditions and offer a renewed worldview of being human in the contemporary technocentric society where nonhuman agency is being widely newlinerecognized. From an epistemological perspective, this research adds to the evolving posthuman discussions, providing a new dimension to what it means to be a human and challenging the age-old assumptions about the human condition.</text>
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                <text>Christ(Deemed to be University)</text>
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                <text>Jeevarj A, Edwin.</text>
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                <text>A Potential Review on Self-healing Material  Bacterial Concrete Methods and Its Benefits</text>
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                <text>Bacterial concrete; Building construction; Self-healing</text>
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                <text>Building plays an important role for survival of human being in a safe place to live and store basic requirements. The building can be constructed for any purpose and the architecture of each building (official, residential) differs according to the plan. Beyond the plan for a building, it is also significant in designing plans for the construction of bridges, dams, canals, etc. In all the construction, the key goal is the strength of a building which completely depends on the materials that are chosen for each work. Hence, it is essential to prefer high quality materials for the construction of a building and the major materials are such as cement, concrete, steel, bricks, and sand. Among these materials, the concrete is often used for construction which enables to harden the building by combining cement, sand, and water. The concrete looks like a paste that reinforce to prolong life of the building. In this paper, we discuss a review on the use of bacteria in concrete that has the ability of self-healing cracks in the building. The procedural process behind the activation and reaction of bacteria into concrete is studied with the benefits of this process. This bacterial concrete usage assures to enhance the property of durability and but still it is yet to be introduced in the industries. Hereby, we review the recent research works undergone in concrete using bacteria.  2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.</text>
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                <text>Likhit M.L.; Alex J.</text>
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                <text>Lecture Notes in Civil Engineering, Vol-284, pp. 1087-1110.</text>
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                <text>&lt;a href="https://doi.org/10.1007/978-3-031-12011-4_92" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1007/978-3-031-12011-4_92&lt;/a&gt;
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                <text>ISSN: 23662557; ISBN: 978-303112010-7</text>
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                <text>Likhit M.L., Department of Civil Engineering, Christ (Deemed to Be University), Bengaluru, India; Alex J., Department of Civil Engineering, Christ (Deemed to Be University), Bengaluru, India</text>
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                <text>A power quality and demand side management system for a smart grid using machine learning for providing efficient resource utilization and the method thereof /</text>
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                <text>Renewable Energy resources , IoT , Machine Learning</text>
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                <text>Patent Number: 202141022163, Applicant: Mallikarjunaswamy S.&#13;
A Power quality and demand side management System for a smart grid Using Machine Learning for providing efficient resource utilization and the method thereof Electricity plays a crucial role in different sectors of the nation including national security, economy, agriculture and healthcare. The design of the power system has been revolutionized by the incorporation of communication technology. This makes the grid smart. Several issues have been addressed in order to make the utility grid smart.</text>
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                <text>V, Rekha.</text>
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                <text>Intellectual Property India</text>
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                <text>A POWERFUL ITERATIVE APPROACH for QUINTIC COMPLEX GINZBURG-LANDAU EQUATION within the FRAME of FRACTIONAL OPERATOR</text>
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                <text>Caputo Derivative; Fractional Natural Decomposition Method; Ginzburg-Landau Equation</text>
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                <text>The study of nonlinear phenomena associated with physical phenomena is a hot topic in the present era. The fundamental aim of this paper is to find the iterative solution for generalized quintic complex Ginzburg-Landau (GCGL) equation using fractional natural decomposition method (FNDM) within the frame of fractional calculus. We consider the projected equations by incorporating the Caputo fractional operator and investigate two examples for different initial values to present the efficiency and applicability of the FNDM. We presented the nature of the obtained results defined in three distinct cases and illustrated with the help of surfaces and contour plots for the particular value with respect to fractional order. Moreover, to present the accuracy and capture the nature of the obtained results, we present plots with different fractional order, and these plots show the essence of incorporating the fractional concept into the system exemplifying nonlinear complex phenomena. The present investigation confirms the efficiency and applicability of the considered method and fractional operators while analyzing phenomena in science and technology.  2021 The Author(s).</text>
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                <text>Yao S.-W.; Ilhan E.; Veeresha P.; Baskonus H.M.</text>
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                <text>Fractals, Vol-29, No. 5</text>
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                <text>&lt;a href="https://doi.org/10.1142/S0218348X21400235" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1142/S0218348X21400235&lt;/a&gt;
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                <text>The Movie Recommendation System (MRS) is part of a comprehensive class of recommendation systems, which categorizes information to predict user preferences. The sum of movies is increasing tremendously day by day, and a reliable recommender system should be developed to increase the user satisfaction. Most of the approaches are made to prevent cold-start, first-rater drawbacks, and gray sheep user problems, nevertheless, in order to recommend the related items, various methods are available in the literature. Firstly, content-based method has some drawbacks like data of similar user could not be achieved, and what category of these items the user likes or dislikes are also not known. Secondly, this paper discusses about collaborative filtering to find both user and item attributes that have been considered. Since there exist some issues pictured with collaborative filtering, so this paper further aims into hybrid collaborative filtering and deep learning with KNN algorithm of ratings of top K-nearest neighbors.  2022, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.</text>
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                <text>Almost every electronic product used regularly contains printed circuit boards, which in addition to being used for business purposes are also used for security applications. Manual visual inspection of anomalies and faults in circuit boards during manufacture and usage is extremely challenging. Due to a shortage of training data and the uncertainty of new abnormalities, identifying undiscovered flaws continues to be complicated. The YOLO-v5 technique on a customized PCB dataset is used in the study to incorporate computer vision to detect six potential PCB defects. The algorithm is designed to be feasible, deliver precise findings, and operate at a considerable pace to be effective. A technique of image subtraction is also implemented to detect flaws in printed circuit boards. The structural similarity index, a perception-based method, gauges how similar non-defective and defective PCB images are to one another.   2023 IEEE.</text>
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                <text>Lailesh A.K., Christ University, Department. of Data Science, Lavasa, Pune, India; Richi J.A., Christ University, Department. of Data Science, Lavasa, Pune, India; Preethi N., Christ University, Department. of Data Science, Lavasa, Pune, India</text>
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                <text>Hippocampus segmentation on magnetic resonance imaging is more significant for diagnosis, treatment and analyzing of neuropsychiatric disorders. Automatic segmentation is an active research field. Previous state-of-the-art hippocampus segmentation methods train their methods on healthy or Alzheimer's disease patients from public datasets. It arises the question whether these methods are capable for recognizing the hippocampus in a different domain. Therefore, this study proposes a precise computational method for hippocampus segmentation from MRI of brain to assist physicians in the diagnosis of Alzheimer's disease (HCS-MRI-DAD-LBP). Initially, the input images are pre-processed by Trimmed mean filter for image quality enhancement. Then the pre-processed images are given to ROI detection, ROI detection utilizes Weber's law which determines the luminance factor of the image. In the region extraction process, Chan-Vese active contour model (ACM) and level sets are used (UACM). Finally, local binary pattern (LBP) is utilized to remove the erroneous pixel that maximizes the segmentation accuracy. The proposed model is implemented in MATLAB, and its performance is analyzed with performance metrics, like precision, recall, mean, variance, standard deviation and disc similarity coefficient. The proposed HCS-MRI-DAD-LBP method attains in OASIS dataset provides high disc similarity coefficient of 12.64%, 10.11% and 1.03% compared with the existing methods, like HCS-DAS-MLT, HCS-DAS-RNN and HCS-DAS-GMM and in ADNI dataset provides high precision of 20%, 9.09% and 1.05% compared with existing methods like HCS-MRI-DAD-CNN-ADNI, HCS-MRI-DAD-MCNN-ADNI and HCS-MRI-DAD-CNN-RNN-ADNI, respectively.   2022 World Scientific Publishing Europe Ltd.</text>
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                <text>International Journal of Computational Intelligence and Applications, Vol-21, No. 3</text>
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                <text>Genish T., School of Computing Science, KPR College of Arts Science and Research, Avinashi Road, Coimbatore, India; Kavitha S., PG and Research, Department of Computer Science, Sakthi College of Arts and Science for Women, Dindigul, Oddanchatram, India; Vijayalakshmi S., Department of Data Science, CHRIST (Deemed to be University), Lavasa Campus, Pune, India</text>
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                <text>A prediction technique for heart disease based on long short term memory recurrent neural network</text>
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                <text>Bi-directional long short term memory; Conditional random field; Heart disease prediction; Nae bayes; Support vector machine</text>
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                <text>In recent years, heart disease is one of the leading cause of death for both women and men. So, heart disease prediction is considered as a significant part in the clinical data analysis. Standard data mining techniques like Support Vector Machine (SVM), Naive Bayes and other machine learning techniques used in the earlier research for heart disease prediction. These methods are not sufficient for effective heart disease prediction due to insufficient test data. In this research, Bi-directional Long Short Term Memory with Conditional Random Field (BiLSTM-CRF) has been proposed to increase the efficiency of heart disease prediction. The input medical data were analyzed in a bidirectional manner for effective analysis, and CRF provided the linear relationship between the features. The BiLSTMCRF method has been tested on the Cleveland dataset to analyze the performance and compared with existing methods. The results showed that the proposed BiLSTM-CRF outperformed the existing methods in heart disease prediction. The average accuracy of the proposed BiLSTM-CRF is 90.04%, which is higher than the existing methods.  2020 by the authors.</text>
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              <elementText elementTextId="126594">
                <text>Manur M.; Pani A.K.; Kumar P.</text>
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                <text>International Journal of Intelligent Engineering and Systems, Vol-13, No. 2, pp. 31-39.</text>
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                <text>Intelligent Network and Systems Society</text>
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&lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85092497346&amp;amp;doi=10.22266%2Fijies2020.0430.04&amp;amp;partnerID=40&amp;amp;md5=5aa662fa28fb9e0554cf56220c5b94bf" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/inward/record.uri?eid=2-s2.0-85092497346&amp;amp;doi=10.22266%2fijies2020.0430.04&amp;amp;partnerID=40&amp;amp;md5=5aa662fa28fb9e0554cf56220c5b94bf&lt;/a&gt;</text>
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                <text>ISSN: 2185310X</text>
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                <text>Manur M., Department of Computer Science and Engineering, CHRIST (Deemed to be University), Bengaluru, India; Pani A.K., Department of Computer Science and Engineering, CHRIST (Deemed to be University), Bengaluru, India; Kumar P., Department of Computer Science and Technology, Motihari College of Engineering, Bihar, India</text>
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                <text>Ramasamy, R Kanesaraj; Muniandy, Mohana; Subramanian, Parameswaran</text>
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                <text>A Predictive Framework for Sustainable Human Resource Management Using tNPS-Driven Machine Learning Models</text>
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                <text>Ramasamy R.K., Faculty of Computing Informatics, Multimedia University, Cyberjaya, 63100, Malaysia; Muniandy M., Faculty of Computing Informatics, Multimedia University, Cyberjaya, 63100, Malaysia; Subramanian P., School of Business and Management, Christ University, 30, Valor Ct, Maharashtra, Lavasa, 412112, India</text>
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                <text>This study proposes a predictive framework that integrates machine learning techniques with Transactional Net Promoter Score (tNPS) data to enhance sustainable Human Resource management. A synthetically generated dataset, simulating real-world employee feedback across divisions and departments, was used to classify employee performance and engagement levels. Six machine learning models such as XGBoost, TabNet, Random Forest, Support Vector Machines, K-Nearest Neighbors, and Neural Architecture Search were applied to predict high-performing and at-risk employees. XGBoost achieved the highest accuracy and robustness across key performance metrics, including precision, recall, and F1-score. The findings demonstrate the potential of combining real-time sentiment data with predictive analytics to support proactive HR strategies. By enabling early intervention, data-driven workforce planning, and continuous performance monitoring, the proposed framework contributes to long-term employee satisfaction, talent retention, and organizational resilience, aligning with sustainable development goals in human capital management.  2025 by the authors.</text>
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                <text>A predictive system for determining the probability of transfer of viruses from animals to humans /</text>
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                <text>Patent Number: 202141012175, Applicant: Rajesh R.&#13;
The study of viruses transmission from animal to human beings is vital since more outbreaks are happing frequently and from a veterinary viewpoint these viruses causes diseases that are economically devastating. The emergence of animal virus in the human population seeks the importance of animals in harbouring infectious agents. Zoonosis is the scientific term referring to any diseases that are transmitted to people by animals.</text>
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                <text>P, Sagaya Aurelia.</text>
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                <text>&lt;a href="https://drive.google.com/file/d/1aAPLpWvrah3Cjri9smLIm0F1YH2IelpT/view" target="_blank" title="A predictive system for determining the probability of transfer of viruses from animals to humans /" rel="noreferrer noopener"&gt;https://drive.google.com/file/d/1aAPLpWvrah3Cjri9smLIm0F1YH2IelpT/view&lt;/a&gt;</text>
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                <text>Intellectual Property India</text>
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            <description>A name given to the resource</description>
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              <elementText elementTextId="100861">
                <text>A primary study on the degradation of low-density polyethylene treated with select oxidizing agents and starch</text>
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          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
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              <elementText elementTextId="100862">
                <text>Oxidation reactions; Plastic degradation; Polyethylene; Thermo-oxidation reaction</text>
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            <description>An account of the resource</description>
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              <elementText elementTextId="100863">
                <text>Polyethylene has become an integral part of our contemporary lives. The neoteric versatile nature of polyethylene is used in constructing various applications. Out of the plastic waste discarded, 60% of the plastic waste enters landfills. The polyethylene discarded in the soil and water on exposure to the environment forms macroplastics (&amp;gt;2.5 cm), mesoplastics (5 mm-2.5 cm) and microplastics (&amp;lt;5 mm). Microplastics in the water and soil are observed to have lethal and ecotoxicological effects on aquatic and terrestrial organisms. They enter the food chain and permeate into the food that one eats. In order to address this impending concern, the present study aimed to treat plastics to form a degradable, safe and earthy material. The dissolved polyethylene was treated with starch and was made to react with oxidizing agents such as hydrogen peroxide, nitric acid and acetic acid to lower its inert ability to withstand its degradation. The effect of starch and oxidizing agents on dissolved low density polyethylene was subsequently analysed. The analysis of treated polyethylene showed a decrease in its crystallinity percentage by 6.19 and an increase in its functional groups on reaction with solvent trichloroethylene made to react with starch and oxidizing agents. In the present research, tests were conducted to obtain the various methods that can be utilized to reverse the inert ability of polyethylene. The prevailing recycling model that uses antioxidation techniques is counterproductive since it was found that such techniques appeared to make the polyethylene more resistant to further degradation. In this study, the polyethylene was dissolved in the solvents, such as xylene and trichloroethylene, to make the polyethylene more susceptible to reactants and hence a viable model for treating polyethylene.  : Author (s). Publishing rights @ ANSF.</text>
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              <elementText elementTextId="100864">
                <text>Palanna A.P.; Sayantan D.</text>
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            <name>Source</name>
            <description>A related resource from which the described resource is derived</description>
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              <elementText elementTextId="100865">
                <text>Journal of Applied and Natural Science, Vol-15, No. 2, pp. 884-889.</text>
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            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
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              <elementText elementTextId="100866">
                <text>Applied and Natural Science Foundation</text>
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                <text>2023-01-01</text>
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                <text>&lt;a href="https://doi.org/10.31018/jans.v15i2.4645" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.31018/jans.v15i2.4645&lt;/a&gt;
&lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85163629464&amp;amp;doi=10.31018%2Fjans.v15i2.4645&amp;amp;partnerID=40&amp;amp;md5=2aa44fad6ff71370c867fc248d518331" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/inward/record.uri?eid=2-s2.0-85163629464&amp;amp;doi=10.31018%2fjans.v15i2.4645&amp;amp;partnerID=40&amp;amp;md5=2aa44fad6ff71370c867fc248d518331&lt;/a&gt;</text>
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          <element elementId="47">
            <name>Rights</name>
            <description>Information about rights held in and over the resource</description>
            <elementTextContainer>
              <elementText elementTextId="100869">
                <text>All Open Access; Hybrid Gold Open Access</text>
              </elementText>
            </elementTextContainer>
          </element>
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            <description>A related resource</description>
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              <elementText elementTextId="100870">
                <text>ISSN: 9749411</text>
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            <name>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
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              <elementText elementTextId="100874">
                <text>Palanna A.P., Department of Life Sciences, Christ University, Karnataka, Bengaluru, 560029, India; Sayantan D., Department of Life Sciences, Christ University, Karnataka, Bengaluru, 560029, India</text>
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              <elementTextContainer>
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        <elementContainer>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="266164">
                <text>Kavitha, Rose; Gour, Shivashish; Arvind, Tripti; Selvanathan, S.</text>
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          </element>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="266165">
                <text>A Privacy-Preserving Federated Learning Protocol for Secure Analytics of IoT Sensor Data Using Homomorphic Encryption</text>
              </elementText>
            </elementTextContainer>
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          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="266166">
                <text>01-01-2026</text>
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          <element elementId="48">
            <name>Source</name>
            <description>A related resource from which the described resource is derived</description>
            <elementTextContainer>
              <elementText elementTextId="266167">
                <text>Lecture Notes in Electrical Engineering;Volume;1529 LNEE;pp.169-174</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="43">
            <name>Identifier</name>
            <description>An unambiguous reference to the resource within a given context</description>
            <elementTextContainer>
              <elementText elementTextId="266168">
                <text>&lt;a href="https://doi.org/10.1007/978-981-95-5835-3_27" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1007/978-981-95-5835-3_27&lt;/a&gt; &lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/pages/publications/105039488954?origin=resultslist" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/pages/publications/105039488954?origin=resultslist&lt;/a&gt;</text>
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          </element>
          <element elementId="38">
            <name>Coverage</name>
            <description>The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant</description>
            <elementTextContainer>
              <elementText elementTextId="266169">
                <text>Kavitha R., Department of Management Studies, New Horizon College of Engineering, Outer Ring Road, Marathahalli, Kadabeesanahalli, Bengaluru, 560103, India; Gour S., Department of Computer Science and Engineering - BCT, Jain (Deemed-to-be) University, 45th km, NH - 209, Jakkasandra Post, Kanakapura Taluk, Ramanagara District, Karnataka, Bengaluru, 562112, India; Arvind T., School of Business and Management, Christ University, Hosur Main Road, Karnataka, Bengaluru, 560029, India, VHNSN College, Tamil Nadu, Virudhunagar, 626001, India; Selvanathan S., VHNSN College, Tamil Nadu, Virudhunagar, 626001, India</text>
              </elementText>
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          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="266170">
                <text>The proliferation of Internet of Things (IoT) devices has led to massive amounts of sensitive data generation, making data security a paramount concern. Existing methods often struggle with protecting heterogeneous IoT data efficiently, particularly during model training and communication. In this work, we propose a federated learning framework integrated with secure encryption mechanisms to safeguard IoT data during model training and aggregation. Each client device trains a local model using its own sensor data, encrypts the model parameters, and sends them to a server. The server aggregates the encrypted models and sends back the global model for decryption by the clients, ensuring data privacy throughout the process. The proposed framework reduces the unauthorized access risks and also the experimental results demonstrate that the model results in an accuracy of 92% during prediction tasks. The system's encryption overhead was minimal, with only a 7.5% increase in computation time compared to unencrypted federated learning methods. Future work will focus on optimizing the encryption techniques for resource-constrained IoT devices and exploring adaptive security mechanisms powered by machine learning to detect emerging threats dynamically.  The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2026.</text>
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            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="266171">
                <text>Federated Learning; Homomorphic Encryption; Internet of Things (IoT); Secure IoT</text>
              </elementText>
            </elementTextContainer>
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            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="266172">
                <text>Springer Science and Business Media Deutschland GmbH</text>
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              <elementText elementTextId="266173">
                <text>ISSN: 18761100; ISBN: 978-981955834-6;</text>
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            <description>A language of the resource</description>
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              <elementText elementTextId="266174">
                <text>English</text>
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              <elementText elementTextId="266175">
                <text>Conference paper</text>
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            </elementTextContainer>
          </element>
          <element elementId="47">
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            <description>Information about rights held in and over the resource</description>
            <elementTextContainer>
              <elementText elementTextId="266176">
                <text>Restricted Access; Hardcopy may be available in the library</text>
              </elementText>
            </elementTextContainer>
          </element>
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              <elementTextContainer>
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    <itemType itemTypeId="19">
      <name>Article</name>
      <description>Faculty Publications -Articles</description>
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    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="111788">
                <text>A privatised approach in enhanced spam filtering techniques using TSAS over cloud networks</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="111789">
                <text>abstraction scheme; cloud networks; privatised e-mail spam filtering; spam detection; spam ontology</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="111790">
                <text>Major problem over cloud networks is the effect of malicious code that protrudes its own activity without intend of network user in resource sharing. One such activity is the spam-filtering techniques which assumes the data with training and testing sets and also rely on fundamental classification through distribution. A privatised spam filtering approach is a classic problem which automatically recognises user context and incoming mail information relevance. To filter mail contents learning based methods, probabilistic based method trying to improve their accuracy but they cannot attain an improvement in identifying suspicious contents and also in segregating legitimate mail entries. Here a novel representation of structured abstraction scheme (SAS) used to generate abstraction in e-mail process using HTML tag content in e-mail and its algorithm for filtering such process of spam filtering is depicted. In this SAS methodology near duplicate matching process with HTML tag ordering will be processed and newly assigned position ordering were deliberated. The experimental setup shows that there will be a great improvement while filtering spam in accuracy of e-mail content while sharing in cloud networks. Copyright  2022 Inderscience Enterprises Ltd.</text>
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            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="111791">
                <text>Paul P.M.; Jingle I.D.J.</text>
              </elementText>
            </elementTextContainer>
          </element>
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            <name>Source</name>
            <description>A related resource from which the described resource is derived</description>
            <elementTextContainer>
              <elementText elementTextId="111792">
                <text>International Journal of Intelligent Enterprise, Vol-9, No. 3, pp. 332-343.</text>
              </elementText>
            </elementTextContainer>
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              <elementText elementTextId="111793">
                <text>Inderscience Publishers</text>
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            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
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              <elementText elementTextId="111794">
                <text>2022-01-01</text>
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                <text>&lt;a href="https://doi.org/10.1504/IJIE.2022.123759" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1504/IJIE.2022.123759&lt;/a&gt;
&lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85133754127&amp;amp;doi=10.1504%2FIJIE.2022.123759&amp;amp;partnerID=40&amp;amp;md5=98bdbb37dbcb6df559f062edab77fc55" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/inward/record.uri?eid=2-s2.0-85133754127&amp;amp;doi=10.1504%2fIJIE.2022.123759&amp;amp;partnerID=40&amp;amp;md5=98bdbb37dbcb6df559f062edab77fc55&lt;/a&gt;</text>
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            <description>Information about rights held in and over the resource</description>
            <elementTextContainer>
              <elementText elementTextId="111796">
                <text>Restricted Access</text>
              </elementText>
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