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                <text>Neurocognitive disorders, such as Alzheimer's disease, stroke, and traumatic brain injuries, have a significant global impact, causing significant challenges for healthcare systems and families. Traditional rehabilitation methods often do not effectively target the diverse and complex cognitive impairments associated with these illnesses. Technology facilitates personalized rehabilitation approaches, enhances patient engagement, and enables unbiased evaluations of progress. This book is particularly pertinent in an era of rapid technological advancement, as it presents exceptional opportunities to revolutionize neurorehabilitation techniques and improve patient outcomes.  2025 The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG.</text>
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                <text>Integrated Holistic Mental Healthcare: Bridging Minds and Technology is a groundbreaking resource that unites traditional holistic practices with cutting-edge digital innovations to enhance mental health treatment. This comprehensive guide is tailored for mental health professionals seeking practical strategies to improve care efficacy and accessibility. The book begins with foundational concepts of holistic mental health and emphasizes the essential role of mindfulness and meditation as core components of effective care. It explores how technology can complement holistic practices, facilitating behavioral change and habit formation. Readers will discover how digital tools can expand access to mental healthcare through telehealth and virtual care models, while also addressing ethical considerations and stigma associated with mental health treatment. With insights into monitoring outcomes and case studies highlighting integrative approaches for specialized populations, this book equips readers to navigate the evolving mental health landscape. As it looks toward future trends, "Integrated Holistic Mental Healthcare" empowers individuals to enhance their well-being in a rapidly digitizing world, fostering a patient-centered care paradigm that honors both mind and technology.  2026 Elsevier Inc. All rights are reserved, including those for text and data mining, AI training, and similar technologies.</text>
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                <text>Reddy, N. Srikanth; Baruah, Anganabha; Raha, Shrinwantu; Babu, S. B. G. Tilak; Kumar, K. Keshav; Suganya, S.</text>
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                <text>Computational Intelligence Solutions for Real-Life Problems;pp.19-35</text>
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                <text>Reddy N.S., School of Management, Presidency University, Karnataka, Bangalore, India; Baruah A., Department of Psychology, Christ University, NCR, Uttar Pradesh, Delhi, India; Raha S., Department of Geography, Bhairab Ganguly College, West Bengal, Kolkata, India; Babu S.B.G.T., Department of Electronics and Communication Engineering, Aditya Engineering College, Andhra Pradesh, Surampalem, India; Kumar K.K., Department of Humanities and Mathematics, G. Narayanamma Institute of Technology and Science (for Women), Telangana, Hyderabad, India; Suganya S., Department of Electrical and Electronics Engineering, Sethu Institute of Technology, Kariapatti, India</text>
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                <text>The synergy between neuroscience and computational intelligence fosters a dynamic exchange that significantly advances both fields. At its core, this convergence focuses on emulating the brains intricate mechanisms to inspire and enhance machine learning (ML) models. Neural networks (NNs), foundational to computational intelligence, are modeled after biological neurons and drive artificial neural networks (ANNs) that excel in tasks simulating human cognition. Neuromorphic computing furthers this concept by designing hardware and software with braininspired architectures, enabling energy-efficient AI systems. A notable breakthrough is brain-computer interfaces (BCIs), which translate neural signals into actionable commands, offering transformative solutions for individuals with paralysis. Additionally, cognitive computing leverages neuroscience insights to emulate higher-order mental processes, enabling the development of intelligent, context-aware systems. Conversely, ML algorithms, especially in pattern recognition, empower neuroscience by analyzing large-scale brain imaging data to uncover hidden patterns and correlations. This bidirectional interaction accelerates discoveries in neurology and psychology while deepening our understanding of brain function. Together, neuroscience and computational intelligence form a powerful alliance, shaping the future of intelligent technologies and brain science.  2026 by Apple Academic Press, Inc.</text>
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                <text>Reddy, Nandarapu Purushotham; Naik, Ramavath Janraj; Macherla, Nagaraju; Joseph, D. Paul; Jafri, R. Imran; Ahn, Chang Hoi; Siddiqui, Masoom Raza; Gonuguntla, Venkateswarlu; Park, Si-Hyun</text>
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                <text>Biowaste-derived hierarchical activated porous carbon with heteroatom-doping (N/S) for efficient symmetrical supercapacitors: A cow urine approach</text>
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                <text>Journal of Energy Storage;Volume;115;Issue;;Article No.;115964;</text>
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                <text>Reddy N.P., Department of Electronic Engineering, Yeungnam University, 280 Daehak-Ro, Gyeongb, Gyeongsan, uk-38541, South Korea; Naik R.J., Department of Chemistry, Sri Venkateswara College, University of Delhi, Delhi, 110021, India; Macherla N., School of Mechanical Engineering, Yeungnam University, Gyeongsan, 38541, South Korea; Joseph D.P., Department of Physics, National Institute of Technology, Telangana State, Warangal, 506004, India; Jafri R.I., Department of Physics and Electronics, Christ University, Hosur Road, Bengaluru, 560029, India; Ahn C.H., Department of Electronic Engineering, Yeungnam University, 280 Daehak-Ro, Gyeongb, Gyeongsan, uk-38541, South Korea; Siddiqui M.R., Chemistry Department, College of Science, King Saud University, Riyadh, 11451, Saudi Arabia; Gonuguntla V., Symbiosis Centre for Medical Image Analysis, Symbiosis International (Deemed University), Pune, India; Park S.-H., Department of Electronic Engineering, Yeungnam University, 280 Daehak-Ro, Gyeongb, Gyeongsan, uk-38541, South Korea</text>
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                <text>The continuous accumulation of biowaste in the environment over extended periods can pose considerable ecological challenges. Hence, the conversion of natural biowaste into value-added products is essential. In this study, for the first time, carbon materials derived from cow urine, an animal waste, were explored as potential electrode materials for supercapacitors (SCs). Hierarchical, highly porous carbonaceous materials containing heteroatoms such as N and S were synthesized using a simple, template-free pyrolysis method, involving the direct carbonization of cow urine as a single precursor at 700 C (CCUR-700) and pre-KOH activation of the resulting cow urine deposit pyrolyzed at 700 C (A-CCUR-700) with a removal of inherent mineral salts. The resulting porous carbon materials were then employed as electrode materials for SC applications. The A-CCUR-700 electrode, with its abundant surface functionalities, high specific surface area (2651.7 m2/g), high porosity, good conductivity, and self-doped heteroatoms (N and S), demonstrated better charge storage performance compared to the CCUR-700 electrode. Notably, a two-electrode symmetric SC assembled using the A-CCUR-700 electrode demonstrated an excellent specific capacitance of 165 F/g at a current density of 0.5 A g?1. Furthermore, the A-CCUR-700 symmetric SC device achieved a high energy and power density of 22.9 Wh/kg and 5100 W/kg, respectively, with a capacitance retention of 95.3 % over 5000 cycles. Overall, the results of this study suggest that the synthesis of functionalized carbonaceous materials from cow urine may open up new possibilities for producing inexpensive electrode materials for electrochemical value-added applications.  2025</text>
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                <text>Activation; Cow urine; Heteroatom doping; Porous carbon; Symmetric supercapacitor; Template-free pyrolysis</text>
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            </elementTextContainer>
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              <elementText elementTextId="206670">
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                <text>ISSN: 2352152X;</text>
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              <elementText elementTextId="206674">
                <text>Restricted Access; Hardcopy may be available in the library</text>
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          <element elementId="39">
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            <elementTextContainer>
              <elementText elementTextId="268890">
                <text>Reddy, R. Archana; Adnan, Myasar Mundher; Paramesh, S.P.; Petli, Vishwanath; Manohar, M.</text>
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            <description>A name given to the resource</description>
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                <text>Multi-objective Deep Reinforcement Learning Approach for Multiple -Input/Multiple-output Routing in WSN</text>
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                <text>01-01-2025</text>
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              <elementText elementTextId="268893">
                <text>Lecture Notes in Electrical Engineering;Volume;1270;pp.127-137</text>
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          </element>
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                <text>&lt;a href="https://doi.org/10.1007/978-981-97-7876-8_12" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1007/978-981-97-7876-8_12&lt;/a&gt; &lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/pages/publications/85218941732?origin=resultslist" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/pages/publications/85218941732?origin=resultslist&lt;/a&gt;</text>
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            <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>
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              <elementText elementTextId="268895">
                <text>Reddy R.A., School of Computer Science and Artificial Intelligence, SR University, Telangana, Warangal, India; Adnan M.M., The Islamic University, Najaf, Iraq; Paramesh S.P., Department of Computer Science and Engineering, School of Engineering, Central University of Karnataka, Karnataka, Kalaburagi, India; Petli V., Electronics and Communication Engineering, H.K.E. Societys Sir M. Visvesvaraya College of Engineering, Raichur, India; Manohar M., Department of Computer Science and Engineering, CHRIST (Deemed to Be University), Bangalore, India</text>
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                <text>The Wireless Sensor Network (WSN) is a network of numerous devices that are interconnected via the internet and significantly impact the network. However, despite their significant applications WSNs face challenges related to network security energy levels and information transmission delays. To address these challenges, a method utilizing Multi-Objective Deep Reinforcement Learning (DRL) has been proposed. The proposed method aims to maximize energy utilization in the network by efficiently managing covered and uncovered cluster network routing. The performance of energy transmission is enhanced through the use of the Markov Decision Process model based on multi-objective DRL combined with training the network using Deep Q Network (DQN) to reduce network energy consumption. Training the network with multiple objectives may pose challenges requiring more samples and leading to higher sample complexity, which can be a limiting factor in real-world applications. Despite this, the proposed multi-objective DRL method demonstrates high performance compared to existing methods such as Particle Swarm Optimization (PSO) and Convolutional Neural Network (CNN). Specifically, multi-Objective DRL method yields superior results, achieving an energy consumption of 42J, Packet Delivery Ratio (PDR) of 90%, and an End-To-End Delay (ETED) of 45 S. These outcomes outperform existing methods in the context of WSNs.  The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2025.</text>
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            <description>The topic of the resource</description>
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              <elementText elementTextId="268897">
                <text>Artificial neural network; Deep Q network; Multi-objective deep reinforcement learning; Particle swarm optimization and wireless sensor network</text>
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            <name>Publisher</name>
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              <elementText elementTextId="268898">
                <text>Springer Science and Business Media Deutschland GmbH</text>
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              <elementText elementTextId="268899">
                <text>ISSN: 18761100; ISBN: 978-981977875-1;</text>
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            <description>A language of the resource</description>
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            <elementTextContainer>
              <elementText elementTextId="268902">
                <text>Restricted Access; Hardcopy may be available in the library</text>
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              <elementText elementTextId="265683">
                <text>Reddy, Sangati Veera Vardhan; Singh, Madan; Singhal, Prateek; Singh, Jitendra</text>
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                <text>Fault-Tolerant Strategies and Federated Learning for Resilient Edge Computing: A Comprehensive Survey</text>
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                <text>01-01-2026</text>
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              <elementText elementTextId="265686">
                <text>Lecture Notes in Networks and Systems;Volume;1906 LNNS;pp.333-346</text>
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                <text>Reddy S.V.V., Department of Computer Science, CHRIST (Deemed to Be University), NCR, Delhi, India; Singh M., Department of Computer Science, CHRIST (Deemed to Be University), NCR, Delhi, India; Singhal P., School of Computer Science and Engineering, Chandigarh University, Uttar Pradesh, Lucknow, India; Singh J., Department of Computer Science and Engineering, SRM Institute of Science and Technology, Delhi-NCR Campus, Delhi-Meerut Road, Modinagar, Uttar Pradesh, Ghaziabad, India</text>
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                <text>Reddy V., Computer Science and Engineering, CHRIST University, Karnataka, Bengaluru, India; Rathidevi T., Computer Science and Engineering, CHRIST University, Karnataka, Bengaluru, India; Prathap B.R., Computer Science and Engineering, CHRIST University, Karnataka, Bengaluru, India</text>
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                <text>Rapid e-commerce services and emerging technologies have grown to use credit card usage as a widespread way of effecting payments, thereby increasing bank transaction volume. It is, therefore, equally increasing fraudulent activitiesthus showing the critical need for fraud detection methods development. Class-weighting hyperparameters are studied and applied to handle class imbalance between fraudulent and legitimate transaction classes. We mainly use Bayesian optimization for these hyperparameters tuning with consideration of unbalanced data problems. The key components of our method involve weight-tuning as a preprocessing step and using the extreme gradient boosting [XGBoost] algorithm to enhance further the light gradient boosting machine [LightGBM] based on an ensemble voting process. Moreover, we use deep learning for hyperparameter tuning with special consideration given to our introduced weight-tuning approach. Experiments on real-world datasets demonstrate the efficiency of our strategies. We follow recall-based metrics and the widely used ROC-AUC scores for the unbalanced datasets, which are more appropriate for measuring the model performance. All the algorithms are compared based on fivefold cross-validation, while the majority voting ensemble method is applied to evaluate the combined performance of the algorithms. The previous results prove that LightGBM and XGBoost perform best, with optimal performances obtained at ROC-AUC scores of 0.95, precision of 0.79, recall of 0.80, and an F1 score of 0.79. Further, deep learning with Bayesian Optimization achieves the ROC-AUC scores of 0.908, precision of 0.96, recall of 0.82, F1 score of 0.88, and Accuracy of 0.9996all of which were significant improvements over the previous approaches. This paper presents Bayesian-optimized LightGBM for fraud detection, where it improves accuracy and efficiently tunes hyperparameters. The main novelty here is integrating Bayesian Optimization into dynamically enhancing model performance for handling class imbalance and reducing false detections.  The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2026.</text>
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                <text>Reddy Y.P., Christ (Deemed to be University), Department of Statistics and Data Science, Karnataka, Bengaluru, 560029, India; Senthil Vadivu M., Christ (Deemed to be University), Department of Statistics and Data Science, Karnataka, Bengaluru, 560029, India; Jeevanand E.S., Christ (Deemed to be University), Department of Statistics and Data Science, Karnataka, Bengaluru, 560029, India</text>
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                <text>Alzheimer's disease (AD) is a progressive neurodegenerative disorder characterized by gradual cognitive decline, posing significant diagnostic challenges that necessitate automated detection systems to aid clinical decision-making. This study presents an explainable machine learning framework for binary dementia classification using deep feature extraction from magnetic resonance imaging. A pretrained ResNet50 convolutional neural network was employed to extract 2048-dimensional feature vectors from 86,437 MRI slices derived from the OASIS1 dataset, encompassing 347 subjects. The dataset was imbalanced, containing 67,222 Non-demented and 19,215 demented slices (combining very mild, mild, and moderate dementia). The aggregated features at the Subject-level were used to train three machine learning classifiers: Logistic Regression, Random Forest, and XGBoost. The XGBoost model achieved the highest accuracy of 77.14, with a precision of 0.84 and a recall of 0.87 for Nondemented cases, demonstrating strong discriminative capability. Gradient-weighted Class Activation Mapping (Grad-CAM) visualizations highlighted the hippocampus and temporal lobes as key regions influencing predictions, aligning with established Alzheimer's pathology. The study demonstrates the potential of combining deep feature extraction with interpretable machine learning for automated dementia screening.  2026 IEEE.</text>
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                <text>Machine Learning; Natural Language processing; Optical Character Recognition (OCR); Telugu</text>
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                <text>Handwritten character recognition has wider application in many areas including heritage documents, education, document digitalization, language processing, and assisting the visually handicapped and other related areas. The paper tries to improve the accuracy and efficiency of recognizing handwritten letters of Telugu language scripts, a difficult task for computers. Telugu is most widely spoken language in southern part of India, it has rich cultural heritage. Using the Natural Language Toolkit (NLTK), this study investigates ways to enhance recognition accuracy by analyzing handwritten content and implementing methods such as feature extraction and classification. The purpose is to use NLTK's capabilities to develop handwritten character recognition.   2024 IEEE.</text>
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                <text>Reedy B.G., Christ University, Karnataka, Bangalore, India; Meghana G., Christ University, Karnataka, Bangalore, India; Subhadra T., Christ University, Karnataka, Bangalore, India; Mithun B.N., A P S College of Engineering, Dept of CSE, Karnataka, Bangalore, India; Yogish D., Christ University, Dept of CSE, Karnataka, Bangalore, India</text>
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                <text>Real-World Application of Machine Learning and Deep Learning</text>
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                <text>Artificial intelligence; Decision Tree; Deep Learning; Healthcare; Machine Learning</text>
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                <text>The world today is running on the latest computer technologies and one of those is machine learning. The real life example that most of us know is speech recognition. Google Assistant is the common example for this Speech recognition. This google assistant is not only limited till 'Ok Google', but it responds to all your questions in a smart way. It can manage all your calls or can book appointments. Imagine you fell down while de-boarding a bus. So, Next time you take care so that you don't fall that is something that your brain has interpreted from your past experience. This is what exactly deep learning is, it imitates human brain works. Deep learning is sub-branch of machine learning. It is able to build all new things based on its previous experiences. Many of us have heard about driverless cars and medical diagnosis. Recently google has developed a new technology where all your cardiovascular events can be predicted by eye scan so, that doctors can get a clear view of what is inside the body of a patient. These all are developed using machine learning. It has a capability to change the human world into a complete robotic world. Anyways, it also has its own disadvantages. This article discusses about those, Scope of machine learning, its Market potential, financial growth and Current applications of machine learning.  2019 IEEE.</text>
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                <text>Reema Sree S.; Vyshnavi S.B.; Jayapandian N.</text>
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                <text>Proceedings of the 2nd International Conference on Smart Systems and Inventive Technology, ICSSIT 2019, pp. 1069-1073.</text>
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                <text>Reema Sree S., CHRIST (Deemed to Be University), Kengeri Campus, Bangalore, India; Vyshnavi S.B., CHRIST (Deemed to Be University), Kengeri Campus, Bangalore, India; Jayapandian N., CHRIST (Deemed to Be University), Kengeri Campus, Bangalore, India</text>
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                <text>Preprocessing Big Data using Partitioning Method for Efficient Analysis</text>
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              <elementText elementTextId="172817">
                <text>Data Analytics; Partitioning; Preprocessing; Smart Data</text>
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                <text>Big data collection is the process of gathering unprocessed and unstructured data from disparate sources. As data deluge, the large volume of data collected and integrated consist missing values, outliers, and redundant records. This makes the big dataset insignificant for processing and mining knowledge. Also, it unnecessarily consumes large amount of valuable storage for storing redundant data and meaningless data. The result obtained after applying mining techniques in this insignificant data lead to wrong inferences. This makes it inevitable to preprocess data in order to store and process big dataset effectively and draw correct inferences. When data is preprocessed before analytics the storage consumption is less and computation and communication complexity is reduced. The analytics result is of high quality and the needed time for processing is considerably reduced. Preprocessing data is inevitable for applying any analytics algorithm to obtain valuable pattern. The quality of knowledge mined from large volume of big data depends on the quality of input data used for processing. The major steps in big data preprocessing include data integration from disparate sources, missing value imputation, outlier detection and treatment, and handling redundant data. The process of integration includes steps such as extraction, transformation, and loading. The data extraction step gathers useful data used for analytics and the transformation process organize the collected data in structured format suitable for analytics. The role of load process is to store transformed data into secured storage so that data can be obtained and processed effectively in future. This work provides preprocessing techniques for big data that deals with missing values and outliers and results in obtaining quality data partitions.   2023 IEEE.</text>
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                <text>Reena M.J.</text>
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                <text>Proceedings of IEEE InC4 2023 - 2023 IEEE International Conference on Contemporary Computing and Communications</text>
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                <text>&lt;a href="https://doi.org/10.1109/InC457730.2023.10262924" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1109/InC457730.2023.10262924&lt;/a&gt;
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                <text>ISBN: 979-835033577-4</text>
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                <text>Reena M.J., CHRIST (Deemed to Be University), Department of Computer Science and Engineering, Bangalore, India</text>
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                <text>Rees, D. Andrew S.; Siddheshwar, P.G.</text>
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                <text>The Effect of Viscous Dissipation on the DarcyBard Problem: Weakly Nonlinear Analysis and Strongly Nonlinear Computations</text>
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                <text>Transport in Porous Media;Volume;152;Issue;12;Article No.;111;</text>
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                <text>Rees D.A.S., Department of Mechanical Engineering, University of Bath, Bath, BA2 7AY, United Kingdom; Siddheshwar P.G., Department of Mathematics, Centre for Mathematical Needs, Christ University, Bengaluru, 560 029, India</text>
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                <text>We consider the effect of viscous dissipation on the onset and nonlinear development of two-dimensional convection in a unit enclosure heated from below. First, we show that the linear theory is unchanged from that which arises when viscous dissipation is absent. Second, a weakly nonlinear analysis shows that convection becomes weaker with increasing values of Ge~, a modified Gebhart number. In addition, the rate of heat transfer at the lower and upper sufaces differ from one another. Third, nonlinear convection is found to lose both up/down and left/right symmetry as both Ge~ and Ra (the DarcyRayleigh number) increase. It is also found that once viscous dissipation increases in strength to unphysically large amounts, then the maximum temperature migrates from the lower boundary to the interior of the enclosure.  The Author(s) 2025.</text>
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                <text>Nanosheets of nickel, cobalt and manganese triple hydroxides/oxyhydroxides as efficient electrode materials for asymmetrical supercapacitors</text>
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                <text>                             Transition metals play a significant role in energy storage applications mainly as electrode materials in supercapacitors. In this work, triple hydroxide/oxyhydroxide nanosheets of a nickel, cobalt and manganese (NCM) composite were electrochemically deposited on carbon cloth (CC) and used as electrode materials in supercapacitors. In a three electrode system the composite delivered a specific capacitance of 707 F g                             -1                              at a current density of 3 A g                             -1                              which retained its stability even at a higher current density of 50 A g                             -1                             . An asymmetric supercapacitor (ASC) was assembled and characterized using NCM as the positive electrode, activated carbon as the negative electrode and Whatman filter paper soaked in KOH as the separator. The device operated in a working potential window of 1.75 V and it delivered a power density of 13.12 kW kg                             -1                              and an energy density of 23.7 W h kg                             -1                             .                           2019 The Royal Society of Chemistry.</text>
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                <text>Reghu Nath A.; Jayachandran A.; Sandhyarani N.</text>
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                <text>Dalton Transactions, Vol-48, No. 13, pp. 4211-4217.</text>
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                <text>&lt;a href="https://doi.org/10.1039/c9dt00302a" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1039/c9dt00302a&lt;/a&gt;
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                <text>ISSN: 14779226; PubMed ID: 30843558; CODEN: DTARA</text>
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                <text>Reghu Nath A., Nanoscience Research Laboratory, School of Nano Science and Technology, National Institute of Technology Calicut, Calicut, Kerala, India; Jayachandran A., CHRIST (Deemed to Be University), Hosur Road, Bengaluru, Karnataka, India; Sandhyarani N., Nanoscience Research Laboratory, School of Nano Science and Technology, National Institute of Technology Calicut, Calicut, Kerala, India</text>
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