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                <text>Oommen, Julia; Ramasamy, Gobi</text>
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                <text>Advancing Astronomical Science - Machine Learning-Based Classification of Variable Stars for Scientific Innovation and Research</text>
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                <text>Proceedings of 2025 International Conference on Emerging Technologies in Computing and Communication, ETCC 2025;</text>
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                <text>Oommen J., Department of Computer Science, Christ (Deemed to be University), Bangalore, India; Ramasamy G., Department of Computer Science, Christ (Deemed to be University), Bangalore, India</text>
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                <text>Variable star classification is an important part of astrophysics and gives astrophysicists a way of studying stellar evolution, structure and dynamics. Due to the availability of large scale surveys such as Gaia DR3, machine learning techniques are used in automation of the classification process. In this study, RF, SVM, MLP and XGBoost (XGBClassifier) models are evaluated for classification of variable stars. The data set used in this work was collected from Gaia DR3 using Astroquery and the ability of these models is evaluated for different star classes. The result shows that the XGBoost had the best accuracy of 91% compared to RF (89.98%), MLP (88%) and SVM (83%). A comparison of various metrics such as precision, recall and F1-score of each method is also provided to address their strengths and weaknesses. This work further emphasises the need of sophisticated machine learning techniques in astrophysical data analysis and discusses problems of certain kinds of variable star classification. KeywordsGaia, variable stars, Classification, Machine Learning, Random Forest, XGBoost, Multi-Layer Perceptron, Support Vector Machine. 2025 IEEE.</text>
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                <text>Classification; Gaia; Machine Learning; Multi-Layer Perceptron; Random Forest; Support Vector Machine; variable stars; XGBoost</text>
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                <text>Institute of Electrical and Electronics Engineers Inc.</text>
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                <text>Joshi, Priyanka; Singh, Jagendra; Upreti, Kamal</text>
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                <text>Lecture Notes in Networks and Systems;Volume;1359 LNNS;pp.279-289</text>
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                <text>Joshi P., School of Computer Science Engineering and Technology, Bennett University, Greater Noida, India; Singh J., School of Computer Science Engineering and Technology, Bennett University, Greater Noida, India; Upreti K., School of Computer Science, CHRIST University, New Delhi, India</text>
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                <text>The current study examines the difficulty of employing a deep learning architecture to diagnose brain tumors quickly and effectively. Our study is built upon a dataset of 253 MRI pictures that have been carefully categorized by medical experts as either positive (Yes) or negative (No) for brain tumors. To guarantee the robustness of model performance, the dataset is carefully divided into training and validation subsets, with 70% set aside for training and 30% for validation. We analyze the diagnostic performance of several machine learning models, including K-Nearest Neighbors (KNNs), Recurrent Neural Networks (RNNs), Support Vector Machines (SVMs), Convolutional Neural Networks (CNNs), and Artificial Neural Networks (ANNs). When these algorithms are applied to MRI scans, brain tumors can be quickly detected, and the increased accuracy makes patient treatment easier. The findings of this study could lead to a rapid and accurate diagnosis of brain tumors, which would greatly enhance patient care and treatment. The results also show how deep learning frameworks can transform medical image processing and diagnosis. This work offers a thorough review of recent findings and techniques for MRI scan-based deep learning-based brain tumor detection.  The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2026.</text>
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                <text>Brain tumor; Deep learning; Heath care; Machine learning; Magnetic Resonance Imaging (MRI); Performance analysis</text>
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                <text>Bijeesh, T.V.; Bejoy, B.J.; Sreekumar, Krishna; Punitha Reddy, T.</text>
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                <text>Advancing Brain Tumor Recurrence Prediction: Integrating AI andAdvanced Imaging Technologies forEnhanced Prognosis</text>
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                <text>Lecture Notes in Networks and Systems;Volume;1458 LNNS;pp.73-91</text>
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                <text>Bijeesh T.V., Christ University, Bangalore, India; Bejoy B.J., Christ University, Bangalore, India; Sreekumar K., Christ University, Bangalore, India; Punitha Reddy T., Christ University, Bangalore, India</text>
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                <text>Integrating artificial intelligence (AI) and advanced imaging technologies in medical diagnostics is revolutionizing brain tumor recurrence prediction. This study aims to develop a precise prognosis model following Gamma Knife radiation therapy by utilizing state-of-the-art architectures such as EfficientNetV2 and Vision Transformers (ViTs), alongside transfer learning. The research identifies complex patterns and features in brain tumor images by leveraging pre-trained models on large-scale image datasets, enabling more accurate and reliable recurrence predictions. EfficientNetV2 and Vision Transformers (ViTs) produced prediction accuracy of 98.1% and 94.85%, respectively. The studys comprehensive development lifecycle includes dataset collection, preparation, model training, and evaluation, with rigorous testing to ensure performance and clinical relevance. Successful implementation of the proposed model will significantly enhance clinical decision-making, providing critical insights into patient prognosis and treatment strategies. By improving the prediction of tumor recurrence, this research advances neuro-oncology, enhances patient outcomes, and personalizes treatment plans. This approach enhances training efficiency and generalization to unseen data, ultimately increasing the clinical utility of the predictive model in real-world healthcare settings.  The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2026.</text>
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                <text>Brain tumor recurrence prediction; Deep learning; Predictive modeling; Transfer learning</text>
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                <text>Advancing Brain Tumor Segmentation in MRI Scans: Hybrid Attention-Residual UNET with Transformer Blocks</text>
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                <text>attention UNET; post-operative MRI; residual tumors; RESNET-50; UNET; UNET++</text>
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                <text>Accurate segmentation of brain tumors is vital for effective treatment planning, disease diagnosis, and monitoring treatment outcomes. Post-surgical monitoring, particularly for recurring tumors, relies on MRI scans, presenting challenges in segmenting small residual tumors due to surgical artifacts. This emphasizes the need for a robust model with superior feature extraction capabilities for precise segmentation in both pre-and post-operative scenarios. The study introduces the Hybrid Attention-Residual UNET with Transformer Blocks (HART-UNet), enhancing the U-Net architecture with a spatial self-attention module, deep residual connections, and RESNET50 weights. Trained on BRATS20 and validated on Kaggle LGG and BTC_ postop datasets, HART-UNet outperforms established models (UNET, Attention UNET, UNET++, and RESNET 50), achieving Dice Coefficients of 0.96, 0.97, and 0.88, respectively. These results underscore the models superior segmentation performance, marking a significant advancement in brain tumor analysis across pre-and post-operative MRI scans.  2024 by the authors of this article.</text>
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                <text>Sobha Xavier P.; Sathish P.K.; Raju G.</text>
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                <text>International journal of online and biomedical engineering, Vol-20, No. 6, pp. 103-115.</text>
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                <text>International Federation of Engineering Education Societies (IFEES)</text>
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                <text>The Intergovernmental Panel on Climate Change (IPCC) laid the scientific groundwork for the widespread agreement that, in the medium and long terms, development and inclusive growth are seriously threatened by climate change caused by humans. The importance of sustainable development and the pressing need to address climate change cannot be underscored in the rapidly evolving global setting. A key tool for reaching carbon neutrality and greening sustainable economic growth is Climate Finance, which is centered on eco-friendly investments and activities. By supporting renewable energy sources like solar and wind power, climate finance assists nations in lowering their greenhouse gas emissions. It also aids in community adaptation to the effects of climate change. Combining human capital and emerging technologies such as blockchain, Artificial Intelligence (AI) with climate finance is an additional opportunity to boost migration prospects and ease transitions in adaptation processes. Furthermore, in addition to addressing concerns about the potentially negative effects of some climate policies on development prospects and economic growth, an integrated policy package incorporating the scaling up of low-carbon and climate-resilient infrastructure, sustainable finance, and carbon pricing could also help achieve the goals of the UN Sustainable Development Goals (SDGs) and the Paris Agreement. In order to solve urgent environmental issues and achieve sustainable development goals, climate finance must improve. This chapter explores the need of climate finance and human capital with evolving technologies. Further, it analyzes the synergy of climate finance with climate neutrality and challenges and barriers in the achievement of sustainability. Furthermore, a need for a regulatory framework for achieving climate neutrality in terms of climate finance is discussed.  The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2025.</text>
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                <text>Bhuyan D.P., IIT Delhi, New Delhi, India; Upadhyaya P., IIT Delhi, New Delhi, India; Pathak R., IIT Delhi, New Delhi, India, Nanyang Technological University, Singapore, Singapore; Namdev P., IIT Delhi, New Delhi, India, Karlsruhe Institute of Technology, Karlsruhe, Germany; Salunke P., IIT Delhi, New Delhi, India, Massachusetts Institute of Technology, Cambridge, MA, United States; Anand A., IIT Delhi, New Delhi, India, India Meteorological Department, Kolkata, India; Suresh A.D., IIT Delhi, New Delhi, India; Arora A., IIT Delhi, New Delhi, India, Indian Institute of Science Education and Research Bhopal, Bhopal, India; Baraik S.K., IIT Delhi, New Delhi, India; Jain S., IIT Delhi, New Delhi, India, University College London, London, United Kingdom; Parihar R.S., IIT Delhi, New Delhi, India, Christ University, Bengaluru, India, Institute for Basic Science Center for Climate Physics, Daejeon, South Korea; Dwivedi A., IIT Delhi, New Delhi, India; Sahany S., IIT Delhi, New Delhi, India, Centre for Climate Research Singapore, Singapore, Singapore; Sharan M., IIT Delhi, New Delhi, India; Dash S.K., IIT Delhi, New Delhi, India; Fasullo J.T., National Center for Atmospheric Research, Boulder, CO, United States; Behera S.K., Japan Agency for Marine-Earth Science and Technology, Yokosuka, Japan; Tribbia J., National Center for Atmospheric Research, Boulder, CO, United States; Mishra S.K., IIT Delhi, New Delhi, India</text>
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                <text>South Asia, home to over a quarter of the global population, faces escalating climate risks that demand scientifically credible and actionable information. However, existing global climate models exhibit persistent temperature and precipitation biasesvariables central to impact assessmentsreaching up to 25% and 100% of their mean values, respectively, over this region, thereby limiting their reliability for climate-informed long-term planning. To address these limitations, we introduce the South Asia Regional Climate Information (SARCI) frameworka regionally optimized framework designed to deliver credible, high-fidelity climate information for South Asia. The framework features a customized atmospheric model, based on NCAR CESM/ CAM, with targeted improvements in deep convection, landatmosphere interactions, and gravity wave dynamicsprocesses linked to major regional biases. These enhancements are guided by empirical understanding of regional climate behavior and refined through rigorous model tuning to achieve regional improvements without compromising global performance. The customized model substantially improves simulations of temperature and precipitation, along with a more realistic representation of regional circulation. The framework further incorporates a synthesized lower-boundary forcing component derived from skill-based CMIP models, adjusted to reduce biases in its low-frequency variability. A statistical downscaling module then refines the projections to a quarter-degree resolution, providing fine-scale, policy-relevant regional climate information. The SARCI framework demonstrates how regional optimization, coproduction, and institutional capacity building can deliver credible, policy-relevant climate information for South Asia, with broader relevance for other regions of the Global South facing similar challenges.  2026 American Meteorological Society.</text>
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                <text>Indoria D., Department of Commerce, Vikram Dev University, Jeypore, India; Parashar J., Department of Computer Science and Engineering, Dr. Akhilesh Das Gupta Institute of Technology and Management, Delhi, India; Raha S., Department of Geography, Bhairab Ganguly College, Belgharia, Delhi, India; Himanshi, Department of Information Technology, Raj Kumar Goel Institute of Technology, Ghaziabad, India; Upreti K., Department of Computer Science Technology, CHRIST (Deemed to Be University), Ghaziabad, India; Singh J., School of Computer Science Engineering and Technology, Bennett University, Greater Noida, India</text>
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                <text>The world of finance has experienced a significant shift in the way money flows, due to the advancements in technologies such as online banking, card payments, and QR-based payment systems. These innovative banking payment facilities are offered by ensuring the safety of the transaction and ensuring that only the authorized customer can access and utilize these banking services. Credit card fraud is innovative way to cheat the user of the card. Government all over the word encouraging to the people for the uses of digital money. This research work focuses on analyzing the machine learning database by using a labelled dataset to classify legitimate and fraudulent business transactions with explainable AI. This study is based on decision tree, logistic regression, support vector machine and random forest machine learning techniques.   2024 IEEE.</text>
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                <text>Adhegaonkar V.R., Christ University, Dept of Business Management, Pune, India; Thakur A.R., Sri Balaji University, Dept of Business Management, Pune, India; Varghese N., Christ University, Dept of Business Management, Pune, India</text>
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                <text>Varghese A., Department of Chemistry, Christ University, Karnataka, Bangalore, 560029, India; Sunajadevi K.R.P., Department of Chemistry, Christ University, Karnataka, Bangalore, 560029, India; Pinheiro D., Department of Chemistry, Christ University, Karnataka, Bangalore, 560029, India; Saravanakumar B., Department of Physics, Dr. Mahalingam College of Engineering and Technology, Tamilnadu, Pollachi, 642003, India; Selvaraj M., Department of Chemistry, Faculty of Science, King Khalid University, Abha, 61413, Saudi Arabia, Research Centre for Advanced Materials Science (RCAMS), King Khalid University, AlQura'a, P.O. Box 960, Abha, Saudi Arabia</text>
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                <text>The rise in energy needs in our society has enhanced the requirement for energy production and storage studies. The electrocatalytic hydrogen evolution reaction and supercapattery studies pave the way for producing and storing energy effectively. There is a lot of ongoing work on synthesizing efficient electrocatalysts for such energy related applications. In this study, polypyrrole/V2O5/MnO2 electrocatalyst is synthesized, and various characterization techniques have been utilized for analyzing the formation of the composite. The N2 adsorption-desorption analysis demonstrates the average surface area of the polymer composite as 136.3 m2/g. The high average surface area value suggests the availability of surface active sites on the synthesized polymer composite for energy production and storage. The polypyrrole/V2O5/MnO2 electrocatalyst shows an overpotential of 192 mV and a specific capacity of 1736.1C/g. The synthesized catalyst is used for fabricating an asymmetric supercapacitor, which demonstrates an energy density of 46.8 Wh/kg and a power density of 714.2 W/kg. Polypyrrole/V2O5/MnO2 electrocatalyst is proven to be a competent material for supplementing the energy requirements of our society.  2025 Hydrogen Energy Publications LLC</text>
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                <text>Since the introduction of technology-enabled education systems, personalizing the learning process has become more regarded as a promising methodology for revolutionizing the academe. Acknowledging the difference in the learning capability of students across various levels of the academic segment, a personalized learning approach is of paramount importance, especially when teachers cannot efficiently monitor each student (e.g., during emergency remote education). This chapter focused on the necessity for higher education institutions that offer courses from various streams to adopt a personalized learning initiative as a means of offering better online education services. For the successful creation of a personalized online learning experience, this chapter likewise developed a framework that provides a step-by-step guide to educational institutions in moving in this direction. As online education is a trend for future learning, this blueprint could be valuable as well in the post-pandemic era.  2022, IGI Global. All rights reserved.</text>
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                <text>Socioeconomic Inclusion During an Era of Online Education, pp. 225-245.</text>
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                <text>Iyer L.S., Bharathiar University, India; Bharadwaj S., School of Law, Christ University (Deemed), Bangalore, India; Shetty S.H., School of Commerce, Finance and Accountancy, CHRIST, Bengaluru, India; Verma V., Christ University, India; Devanathan M., Christ University, Bangalore, India</text>
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                <text>This study employs advanced machine learning algorithms to predict gold prices, using a comprehensive dataset from Bloomberg. The Gold Nexus Predictor (GNP), a key innovation, integrates historical data and economic indicators through advanced feature engineering. Methodologies include exploratory data analysis, model training with various algorithms like Linear regression, Random Forest, Ada Boost, SVM, and ARIMA, and evaluation using metrics like MSC, MAPE, and RMSE. The study's philosophical foundation emphasizes rationalism in economic forecasting and ethical model use. This research offers significant insights for investors and policymakers, enhancing understanding and decision-making in the gold market.   2024 IEEE.</text>
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                <text>Institute of Electrical and Electronics Engineers Inc.</text>
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                <text>Tejasvi B., Christ University, Bengaluru, India; Paswan A.S., Christ University, Bengaluru, India; Mahajan J., Christ University, Bengaluru, India; Singh V.P., Ewec, United Arab Emirates; Saxena A., Christ University, Bengaluru, India</text>
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                <text>Advancing Healthcare Decision Support: Leveraging Fuzzy DEMATEL for Delivering Quality Care</text>
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                <text>Srivastava S., Operations and Decision Sciences, Christ University, Bangalore, India; Dwivedi A., Jindal Global Business School, O.P. Jindal Global University, Haryana, India; Maheshwari A., School of Commerce, Finance and Accountancy, Christ University, Ghaziabad, India; Bhartiy K.K., School of Entrepreneurship and Management, Harcourt Butler Technical University, Kanpur, India</text>
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                <text>Healthcare Decision Support Systems (DSS) play a pivotal contribution in modern healthcare, aiding in informed decision-making and the distribution of high-quality care. To optimize the systems, it is critical to recognize and prioritize the enablers that provide to their successful establishment and operation. This study presents a comprehensive analysis of 10 key enablers essential for the development and deployment of healthcare DSS for quality care. Utilizing Fuzzy DEMATEL (Decision-Making Trial and Evaluation Laboratory), a powerful methodology for discovering complex interdependencies among factors, we systematically evaluate the relationships among these enablers. The enablers, ranging from data integration and clinical collaboration to privacy safeguards and continuous improvement mechanisms, are scrutinized through the lens of Fuzzy DEMATEL, which accommodates the inherent uncertainties and ambiguities within healthcare data. The findings from the study shed light on the strength and direction of the relationships among the enablers, unveiling critical factors that exert substantial influence and those that are most susceptible to external changes. By applying Fuzzy DEMATEL, this study backs to a deeper understanding of the multifaceted nature of healthcare DSS development, offering insights to guide decision-makers, healthcare practitioners, and system developers in their pursuit of improved DSS that enhance the quality of healthcare delivery.  The Author(s), under exclusive license to Springer Nature Switzerland AG 2025.</text>
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                <text>Bellary K., Department of Computer Science and Engineering, Christ University, Bangalore, India; Jalapur S., Christ University, Bangalore, India; Diana Jeba Jingle I., Christ University, Bangalore, India</text>
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                <text>The rapid expansion of e-learning platforms has revolutionized the landscape of education, particularly highlighting the significance of online courses in contemporary learning environments. This research focuses on Udemy, a prominent online learning platform, and aims to enhance the predictability of course enrollments within its IT &amp;amp; Software category. The study's central purpose is to leverage advanced machine learning techniques to predict course subscriber numbers, a crucial indicator of a course's popularity and success. Employing an extensive dataset from (Kaggle DB)Udemy, encompassing various course attributes such as ratings, reviews, and pricing, the study explores multiple machine learning models. These include Linear Regression, Decision Tree, Random Forest, Gradient Boosting, and K-Nearest Neighbors Regression. A key innovation of this research is the application of ensemble methods, particularly a blended model approach, to integrate predictions from multiple models, thereby enhancing accuracy and reliability. The findings of this study are significant. The ensemble approach, notably the blended model, outperforms individual predictive models in accuracy. Among the single models, Gradient Boosting Regression shows the highest effectiveness in forecasting enrollments. The research highlights the vital role of course characteristics, including ratings and reviews, in determining course popularity. This study contributes to the field of e-learning by introducing a novel, data-driven approach to predict course enrollments. It offers valuable insights for educators, course creators, and platform developers, emphasizing the potential of machine learning in optimizing content strategy and marketing efforts in the digital education domain. The application of ensemble machine learning methods presents a new horizon in educational analytics, paving the way for more nuanced and effective strategies in online education delivery and promotion.  2024 IEEE.</text>
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                <text>Sumalatha K.N., PG Department of Business Administration, Maris Stella College (Autonomous), Vijayawada, India; Anupama N., PG Department of Business Administration, Maris Stella College (Autonomous), Vijayawada, India; Sasikumar P., Department of Sciences and Humanities Christ (Deemed to be University), Bengaluru, India; Sucharitha M.M., Department of Professional Studies, Christ (Deemed to be University), Bengaluru, India; Basha M.S.A., GITAM School of Business, Gandhi Institute of Technology and Management (Deemed to be University), Bengaluru, India</text>
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