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                <text>Faculty Publications</text>
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              <text>Shrivastava, Abhay; George, Jossy P; Paul Alapatt, Bosco</text>
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              <text>Geochemical Data Exploration using Machine Learning Methods</text>
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              <text>01-01-2025</text>
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              <text>Proceedings of 6th International Conference on Intelligent Communication Technologies and Virtual Mobile Networks, ICICV 2025;pp.484-489</text>
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              <text>&lt;a href="https://doi.org/10.1109/ICICV64824.2025.11085828" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1109/ICICV64824.2025.11085828&lt;/a&gt; &lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/pages/publications/105013073769?origin=resultslist" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/pages/publications/105013073769?origin=resultslist&lt;/a&gt;</text>
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              <text>Shrivastava A., Christ University, India; George J.P., Christ University, India; Paul Alapatt B., Christ University, India</text>
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              <text>This study introduces a novel ensemble model combining Support Vector Machine (SVM) and Gradient Boosting algorithm (GBC). The model's performance is compared with the two single layered model namely K-Nearest Neighbors (KNN) and Gaussian Naive Bayes (GNB) on a publicly available dataset. Further, Performance is measured using standard metrics such as accuracy, precision, and recall. To have the excellence in detection of types of rocks based on its properties this research explores the stacking approach, contributing in the field of geological studies and also for future exploration making it effective and efficient in identification of mineral deposits.  2025 IEEE.</text>
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              <text>Classification; Gaussian Nae Bayes; Geochemical exploration; Gradient Boosting algorithm; igneous rocks; KNN; Machine learning; Stacking and ensemble; SVM</text>
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              <text>Institute of Electrical and Electronics Engineers Inc.</text>
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              <text>ISBN: 979-833151175-3;</text>
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              <text>Restricted Access; Hardcopy may be available in the library</text>
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