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04. DSSC External Publications (Journals, Books, Conference Proceedings)

Permanent URI for this communityhttps://hdl.handle.net/20.500.14578/1

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Subject: search.filters.lcsh.Decision support systemsSDG: search.filters.sdg.SDG 9 - Industry, innovation and infrastructure

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    Web-based and android-based research management system using nearest neighbor search algorithm with decision support system
    Alba, Felomino; Jornales, Jay (Elsevier, 2022-07-25)
    Web-based and Android-based Research Management System in Davao del Sur State College using nearest search algorithm with decision support system is a web application where students from graduates and undergraduates of DSSC upload and store their final research manuscript through the system. The system is equipped with search engine using a nearest neighbor search algorithm that can generate result of the relevance to the user queries with pattern that provide decision support system the system displays sense of value of field expertise of that search based on inputs and compared to search algorithm. Nearest neighbor search algorithm, which look for its closest neighbors in a feature space populated by known instances from dataset. The nearest neighbor’s class prediction is used, or a weighted average of the classes of the k closest neighbor is used. The relevance between two data records is determined in part by the variables utilized in the featured space leading to index similarity results. The advantage of this method is that, in many circumstances, an estimated nearest neighbor is nearly as good as an exact one. Some of the inputs from this study is that there must be a notification system that can author notified when there’s a request of downloading of author file, it should have data statistics of downloaded files every day, there must be a guest user for non-students of the college for downloading and searching review related literature of their studies and lastly, detailed tabular data that records the downloads that author receives from his file.