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Data Retrival. Data Retrieval adalah proses… | by Jaystka Pradana ...
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%20use%20case%20in%20Ireland's%20National%20mapping%20agency.%20To%20the%20best%20of%20our%20knowledge%2C%20data%20valuation%20has%20not%20yet%20been%20applied%20to%20Dataset%20Retrieval.%20By%20leveraging%20metadata%20and%20a%20user's%20preferences%2C%20we%20estimate%20the%20personal%20value%20of%20each%20dataset%20to%20facilitate%20dataset%20retrieval%20and%20filtering.%20We%20then%20validated%20the%20data%20value-based%20ranking%20against%20the%20stakeholders'%20ranking%20of%20the%20datasets.%20The%20proposed%20data%20valuation%20method%20and%20use%20case%20demonstrated%20that%20data%20valuation%20is%20promising%20for%20dataset%20retrieval.%20For%20instance%2C%20the%20outperforming%20dataset%20retrieval%20based%20on%20our%20approach%20obtained%200.8207%20in%20terms%20of%20NDCG%405%20(the%20truncated%20Normalized%20Discounted%20Cumulative%20Gain%20at%205).%20This%20study%20is%20unique%20in%20its%20exploration%20of%20a%20data%20valuation-based%20approach%20to%20dataset%20retrieval%20and%20stands%20out%20because%2C%20unlike%20most%20existing%20methods%2C%20our%20approach%20is%20validated%20using%20the%20stakeholders%20ranking%20of%20the%20datasets.)
