{"id":4751,"date":"2023-07-14T13:57:58","date_gmt":"2023-07-14T05:57:58","guid":{"rendered":"https:\/\/inventec2.mjitec.tw\/?page_id=4751"},"modified":"2023-07-18T14:20:49","modified_gmt":"2023-07-18T06:20:49","slug":"usaid","status":"publish","type":"page","link":"https:\/\/inventec2.mjitec.tw\/en\/ai\/usaid\/","title":{"rendered":"USAID"},"content":{"rendered":"

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USAID: Intelligent Forecasting Competition <\/h2>\n\t <\/div><\/div>[vc_column_text css=”.vc_custom_1689328952098{margin-bottom: 20px !important;}”]<\/p>\n
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United States Agency for International Development<\/p>\n<\/div>\n

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Authors<\/h6>\n<\/div>\n

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Jonathan Hans Soeseno*, Davide Burba*, and Trista Chen (*denotes equal contribution)<\/p>\n<\/div>\n

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Published<\/h6>\n<\/div>\n

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Nov-20<\/p>\n<\/div>\n

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Abstract <\/h2>\n\t <\/div><\/div>[\/vc_column_inner][vc_column_inner el_class=”m_p” width=”2\/3″][vc_column_text]One of our recent successes was winning first-place in an International Competition held by the US Agency for International Development (USAID). The competition focused on the global health topic, where we need to build an AI algorithm to provide an accurate prediction for contraceptive consumption in Africa, specifically Cote d’Ivoire. We used our previous experience in Inventec’s logistic forecasting to tackle the competition problem. Our winning solution consists of using an ensemble of LSTM and LightGBM, as well as informative engineered features. By employing a solid validation strategy, we tuned our solution to achieve the most accurate predictions out of approximately 80 submitted models.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row][vc_column]
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Keywords<\/h2>\n

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Download and Share<\/h3>\n

[\/vc_column_text][vc_row_inner content_placement=”middle”][vc_column_inner el_class=”download_btn_wrap”][vc_btn title=”Intelligent Forecasting Prize” style=”flat” color=”white” align=”center” link=”url:https%3A%2F%2Fwww.usaid.gov%2Fglobal-health%2Fhealth-areas%2Ffamily-planning%2Fusaids-intelligent-forecasting-competition-model-future|target:_blank” el_class=”download_btn”][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"

[vc_row full_width=”stretch_row”][vc_column][vc_row_inner el_class=”md-full-col”][vc_column_inner el_class=”m_p” width=”1\/2″][vc_column_text css=”.vc_custom_1689328952098{margin-bottom: 20px !important;}”] United States Agency for International Development [\/vc_column_text][vc_column_text css=”.vc_custom_1689314712409{margin-bottom: 5px !important;}”] Authors [\/vc_column_text][vc_column_text css=”.vc_custom_1689313276645{margin-bottom: 20px !important;}”] Jonathan Hans Soeseno*, Davide Burba*, and Trista Chen (*denotes equal contribution) [\/vc_column_text][vc_column_text css=”.vc_custom_1689314700196{margin-bottom: 5px !important;}”] Published [\/vc_column_text][vc_column_text] Nov-20 [\/vc_column_text][\/vc_column_inner][vc_column_inner el_class=”m_p” width=”1\/2″][vc_single_image image=”5020″ img_size=”full”][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row][vc_column][\/vc_column][\/vc_row][vc_row full_width=”stretch_row”][vc_column][vc_row_inner content_placement=”top” css=”.vc_custom_1657794580528{margin-bottom: 20px !important;}”][vc_column_inner el_class=”m_p paragraph_title” width=”1\/3″][\/vc_column_inner][vc_column_inner el_class=”m_p”…<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":4975,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-4751","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/inventec2.mjitec.tw\/en\/wp-json\/wp\/v2\/pages\/4751","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/inventec2.mjitec.tw\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/inventec2.mjitec.tw\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/inventec2.mjitec.tw\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/inventec2.mjitec.tw\/en\/wp-json\/wp\/v2\/comments?post=4751"}],"version-history":[{"count":0,"href":"https:\/\/inventec2.mjitec.tw\/en\/wp-json\/wp\/v2\/pages\/4751\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/inventec2.mjitec.tw\/en\/wp-json\/wp\/v2\/pages\/4975"}],"wp:attachment":[{"href":"https:\/\/inventec2.mjitec.tw\/en\/wp-json\/wp\/v2\/media?parent=4751"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}