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헬스케어 데이터 실습
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Wonjun Hong
October 19, 2019
Technology
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헬스케어 데이터 실습
2019 데이터야놀자
Wonjun Hong
October 19, 2019
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Transcript
2019 ؘఠঠ֥ झாযؘఠपण ۄੋਖझഘਗળ ؘఠঠ֥
2019 ؘఠঠ֥ )POH8POKVO -JOFXBMLT*OD झாযؘఠޙझఋসۄੋਖझীࢲ ؘఠܳ࠙ࢳೞҊणפ .BTUFST%FHSFF #SBJOBOE$PHOJUJWF&OHJOFFSJOH #BDIFMPST%FHSFF
$PNQVUFS4DJFODF #MPHIUUQTIPOHXPOKVOHJUIVCJP -JOLFEJOIUUQTXXXMJOLFEJODPNJOIPOHXPOKVO 'BDFCPPLIUUQTXXXGBDFCPPLDPNIPOHXPOKVO 5XJUUFS!IPOHXPOKVO
2019 ؘఠঠ֥ ֙ߊ۽झாযؘఠܳࣗѐ೮णפ https://speakerdeck.com/hongwonjun/the-next-big-thing-in-data-healthcare 2019 ؘఠঠ֥
2019 ؘఠঠ֥ ܻೞݶ۠ղਊੑפ زܐܳҳೞҊणפ ৈҳೞҊणפ झாযؘఠ࠙ঠח࠺Ҋݒ۱ח࠙ঠੑפ
2019 ؘఠঠ֥ ֙ߊറ"QQMF https://developer.apple.com/videos/play/wwdc2018/706/ https://www.apple.com/healthcare/health-records/
2019 ؘఠঠ֥ ֙ߊറ(PPHMF https://cloud.google.com/healthcare/
2019 ؘఠঠ֥ ֙ߊറ"NB[PO https://aws.amazon.com/comprehend/medical/
2019 ؘఠঠ֥ ֙ߊറ'%" https://www.fda.gov/science-research/science-and-research-special-topics/real-world-evidence 38% 3FBM8PSME%BUBपઁ࢚ܐ নೠܐਗਸా೧ࣻػജ৬ҙ۲ػпઙؘఠ নೠܐਗ
߽ਗ&.3&)3 Ѥъࠁҳܐ ܐӝҙࡺ݅ইפۄ4/4աਝয۞࠶ݽ߄ੌ٣߄झ١ਵ۽ࠗఠࣻغחؘఠ 38& 3FBM8PSME&WJEFODFपઁ࢚ӔѢ 38%࠙ࢳਸా೧যডಿ١ࢎਊ߂ਫ਼ੋਬࢿҗਤ೧ࢿীҙೠ࢚ੋૐѢ
2019 ؘఠঠ֥ ֙ߊറ ֎ߡ ਔઁডҗrաইؘఠsࢸ݀ ࣁ࠳ۆझhয় झாযরైഈড ۄੋ ੌࠄܐޙۖಬӝস.৬ߨੋrۄੋझாযsܳࢸ݀
2019 ؘఠঠ֥ ࠺زೱ١ਸ҅ࣘসؘೞҊणפ https://linewalks.com/blog https://speakerdeck.com/hongwonjun
2019 ؘఠঠ֥ ߊറо݆߉חޙणפ ؘఠܳয٣ࢲաਃ যڌѱ೧ࠅࣻաਃ 2019 ؘఠঠ֥
2019 ؘఠঠ֥ Ӓېࢲয়טঠӝח ীࢲبೡࣻח झாযؘఠपण 2019 ؘఠঠ֥
2019 ؘఠঠ֥ য়טࢎਊ೧ࠅؘఠ MIMIC-III • 2001֙ࠗఠ 2012֙ (ߑޙզ ࠺ध߹ച
غয ) • Beth Israel Deaconess Medical Center • ജप (ICU) ী ੑਗ೮؍ ജٜ ؘఠ • ജ ࣻח ড 4݅ݺ ࢚ • EMR ؘఠ https://mimic.physionet.org/
2019 ؘఠঠ֥ &MFDUSPOJD.FEJDBM3FDPSEড &)3 &MFDUSPOJD)FBMUI3FDPSE ۄҊبࠛܿ ߽ਗীࢲॳחदझమীࢲӝ۾غחؘఠܳాட ൔঠӝೞחܐؘఠ &.3ؘఠ
2019 ؘఠঠ֥ https://github.com/search?q=mimic3 ҕѐػؘఠӝٸޙীۨಌ۠झب݆णפ ҕѐػ࠙ࢳ٘ पઁࢎਊоמ https://google.com пઙ֤ޙҗ࠶۽Ӓನझ ࠙ࢳߑߨҗࢿמ
2019 ؘఠঠ֥ ഥبৌ݀פ http://datathon.konect.or.kr/
2019 ؘఠঠ֥ ؘఠীೠҕधޙࢲ௬ܻ౭оҭ֫णפ https://mimic.physionet.org/about/mimic/
2019 ؘఠঠ֥ .*.*$***۽٘߉ӝ https://mimic.physionet.org/ ৡۄੋਵ۽ҙ۲Үਭࣻറ ۽٘оמפ
2019 ؘఠঠ֥ .*.*$***%#ীࣁೞӝ https://linewalks.com/archives/6198
2019 ؘఠঠ֥ .*.*$***ਵ۽о݆ಽযղחޙઁٜ Prediction пઙ Event ஏ ࢎݎ, ߊ,
ੑਗ, ࣻࣿ ৈࠗ ١ ӝઓ ؘఠী ӝ߈ೞৈ ജীѱ ߊࢤೞח ܲ ߮ܳ ஏ োযܻ Medical Note ഝਊ Medical Note ৬ пઙ ܲ ٜࣻр Matching ਸ ాೞৈ োযܳ Structure ؘఠ۽ ߸ജ Clustering ਬࢎജ ఐ࢝ ജٜ ؘఠܳ ӝ߈ਵ۽ ਬࢎജܳ ఐ ࢝, ܳ ా೧ ࠺त೮؍ ജܳ Ҋ റ ஏ ١ ӝמਸ ࣻ೯
2019 ؘఠঠ֥ ੌ߈ੋ೯1SPDFTT Start Finish ࢎਊೡ ߸ࣻ ఐ࢝ যځೠ
߸ࣻܳ ࢎਊೞৈ ޙઁܳ ೧Ѿೡ ఐ࢝ೞҊ Ѿೞח җ ਵ۽ ֎?!?! ఋѶ ߂ ۄ݂߰ ޖਸ ஏೡ ܳ ೞҊ ܳ ۄ݂߰ೞח җ ݽ؛݂ যځೠ ݽ؛ਸ ࢎਊೡ Ѿೞח җ ജҵ (Cohort) যڃ ؘఠࣇਵ۽ ೯ೡ Ѫੋ Ѿೞח җ
2019 ؘఠঠ֥ ജҵ $PIPSU ജҵ ߽ নೠݓۅؘఠоݽৈਵ۽ ജҵઑѤਸ೧ঠೣ
ইې৬эઑѤਸױࠂࣻѐ۽ࢎਊೞৈജҵਸೣ ജઑѤ ա ࢿ߹ ౠ߽ FYबആҙജ ַ١ ౠডಿࠂਊৈࠗ ౠܐߑߨࣻࣿਊৈࠗ ੜݽܰѷਵݶੌױജ࢚ܳਵ۽दೞ ߑߨ
2019 ؘఠঠ֥ ജҵ $PIPSU ੑਗਸ೧ঠృਗஏਸೡࣻ /ੌղੑਗۄݶযڌѱೡө ృਗਸ೧ঠੑਗਸஏೡࣻ ృਗ
ੑਗ ੑਗ
2019 ؘఠঠ֥ ജҵ $PIPSU ؘఠܳӝ߈ਵ۽दೡٸ ࢚৻۽ नࢤই /&8#03/
ؘఠо݆ ࢿמੜաয়ঋחݶҊ۰೧ࠅࢎ೦
2019 ؘఠঠ֥ ఋѶ߂ۄ݂߰ যځೠ߮ܳஏೡѪੋоܳೞחױ҅
2019 ؘఠঠ֥ ఋѶ߂ۄ݂߰&YBNQMF ࢎݎ ਃೞפө PS ࠁాౠઑѤઑ FYәੑਗറबࣻࣿदࣿ
$"#(1$* PS ࢤпࠁ݆ޙઁ ృਗറੌղੑਗ
2019 ؘఠঠ֥ ఋѶ߂ۄ݂߰)PX ృਗറੌղੑਗਸ۽ٜݶ
2019 ؘఠঠ֥ ఋѶ߂ۄ݂߰)PX ࢎݎ߮҃ ࢎݎറߑޙೞח҃о .*.*$ؘఠౠࢎ೦ӝध
2019 ؘఠঠ֥ ఋѶ߂ۄ݂߰ജ߹۳
2019 ؘఠঠ֥ ఋѶ߂ۄ݂߰ߑޙ߹۳
2019 ؘఠঠ֥ ఋѶ߂ۄ݂߰զ߹۳
2019 ؘఠঠ֥ ఋѶ߂ۄ݂߰दр߹۳
2019 ؘఠঠ֥ ࢎਊೡ߸ࣻࢶఖ द ࣛ धਵݶજӝחೣ ೞ݅ بݫੋधਬܻೞঋ࠙ঠחহ ؘఠחؘఠ۽ࠁ
2019 ؘఠঠ֥ ࢎਊೡ߸ࣻࢶఖؘఠחؘఠ۽ࠁҊࢎਊೞ ؘఠӏച 0OFIPU&ODPEJOH ߓѪٜਸॳݶؾפ
2019 ؘఠঠ֥ ࢎਊೡ߸ࣻࢶఖೡ ઙઙஏೞ۰חࠁ : ৬эࠁܳ߸ࣻ 9 ۽ࢎਊ
FY:Ҋആߊࢤৈࠗ9ആ ࢿמਘ١ೞѱաয়ח҃ഛੋೡѪ
2019 ؘఠঠ֥ ࢎਊೡ߸ࣻࢶఖ۠ݽনਸٜ݅ѱؾפ
2019 ؘఠঠ֥ ࢎਊೡ߸ࣻࢶఖ Ҋә ߬٬ਸాೠ٘߸ജ 4LJQHSBN IUUQTMJOFXBMLTDPNBSDIJWFT
2019 ؘఠঠ֥ ݽ؛ࢶఖ ަೞٚই࢚ҙহ -JOFBS3FHSFTTJPOࠗఠद೧بؾפ ݽ؛ࢶఖয۵ݶ-JHIU(#.ܳ୶ୌ٘݀פ
2019 ؘఠঠ֥ ਵ۽ ަށۋחѢۢӒې ؘܲఠܻ۽ࣁझ৬эणפ
2019 ؘఠঠ֥ ਵ۽ ృਗറੌղੑਗਵ۽ࠌਸٸ "630$_بݶળࣻೠಞਵ۽ࠅࣻ ೞݶޥоੜޅೞҊחѪ ࢚ݶޥоੜޅೞҊחѪ
ੜޅೞҊחѢইפݶ൞ഥࢎী۱ࢲ৬ೣԋࠁղࣁਃ
2019 ؘఠঠ֥ Ӓېࢲয়טঠӝח ীࢲبೡࣻח झாযؘఠपण 2019 ؘఠঠ֥
2019 ؘఠঠ֥ ܻೞݶ۠ղਊੑפ زܐܳҳೞҊणפ झாযؘఠبؘܲఠ৬ܰঋणפઁ೧ࠁࣁਃ
THANK YOU FOR WATCHING! Linewalks Inc. https://linewalks.com https://facebook.com/linewalks