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건강분야의 데이터 처리 기술

Avatar for Wonjun Hong Wonjun Hong
September 22, 2019
Technology
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건강분야의 데이터 처리 기술

2019.09.22 제30차 대한신경통증학회 추계정기학술대회
Avatar for Wonjun Hong

Wonjun Hong

September 22, 2019
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Transcript

  1. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ Ѥъ࠙ঠ੄ؘ੉ఠ୊ܻӝࣿ ۄੋਖझഘਗળ

  2. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 2 উ֞ೞࣁਃ ഘਗળੑפ׮ ೾झாযؘ੉ఠ੹ޙഥࢎۄੋਖझীࢲ
 )FBMUIDBSF%BUB4FSWJDFٜܳ݅Ҋ੓णפ׮ #MPHIUUQTIPOHXPOKVOHJUIVCJP

    -JOLFEJOIUUQTXXXMJOLFEJODPNJOIPOHXPOKVO 'BDFCPPLIUUQTXXXGBDFCPPLDPNIPOHXPOKVO 5XJUUFS!IPOHXPOKVO

  3. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 3 য়טೡ੉ঠӝ ؘ੉ఠ੉ঠӝ ؘ੉ఠ୊ܻӝࣿ ࢎ۹ ੉ঠӝ

    ೾झாযؘ੉ఠ੉ঠӝ ೾झாযؘ੉ఠ୊ܻӝࣿ ࢎ۹ ੉ঠӝ

  4. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 4 ੋҕ૑מ੄द؀ ALPHAGO Deepmind. SELF-DRIVING CAR

    Google, Uber, Tesla, Nissan, and other automakers SMART SPEAKER Google, Amazon, Kakao, Naver, and other majors Source: deepmind.com Source: ucsusa Source: kakao.ai

  5. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 5 ࠻ؘ੉ఠীࢲੋҕ૑מө૑ ؘ੉ఠܳ ऺইࢲ ੋࢎ੉౟ܳ ঳ח׮

    ݓ઱৬ ӝ੷ӈ١नചٜҗೣԋؘ੉ఠܳऺҊऺҊ ऺҊऺҊ #*(%"5" 4503"(& 2012~ ۄૉܻ߬౵੉١пઙࣗഋ1$١җೣԋࣃ ࢲ ೞ٘ਝয੄ ഐട 'JUCJU ١ झ݃౟ਕ஖੄ ࠁәചоद੘ؘ੉ఠܳࢤࢿೞӝद੘ *05 4&/403 2014~ (16 ೐۽Ӓې߁ਵ۽ ো࢑җ੿੉ ࡈۄ૗ ঌ ౵Ҋ੉റੌ߈ੋীѱঌ۰૑ݴ٩۞׬੄द ؀оৌܿ %&&1-&"3/*/( (16 2016~ Source: hadoop.apache.org Source: hadoop.apache.org Source: artificial-intelligence.blog

  6. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 6 ࠻ؘ੉ఠীࢲੋҕ૑מө૑ Source: Google Trends

  7. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 7 ؘ੉ఠ୊ܻӝࣿ ؘ ੉ ఠ ࢤ

    ࢿ / ࣻ ૘ ؘ ੉ ఠ ੹ ୊ ܻ / ੿ ઁ ؘ ੉ ఠ ੷ ੢ ؘ ੉ ఠ ఐ ࢝ ؘ ੉ ఠ ࠙ ࢳ / ৘ ஏ ؘ ੉ ఠ द п ച ؀ࠗ࠙ ࢤпೞח AI ח ৈӝ ؘ੉ఠחпױ҅݃׮о஖о؊೧૓׮

  8. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ ੋҕ૑מ٩۞׬੉ইפ؊ۄبؘ੉ఠ۽ೡࣻ੓חѪٜ੉݆׮

  9. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 9 غجইࠁחؘ੉ఠ৬ҙ۲ػनചٜ #SPBE4USFFU௒ாۄߊ߽दпച   CZ+PIOTOPX

    ࠻بܻইৈ৴द؀੄݃ஂాૐ੄೟җ੄ࢎ  Ѩ਷݄࢝؀оӒ઱ࣗীࢲߊࢤೠࢎݎ੗੄ࣻܳաఋմ׮ ӡী಴दػਗഋ੼਷ಐ೐ܳաఋմ׮ दпചѾҗ۽ౠ੿ೠಐ೐ܳ઺बਵ۽௒ۨۄоجҊ੓׮חӏ஗ࢿਸߊѼೠ׮ ಐ೐৬Ѣܻо੓חࢎۈ਷ઑࢎѾҗ೧׼૑৉ಐ೐੄ޛਸ࣑݃׮Ҋೠ׮  Ӓزউߊ߽߂੹৏ਗੋਸ଺૑ޅೞ৓؍௒ۨۄ੄੹৏ਗੋ ޛ ਸߋഃմࢎ۹ 4PVSDF8*,*1&%*"

  10. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 10 غجইࠁחؘ੉ఠ৬ҙ۲ػनചٜ ௼ܿ੹੬ীࢲ߽ࢎٜ੄ࢎݎਗੋदпച   CZա੉౴ѱੌ

    ࢎݎਗੋীٮܲਘ߹ࢎݎ੗ࣻ ࠜ਷ࠗ࠙਷੹ైҗ੿ীࢲੑ਷࢚ࠗਵ۽ੋೠࢎݎ੗ࣻ  Ѩ਷ࠗ࠙਷ӝఋਗੋী੄ೠࢎݎ੗ࣻ  ౵ۆࠗ࠙਷੹৏߽ী੄ೠࢎݎ੗ࣻܳաఋմ׮ Ӓࣻܳ࠺Үೡࣻ੓ب۾ೠߣীदпചೞৈ ੹৏߽ী੄ೠࢎݎ੗ࣻо࢚ࠗਵ۽ੋೠࢎݎ੗ࠁ׮੺؀੸ਵ۽݆׮חࢎपਸ ࢶݺೞѱࠅࣻ੓׮ ੿଼Ѿ੿ਸਤೠ੗ܐࢎਊ ա੉౴ѱੌ੉׸׼ೠറঠ੹߽ਗীࢲജ੗о੉࢚غ؍ࢎݎਯ੉۽ڄয૗ 4PVSDF8*,*1&%*"

  11. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 11 غجইࠁחؘ੉ఠ৬ҙ۲ػनചٜ ؀ഋ݃౟੄ ݓ઱৬ ӝ੷ӈ ౸ݒ੄

    ࢚ҙҙ҅ cliintel.com/diapers-beer-and-data-in-retail/ Target ੄ ੐न ୷ೞ ௢ಪ ߊ࣠ Photo illustration by James Emmerman. Photo Courtesy of Shutterstock. Fitbit ਸ ాೠ ੐न ࢎप ഛੋ blog.fitbit.com/postpartum-period/

  12. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ ೾झாযؘ੉ఠܳ࢓ಝࠁب۾ೞѷणפ׮

  13. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 13 )FBMUIDBSFؘ੉ఠٜৈ׮ࠁӝ SOURCE: IMS INSTITUTE FOR

    HEALTHCARE INFORMATICS, JULY 2015.

  14. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 14 )FBMUIDBSFؘ੉ఠࢲ࠺झٜৈ׮ࠁӝ https://www.accenture.com/au-en/insight-artificial-intelligence-healthcare

  15. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 15 ࠁѤ੄ܐ࠻ؘ੉ఠٜৈ׮ࠁӝ http://opendata.hira.or.kr ജ੗಴ࠄؘ੉ఠѐߑ<Ѥъࠁ೷बࢎಣоਗ>

  16. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 16 ݺࣁࢲؘ੉ఠ੄ҳࢿ ߽ਗҗജ੗ী؀ೠ੿ࠁ࠺ध߹ചػ׮ ־о־ҷ஖ܐ೮ח૑ ஖ܐ೯ਤ৬୊ߑೠডী؀ೠ੿ࠁ যڌѱ஖ܐ೮ח૑

    ૓ױೠ૕߽ী؀ೠ੿ࠁ ৵஖ܐ೮ח૑ п஖ܐ೯ਤైৈػডী؀ೠ࠺ਊ੿ࠁ ࠺ਊ੉঴݃աߊࢤ೮ח૑

  17. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 17 ݺࣁࢲؘ੉ఠ੄ೠ҅৬ъ੼ ઁೠ੸ੋ੿ࠁ۝  ѨࢎѾҗী؀ೠ੿ࠁࠗ੤ 

    ֙ױਤ۽୶୹ઁҕ  әৈ೦ݾ݅ࣻ૘ؽ $PEFS੄ݾ੸ীٮۄपઁ੿ࠁ৬ର੉ बಣ੄೟  ݺࣁࢲؘ੉ఠоо૑Ҋ੓חೠ҅ ࠺Ү੸ؘ੉ఠഋध੉੿ӏചغয੓਺ ੄ܐ࠺ܳ૒੽ݽ؛݂ೡࣻ੓חѢ੄ਬੌೠؘ੉ఠ ݺࣁࢲؘ੉ఠоо૑Ҋ੓חъ੼

  18. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 18 ݺࣁࢲؘ੉ఠ࠙ࢳਸਤೠݫఋ੿ࠁূ૓ҳ୷

  19. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 19 ݺࣁࢲؘ੉ఠ࠙ࢳਸਤೠदझమҳ୷

  20. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 20 ݺࣁࢲؘ੉ఠ࠙ࢳ৘ز߈࢚߽ҵ૘࠙ࢳ

  21. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 21 ݺࣁࢲؘ੉ఠ࠙ࢳ৘୊ߑಁఢ࠙ࢳ

  22. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 22 ݺࣁࢲؘ੉ఠ࠙ࢳ৘୊ߑಁఢ࠙ࢳ

  23. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 23 ݺࣁࢲؘ੉ఠ࠙ࢳ৘੄ডಿ୊ߑఐ࢝

  24. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 24 ݺࣁࢲؘ੉ఠ৬&.3ؘ੉ఠ࠺Ү

  25. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 25 &.3ؘ੉ఠ੄ౠࢿ .VMUJGBDFUFEEBUB ׮নೠݓۅ੄ؘ੉ఠоݽৈ੓׮ 5FNQPSBM*SSFHVMBSJUZ ऺ੉חࣘبоؘ੉ఠ݃׮׮ܰ׮

    )JHIEFNFOTJPOBMJUZ ೖ୊о݆׮ )FUFSPHFOFJUZ ߽ਗ݃׮झః݃о׮ܰ׮ ߽ਗ݃׮ࢎਊೞח௏٘୓҅о׮ܰ׮ ࠄ૕੸ਵ۽੄ܐӝ۾ਸ੷੢ೞӝਤ೧٣੗ੋػؘ੉ఠ ੐࢚োҳ ࠻ؘ੉ఠ࠙ࢳ ӝ҅೟ण੉աੋҕ૑מਸਤೠؘ੉ఠоইפ঻਺

  26. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 26 )&"-5)$"3&%"5"಴ળച੄൒ܴ

  27. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 27 &.3ؘ੉ఠӝ߈োҳ

  28. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 28 &.3ؘ੉ఠӝ߈੄ؘ੉ఠࢲ࠺झ

  29. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 29 )&"-5)$"3&%"5"಴ળച Data Service #1 &.3ؘ੉ఠदпചࢲ࠺झ

    Data Service #2 ജ੗ਤ೷ب৘ஏࢲ࠺झ Data Service #3 ౠ੿੄ডಿ੄ࠗ੘ਊఐ࢝ࢲ࠺झ Data Service #n ਬࢎജ੗ఐ࢝߂৘റ৘ஏࢲ࠺झ Hospital #1 Hospital #2 Hospital #3 Hospital #n ಴ળചݽ؛ زੌೠഋध੄)&"-5)$"3&%"5"

  30. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 30 )&"-5)$"3&ؘ੉ఠ੄׮নച 38%38&

  31. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 31 )&"-5)$"3&%"5"1-"5'03.

  32. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 32 ݃ޖܻೞݴ ੄ܐؘ੉ఠחо஖о੓חؘ੉ఠੑפ׮ ؘ੉ఠࢤక҅ীࢲؘ੉ఠоо੢઺ਃ೤פ׮ ૕જ਷ؘ੉ఠо੓ਵݶੋҕ૑מ৻ীبೡࣻ੓חੌ੉ҭ੢൤݆णפ׮ ؘ੉ఠܳ಴ળചೞݶ׮ؘܲ੉ఠա׮ؘܲ੉ఠࢲ࠺झ৬ഐജࢿਸ֫ੌࣻ੓णפ׮

  33. linewalks.com ઁ30ର ؀ೠन҃ాૐ೟ഥ ୶҅੿ӝ೟ࣿ؀ഥ 5)"/,4'038"5$)*/( facebook.com/linewalks linewalks.com [email protected]