Upgrade to Pro — share decks privately, control downloads, hide ads and more …

몬스터 때려잡는 매크로 때려잡기

kakao
PRO
December 09, 2022

몬스터 때려잡는 매크로 때려잡기

#이상탐지

카카오게임즈에서 서비스하고 있는 게임인 오딘의 이상유저를 탐지한 경험을 소개드리려고 합니다. 매크로 작업장을 잡을 때 고민했던 부분들과 해결과정, 활용 등을 공유드리도록 하겠습니다.

발표자 : zoey.cho
카카오게임즈 BI팀에서 데이터분석 업무를 맡고 있는 조이입니다.

kakao
PRO

December 09, 2022
Tweet

More Decks by kakao

Other Decks in Programming

Transcript

  1. $PQZSJHIU,BLBP$PSQ"MMSJHIUTSFTFSWFE3FEJTUSJCVUJPOPSQVCMJDEJTQMBZJTOPUQFSNJUUFEXJUIPVUXSJUUFOQFSNJTTJPOGSPN,BLBP
    ހझఠٸ۰੟חݒ௼۽ٸ۰੟ӝ
    ઑਮ৔[PFZDIP


    ஠஠য়ѱ੐ૉ
    JG LBLBP

    View Slide

  2. *OUSP


    $BTF


    $BTF


    $PODMVTJPO

    View Slide

  3. *OUSP


    $BTF


    $BTF


    $PODMVTJPO

    View Slide

  4. ࠛߨ੸ੋ೐۽Ӓ۔೧ఊਸాೞৈ

    ѱ੐ղ੤ചܳ঳Ҋ അӘചदఃחਬ੷
    ݒ௼۽੘স੢

    View Slide

  5. 2׮਺ࢎ૓੄ࢎրೞҊ੓חݺ੄ਬ੷઺


    पઁਬ੷оইצݒ௼۽חযڃਬ੷ੌөਃ

    View Slide

  6. 2׮਺ࢎ૓੄ࢎրೞҊ੓חݺ੄ਬ੷઺


    पઁਬ੷оইצݒ௼۽חযڃਬ੷ੌөਃ

    View Slide

  7. 2فਬ੷઺ݒ௼۽חযڃਬ੷ੌөਃ
    दрউীই੉మਸ


    ѐ੉࢚౸ݒೠਬ੷
    दрউীই੉మਸ


    ѐ౸ݒೠਬ੷

    View Slide

  8. য়טоੑೞחਬ੷੄੺߈੉࢚਷ݒ௼۽
    नӏਬ੷ઁ੤࠺ਯ
    ઁ੤0
    ઁ੤9

    View Slide

  9. /PSNBM "COPSNBM
    ࢎۈэ਷ݒ௼۽৬ݒ௼۽э਷ࢎۈਸ࠙߹ೞחѪ
    74

    View Slide


  10. /PSNBM "COPSNBM

    ੿࢚ਬ੷৬੉࢚ਬ੷ܳ࠙ܨೞחޙઁ

    View Slide


  11. /PSNBM "COPSNBM

    -BCFM੉হ׮
    ੿׹ࣇ੉হ਺
    ਷೯ъبܳ੟חؘࠁ੉झೖयߧદ੗੄೯زಁఢਸࠁҊ੟ਸࣻחহ਺

    View Slide

  12. &%"ܳాೠ

    ੉࢚ਬ੷


    ౠ૚౵ঈ
    ౵ࢤ߸ࣻࢤࢿ
    ࠺૑ب೟णਸాೠ

    ੉࢚ਬ੷ఐ૑
    ܙ߬੉झఐ૑৬

    ࠺Үೞח

    ࢿמಣо
    ੿׹ࣇ੉হযب೟ण੉оמೠ࠺૑ب೟णਸࢎਊ

    View Slide

  13. *OUSP


    $BTF


    $BTF


    $PODMVTJPO

    View Slide

  14. ౵౭؍੹੉ۆ

    View Slide

  15. ౵౭؍੹ݒ௼۽

    View Slide

  16. ੉࢚ਬ੷ٜ੄ౠ૚਷j
    ਬ੷ ۨ߰ ѾઁӘঘ ౵౭ࢤࢿപࣻ
    ӣয়٥
    ӣషܰ
    ӣ۽ః
    ӣ೐ۨ੉ঠ
    ӣ೻੐׳
    ਬ੷ ۨ߰ ࢤࢿрѺ ୡ
    ౵౭ࢤࢿदр
    ӣয়٥





    ਬ੷ ۨ߰ ࢤࢿрѺ ୡ
    ౵౭ࢤࢿदр
    ӣషܰ






    ౵౭݆ܳ੉ࢤࢿ ੌ੿ೠрѺਸفҊࢤࢿ ૣ਷઱ӝ۽ࢤࢿ
    ੘স੢ݒ௼۽҅੿ٜ੄ҕాౠ૚ٜ
    ؀ࠗ࠙੄ਬ੷ח౵౭ࢤࢿപࣻഥ੉ೞ
    $POTUBOUJDPONBEFCZIFJTFOCFSH@KS 5JNFJDPONBEFCZ'SFFQJLGSPNXXXGMBUJDPODPN

    View Slide


  17. ౵౭݆ܳ੉ࢤࢿ
    3VMF
    -
    CBTF۽ఐ૑ೞӝয۰਍੉ਬ
    ੌ੿ೠрѺਸ

    فҊࢤࢿ
    ૣ਷઱ӝ۽ࢤࢿ
    $POTUBOUJDPONBEFCZIFJTFOCFSH@KS 5JNFJDPONBEFCZ'SFFQJLGSPNXXXGMBUJDPODPN

    View Slide

  18. ӝઓಁఢ
    ࢜۽਍ಁఢ
    3VMF
    -
    CBTFE%FUFDUJPO
    ରױ
    դࣻ୶о
    ਬ੷ ۨ߰ ۽ӒदррѺ ୡ
    ۽Ӓߊࢤदр
    ӣয়٥





    ਬ੷ ۨ߰ ۽ӒदррѺ ୡ
    ۽Ӓߊࢤदр
    ӣয়٥





    3VMF
    -
    CBTF۽ఐ૑ೞӝয۰਍੉ਬ

    View Slide

  19. -PHJTUJD3FHSFTTJPO
    %FDJTJPO5SFF
    47.
    /BïWF#BZFT"MHPSJUIN
    ,//
    ,NFBOT
    3BOEPN'PSFTU
    -JHIU(#.
    "EBCPPTU
    9(CPPTU
    "VUP&ODPEFS
    %//

    View Slide

  20. -PHJTUJD3FHSFTTJPO
    %FDJTJPO5SFF
    47.
    /BïWF#BZFT"MHPSJUIN
    ,//
    ,NFBOT
    3BOEPN'PSFTU
    -JHIU(#.
    "EBCPPTU
    9(CPPTU
    "VUP&ODPEFS
    %//

    View Slide

  21. ,NFBOT$MVTUFSJOH
    ؘ੉ఠܳ࠺तೠҵ૘ՙܻաׂࣻ੓ח؀಴੸ੋ࠺૑ب೟णӝࣿ




    ےؒ઺ब੼ࢸ੿
    D
    D

    View Slide

  22. ,NFBOT$MVTUFSJOH




    ؘ੉ఠ߹઺ब੼੄Ѣܻܳ҅࢑
    D
    D
    ؘ੉ఠܳ࠺तೠҵ૘ՙܻաׂࣻ੓ח؀಴੸ੋ࠺૑ب೟णӝࣿ

    View Slide

  23. ,NFBOT$MVTUFSJOH




    Ѣܻо੘਷ҵ૘ਵ۽ೡ׼
    D
    D
    ؘ੉ఠܳ࠺तೠҵ૘ՙܻաׂࣻ੓ח؀಴੸ੋ࠺૑ب೟णӝࣿ

    View Slide

  24. ,NFBOT$MVTUFSJOH




    D
    D
    ؘ੉ఠܳ࠺तೠҵ૘ՙܻաׂࣻ੓ח؀಴੸ੋ࠺૑ب೟णӝࣿ
    Ѣܻо੘਷ҵ૘ਵ۽ೡ׼

    View Slide

  25. ,NFBOT$MVTUFSJOH




    пҵ૘੄ಣӐчਵ۽઺ब੼ਸ৤ӟٍ


    TUFQࠗఠ׮दप೯ೞৈ઺ब੼੄੉ز੉হਸٸ઺ױ
    D
    D
    ؘ੉ఠܳ࠺तೠҵ૘ՙܻաׂࣻ੓ח؀಴੸ੋ࠺૑ب೟णӝࣿ

    View Slide

  26. ҵ૘੄ѐࣻ੿ೞӝ
    ,
    पܖ৆੼ࣻ
    पܖ৆҅ࣻ &MCPX.FUIPE दпച
    , , ,
    ,
    , , ,
    ,

    View Slide

  27. ੉࢚ਬ੷חযڃਬ੷৓ח૑
    ࢤࢿदррѺ
    ࢤࢿदррѺ

    ಴ળಞର
    ۨ߰
    ־੸ѾઁӘঘ
    ౵౭ࢤࢿപࣻ
    $MVTUFS $MVTUFS
    ౵౭ࢤࢿ਷੸૑݅

    ݒ௼۽੄ౠ૚ਸо૗


    ۨ߰੉؊ծ׮
    ౵౭ࢤࢿਸ݆੉ೞҊ


    рѺҗ಴ળಞରחծ਺





    $MVTUFS $MVTUFS
    ౵౭ࢤࢿ੉੸਺

    ࢤࢿрѺ੉ই઱ևҊ

    ੌ੿ೞ૑ঋ਺










    ౵౭ࢤࢿ੉੸Ҋ

    ࢤࢿрѺ਷ևਵա

    যו੿بੌ੿ೠрѺ
    1$




    1$

    View Slide

  28. ੉࢚ਬ੷חযڃਬ੷৓ח૑
    ౵౭ࢤࢿ

    दррѺ
    ࢤࢿदр

    ಴ળಞର
    ౵౭ࢤࢿപࣻ
    ѾઁӘঘ
    ۨ߰

    View Slide

  29. ,NFBOT৬ױࣽ3VMF
    -
    CBTFੋ*23੉࢚஖੄ࢿמ࠺Үಣо
    *23ਸ੉ਊೠ੉࢚஖ఐ࢝ߑߨ
    2Y*23

    ੉࢚ਸо૑חч




    3FDBMM 1SFDJTJPO '
    $MVTUFS
    *23
    ,NFBOT$MVTUFSJOH
    ߣҵ૘ਸݽف੉࢚ਬ੷۽فҊ࠺Ү
    D
    D

    View Slide

  30. *OUSP


    $BTF


    $BTF


    $PODMVTJPO

    View Slide

  31. ೙٘ࠁझݒ௼۽ۆ
    ޷٘оܰ٘ࠁझदр಴ ࠙઱ӝ
    ࠁझࢤࢿदрীݏ୾ױ୓۽੉زೞחݒ௼۽҅੿ٜ

    View Slide

  32. ೙٘ࠁझݒ௼۽ۆ
    ޷٘оܰ٘ࠁझदр಴ ࠙઱ӝ
    ࠁझࢤࢿदрীݏ୾ױ୓۽੉زೞחݒ௼۽҅੿ٜ

    View Slide

  33. ࠁझݒ௼۽੄ബҗח੿࢚ਬ੷੄ߓաػ׮
    ࠁझ Ӓ۽ই

    ࠁझ ݒ౟ܻঈ

    ࠁझ ۨۄ٘

    ࠁझ ఔӒַझ౟

    ࠁझ ண߄ۈೞೖ

    ࠺੿࢚೯زӝ؆ч
    ੿࢚೯زӝ؆ч

    View Slide

  34. ੌభۨನ౟஠਍౟৬ਬ੷ࣻ
    ਬ੷ࣻ





    భۨನ౟஠਍౟
    ױࣽࣻ஖۽ݒ௼۽ܳ੿੄ೡࣻহ਺
    ੉ତغݶ


    ־оࠊبݒ௼۽
    ݒ௼۽о


    ߎןѱெ઎׮ݶ
    ࣻزਵ۽֢۱ೠ


    நܼఠۄݶ
    ਫ਼੗חदрী݅


    ݒ௼۽ܳఅ׮ݶ
    ࢎۈэ਷ݒ௼۽৬ݒ௼۽э਷ࢎۈਸҳ߹೧ঠೣ
    /PSNBM
    "COPSNBM

    View Slide

  35. ױࣽࣻ஖۽ݒ௼۽ܳ੿੄ೡࣻহ਺
    ࢎۈэ਷ݒ௼۽৬ݒ௼۽э਷ࢎۈਸҳ߹೧ঠೣ
    /PSNBM
    "COPSNBM
    ੌభۨನ౟஠਍౟৬ਬ੷ࣻ
    ਬ੷ࣻ





    భۨನ౟஠਍౟
    ੉ତغݶ


    ־оࠊبݒ௼۽
    ݒ௼۽о


    ߎןѱெ઎׮ݶ
    ࣻزਵ۽֢۱ೠ


    நܼఠۄݶ
    ਫ਼੗חदрী݅


    ݒ௼۽ܳఅ׮ݶ

    View Slide

  36. ݒ௼۽நܼఠחݽفэ੉੉زೞפө ੉ز۽Ӓо࠺तೡѪ
    భۨ

    ನ౟

    പࣻ
    दр दр
    భۨ

    ನ౟

    പࣻ
    ਬ੷ ਬ੷
    ਬ੷ ਬ੷
    భۨ

    ನ౟

    പࣻ
    दр
    భۨ

    ನ౟

    പࣻ
    दр

    View Slide

  37. ਬ੷ٜр੄दр׼੉زപࣻ߭ఠ੄Ѣܻܳ࠺Ү
    ਬ੷ ਬ੷
    ਬ੷ ਬ੷







    View Slide

  38. భۨನ౟ܳೞ૑ঋও؍दр؀ܳѢܻоݣ׮Ҋ҅࢑ೞ૑ঋইঠೣ
    భۨ

    ನ౟

    പࣻ
    दр दр
    భۨ

    ನ౟

    പࣻ
    ਬ੷ ਬ੷
    ਬ੷ ਬ੷
    భۨ

    ನ౟

    പࣻ
    दр
    భۨ

    ನ౟

    പࣻ
    दр

    View Slide

  39. భۨನ౟ܳೞ૑ঋও؍दр؀ܳѢܻоݣ׮Ҋ҅࢑ೞ૑ঋইঠೣ
    భۨ

    ನ౟

    പࣻ
    दр दр
    భۨ

    ನ౟

    പࣻ
    ਬ੷ ਬ੷
    ਬ੷ ਬ੷
    భۨ

    ನ౟

    പࣻ
    दр
    భۨ

    ನ౟

    പࣻ
    दр

    View Slide

  40. ௏ࢎੋਬࢎبܳాೠਬ੷ٜр੄Ѣܻ҅࢑
    ਬ੷઺যוೠଃ੉ౠ੿दрী݅భۨನ౟ܳೞ૑ঋইѾஏੋ҃਋بਬࢎೠਬ੷۽౸ױоמ







    ௏ࢎੋਬࢎب
    ف߭ఠр੄௏ࢎੋпبܳ੉ਊೞৈҳೡࣻ੓חਬࢎب
    ௏ࢎੋਬࢎب ௏ࢎੋਬࢎب ௏ࢎੋਬࢎب ਬࢎبҳೞ૑ঋ਺
    যוೠଃ੉ੌٸীח௏ࢎੋпبܳҳೞ૑ঋ਺

    View Slide

  41. )ZQFSQBSBNFUFSઑ੿
    ঴݃աоөਕঠಁఢ੉࠺तೞ׮ҊೡѪੋо
    3FDBMM1SFDJTJPO






    3FDBMM
    1SFDJTJPO
    3FDBMM"DDVSBDZ






    3FDBMM
    "DDVSBDZ
    3FDBMM'






    3FDBMM
    'TDSPF
    -PDBMNJOJNVN੉ࢤӝ૑חঋਵ޲۽ Ӓې೐оҀ஖ח੼ਸӝળਵ۽ೣ
    Ѣܻ Ѣܻ Ѣܻ

    View Slide

  42. )ZQFSQBSBNFUFSઑ੿
    ঴݃աоөਕঠಁఢ੉࠺तೞ׮ҊೡѪੋо
    3FDBMM1SFDJTJPO






    3FDBMM
    1SFDJTJPO
    3FDBMM"DDVSBDZ






    3FDBMM
    "DDVSBDZ
    3FDBMM'






    3FDBMM
    'TDSPF
    -PDBMNJOJNVN੉ࢤӝ૑חঋਵ޲۽ Ӓې೐оҀ஖ח੼ਸӝળਵ۽ೣ
    Ѣܻ Ѣܻ Ѣܻ

    View Slide

  43. ఐ૑ػਬ੷ٜ਷
    భۨನ౟പࣻоݒदрੌ੿ೠਬ੷
    ೞܖઙੌభۨನ౟ೞחਬ੷ ౠ੿दр؀ী݅భۨನ౟ೞחਬ੷
    दр
    భۨ

    ನ౟

    പࣻ
    दр
    భۨ

    ನ౟

    പࣻ
    दр
    భۨ

    ನ౟

    പࣻ
    दр
    భۨ

    ನ౟

    പࣻ
    दр
    భۨ

    ನ౟

    പࣻ
    दр
    భۨ

    ನ౟

    പࣻ
    दр
    భۨ

    ನ౟

    പࣻ
    दр
    భۨ

    ನ౟

    പࣻ
    दр
    భۨ

    ನ౟

    പࣻ
    दр
    భۨ

    ನ౟

    പࣻ
    दр
    భۨ

    ನ౟

    പࣻ
    दр
    భۨ

    ನ౟

    പࣻ

    View Slide

  44. ࢿמಣо
    3FDBMM 1SFDJTJPO '
    ঌҊ્ܻ
    *23
    2Y*23

    ੉࢚ਸо૑חч
    *23ਸ੉ਊೠ੉࢚஖ఐ࢝ߑߨ
    ਬ੷Ѣܻӝ߈ঌҊ્ܻ

    View Slide

  45. *OUSP


    $BTF


    $BTF


    $PODMVTJPO

    View Slide

  46. ബҗ


































    ౵౭؍੹ݒ௼۽
    хࣗ

    View Slide

  47. ബҗ
    ೙٘ࠁझݒ௼۽
    хࣗ


































    View Slide

  48. $PODMVTJPO






    /PSNBM "COPSNBM ࠺૑ب೟ण࠙ܨ


    ,NFBOTҵ૘࠙ࢳ


    ਬࢎبӝ߈ਬ੷ҵѨ୹
    ࢎۈэ਷ݒ௼۽৬ݒ௼۽э਷ࢎۈਸҳ߹
    /PSNBM
    "COPSNBM

    View Slide

  49. E.O.D

    View Slide