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広告配信に機械学習を活かす / TD tech talk - 20160425
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KAWASAKI Yasukazu
April 25, 2016
Technology
3.3k
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広告配信に機械学習を活かす / TD tech talk - 20160425
最適な広告配信に向けて、機械学習を活用する、日々の苦しみを再現した
KAWASAKI Yasukazu
April 25, 2016
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Transcript
ػցֶशΛࠂ৴ʹ ׆͔͢ '!/$PNNVOJDBUJPOT ࡚ɹହҰ .PO 5SFBTVSF%BUB5FDI5BML
ΞδΣϯμ w ࣗݾհ w '!/ͷհ w OFOEͷհ w ػցֶशͷ׆༻ͷಓͷΓ
ࣗݾհ w ࡚ɹହҰʢ͔Θ͖͞ɹ͔ͣ͢ʣ w '!/ใՊֶٕज़ݚڀॴɹॴଐ w d͓ఱؾձࣾ w dΠϯϑϥΤϯδχΞ w
dݱ৬ όοΫάϥϯυఱؾ༧ใ
'!/$PNNVOJDBUJPOT w ΞϑϦΟΤΠταʔϏεϓϩόΠμʔʢ"OFUʣ w ΞυωοτϫʔΫʢOFOEʣ
దͳʰਓʱʹ దͳʰॴʱͰ దͳʰࠂʱΛ ग़͍ͨ͠ʂ
͑Δσʔλ w ΠϯϓϨογϣϯϩά w ΫϦοΫϩά w ίϯόʔδϣϯϩά w ༧ΊΘ͔͍ͬͯΔ͍͔ͭ͘ͷใ
͑Δσʔλ w جຊతʹʰͲͷࠂʱΛʰͲ͜ʱͰɺʰ͍ͭʱʰԿ ͷσόΠεʱͰΈ͔ͨ
͑Δσʔλ ୭ ͍ͭ αΠτ ࠂ σόΠε JNQSFTTJPO ̋ ̋ ̋
̋ ̋ DMJDL ̋ ̋ ̋ ̋ ̋ DPOWFSTJPO ̋ ̋ ̋ ̋ ̋
͑Δσʔλ w ʰ୭ʱˠͦͷਓΛͳΜͱ͔ϢχʔΫʹࣝผͰ͖Δͩ ͚ͷ*% w શମͰɺJNQSFTTJPOେɺDMJDLͦΕͳΓɺ DPOWFSTJPO΄΅ͳ͠ w ϩάʹ͍Ζ͍Ζॻ͔ΕͯΔ͚Ͳ·ͱΊΔͱҙ֎ͱ ใྔগͳ͍ʁ
ߟ͑ͨ͜ͱ w ͱΓ͋͑ͣஉঁਪఆ͘Β͍͓͖͍ͯͨ͠ w ଟ͗ͯ͢ΈΔͷΊΜͲ͍ w ࠂͷछྨͳΒखಈͰϥϕϦϯάͰ͖Δʁ w ͖ͬͱίϯόʔδϣϯ͍ͯ͠Δࠂͱੑผͷؒʹ ૬͕ؔ͋Δͣʂ
w ઍͷࠂΛͱΓ͋͑ͣखಈͰྨ͠·ͨ͠ʂʢ্ ͕࢘ɻɻɻɻɻʣ
ӈԟࠨԟͯ͠ΈΔ w άϧʔϓΛม͑ͯΈΔ w ख๏Λม͑ͯΈΔ w ᮢΛม͑ͯΈΔ
ӈԟࠨԟͯ͠ΈΔ ΞΫγϣϯήʔϜ ઓུήʔϜ ϞϯελʔήʔϜ ίεϝ ঁੑ͚ٻਓ உੑ ঁੑ
ӈԟࠨԟͯ͠ΈΔ ΞΫγϣϯήʔϜ ઓུήʔϜ ίεϝ ঁੑ͚ٻਓ ΩϡϨʔγϣϯΞϓϦ உੑ ঁੑ ϞϯελʔήʔϜ
ӈԟࠨԟͯ͠ΈΔ w άϧʔϓΛม͑ͯΈΔ w ख๏Λม͑ͯΈΔ w ᮢΛม͑ͯΈΔ
ӈԟࠨԟͯ͠ΈΔ w ͍Ζ͍Ζͳख๏Λࢼͯ͠ΈΔ w 1BTTJWF"HSFTTJWF 1" w "EBQUJWF3FHVMBSJ[BUJPOPG8FJHIU7FDUPST "308
w 4PGU$POpEFDF8FJHIUFE 4$8 ͍ Ζ Μ ͳ ઢ ܗ ྨ ث ʂ
ઢܗྨث
ӈԟࠨԟͯ͠ΈΔ Լઢ෦Λॻ͖͑Δ͜ͱͰख๏Λม͑Δ
IJWFNBMMศར w σʔλநग़)JWF2-΄΅42- w ख๏ͷΓସ͍͍͑ͩͨؔͷॻ͖͑ఔͷख ؒ
ӈԟࠨԟͯ͠ΈΔ w άϧʔϓΛม͑ͯΈΔ w ख๏Λม͑ͯΈΔ w ᮢΛม͑ͯΈΔ
ӈԟࠨԟͯ͠ΈΔ ਪఆ
ݶքΛײͨ͡ࠓ͜ͷ͝Ζ w ࢼߦࡨޡ͕ଟ͗ͯ͢ਏָ͍͍͠ɻ w Ͳ͏ʹ͜͏ʹ݁Ռ͕҆ఆ͠ͳ͍ɻ ʼ3BOEPN'PSFTU͕͋ΔΑʂʻ
ܾఆ ΓΜ͝ ͳ͠ ͍͔͢ όφφ
ܾఆ ͍ʁ ΓΜ͝ :FT /P ؙ͍ʁ ͳ͠ :FT /P ࣶʑʁ
:FT /P ͍͔͢ όφφ
3BOEPN'PSFTU ͍ʁ ΓΜ͝ :FT /P ؙ͍ʁ ͳ͠ :FT /P ࣶʑʁ
:FT /P ͍͔͢ όφφ ºɹͨ͘͞Μʂ ଟܾͰܾఆʂ
3BOEPN'PSFTU ݁Ռ͕҆ఆͨ͠ʂ
l࣌ྲྀΕͯ5%ྗ্͕ͨ͠ʂz JNQSFTTJPOϩάΛѻ͑ΔΑ͏ʹͳͬͨʂ
͑Δσʔλ ୭ ͍ͭ αΠτ ࠂ σόΠε JNQSFTTJPO ̋ ̋ ̋
̋ ̋ DMJDL ̋ ̋ ̋ ̋ ̋ DPOFSTJPO ̋ ̋ ̋ ̋ ̋
͏Ұߟ͑ͳ͓͢ w உঁਪఆͦΕͳΓʹຬ͕ͩɺਫ਼ɺӡ༻ίετʹ ຬ͕ߦ͔ͳ͍ w େମ্݄͕࢘ফඅ͞Ε͍ͯΔ͠ɺ͜Ε͔Β ফඅ͞ΕΔ w ਫ਼໘ͰɺӦۀ͞ΜʹඍົͳإΛ͞ΕΔ
͏Ұߟ͑ͳ͓͢ w ਫ਼໘ͱ͔͘ʢʁʣɺӡ༻ͷखؒݮΒ͍ͨ͠ʂ w Ͱ͖Εɺ5SFBTVSF%BUBͷεέδϡʔϧδϣϒͰ ࡁ·͍ͤͨʂ
͏Ұߟ͑ͳ͓͢ w จΛಡΈړͬͯΔͱɺͲ͏ɺϩδεςΟοΫճ ؼΛ͏͜ͱ͕ଟͦ͏ͳΠϝʔδΛ๊͘ w ·ͩɺϩδεςΟοΫճؼ͍ͬͯͳ͔ͬͨ
͏Ұߟ͑ͳ͓͢ w Ͳ͜ͰɺԿΛݟ͔ͨʢJNQSFTTJPOϩάʣʹɺਓ ͷझຯझΛڧ͘ө͍ͯ͠Δ
͏Ұߟ͑ͳ͓͢ உੑ༻ԽহαΠτ ݟ͍ͯΔ
͏Ұߟ͑ͳ͓͢ உੑ༻ԽহαΠτ ݟ͍ͯΔ உੑ༻Խহʹڵຯ͕͋Δ͔Εͳ͍
͏Ұߟ͑ͳ͓͢ உੑ༻ԽহαΠτ ΞΫγϣϯήʔϜͷࠂ DMJDL
͏Ұߟ͑ͳ͓͢ உੑ༻ԽহαΠτ ΞΫγϣϯήʔϜͷࠂ DMJDL ख͕ͬͨʂ ඞͣ͠ڵຯʹͭͳ͕Βͳ͍
͏Ұߟ͑ͳ͓͢ உੑ༻ԽহαΠτ ΞΫγϣϯήʔϜͷࠂ DPOWFSTJPO
͏Ұߟ͑ͳ͓͢ உੑ༻ԽহαΠτ ΞΫγϣϯήʔϜͷࠂ DPOWFSTJPO ΞΫγϣϯήʔϜʹڵຯ͕͋Δʂ Ͱɺઈର͕গͳ͍
͏Ұߟ͑ͳ͓͢ w Ͳ͜ͰɺԿΛݟ͔ͨʢJNQSFTTJPOϩάʣʹɺਓ ͷझຯझΛڧ͘ө͍ͯ͠Δ w ͔͠͠ɺͲ͜ͰԿΛݟ͍ͯΔ͔ΛਓྗͰ۠ผͤ͞Δ ͷͭΒ͗͢Δ w ͲͷαΠτΛݟ͔ͨΛಛྔͱͯ͠ػցֶशͤͯ͞ Έͨ
Ͱ͖ͨʂ
৽ख๏ͩͱʁ w ܭࢉ࣌ؒͷॖ w ࣄલͷϥϕϧͷഇࢭ w ਫ਼ͪΐͬ͜ͱ্ʂʂ
·ͱΊ w ݁ՌͰҰتҰ༕ָͯ͠͠Ή w ݁ߏຯͳ࡞ۀଟͯ͘ਏָ͍͍͠ɻ w ܕ͕ग़དྷ্͕ΔͱͦΕʹͯΊΔ͚ͩͰ݁ߏ͏ ·͍͘͘ w ཧΛਅ໘ʹ͍͔͚ΔͷͦΕͳΓʹਏ͍
None