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

論文紹介 / It's About Time: A View of Crowdsourced Data Before and During the Pandemic (CHI 2021)

kuri8ive
October 19, 2021

論文紹介 / It's About Time: A View of Crowdsourced Data Before and During the Pandemic (CHI 2021)

筑波大学ヒューマンコンピュテーション研究室の読み会で発表した資料です.紹介論文はCHI 2021に採択された「It's About Time: A View of Crowdsourced Data Before and During the Pandemic」です.https://dl.acm.org/doi/10.1145/3411764.3445317

kuri8ive

October 19, 2021
Tweet

More Decks by kuri8ive

Other Decks in Research

Transcript

  1. ೥݄೔
    ஜ೾େֶώϡʔϚϯίϯϐϡςʔγϣϯݚڀࣨ ಡΈձ
    It's About Time: A View of
    Crowdsourced Data Before and
    During the Pandemic (CHI 2021)
    .܀ຊ ਅଠ࿠

    View full-size slide


  2. എܠ
    Ϋϥ΢υιʔγϯάʹ͓͚ΔόΠΞε΁ͷ஫໨ͷߴ·Γͱࣾձతେมಈ
    ໨త
    ύϯσϛοΫ΍ਓछࠩผͷࣾձతෆ҆ͷத࡞੒͞Εͨσʔλͷ৴པੑͷݕূ
    ݁Ռ
    ॏཁͰେن໛ͳΠϕϯτ΍ܦݧ͕͋Δظؒʹ͸
    σʔλͷෳ੡͕࣮ߦՄೳͰ͸ͳ͍͔΋͠Εͳ͍͜ͱΛࣔࠦ
    ֓ཁ

    View full-size slide


  3. ং࿦ʛΫϥ΢υιʔγϯάधཁ͕ߴ·͍ͬͯΔ

    Ϋϥ΢υιʔγϯά͸σʔληοτ࡞੒ʹෆՄܽʹͳ͖͍ͬͯͯΔ
    ಛʹɼ෺ମ΍৔໘ೝࣝͷσʔλͰ͸هड़తͳϥϕϧ෇͚͕ඞཁ
    ྫʣ*NBHF/FU <%FOH >
    Ͱ͸೥ؒʙສਓͷϫʔΧʔΛ׆༻

    View full-size slide


  4. ং࿦ʛσʔλʹ൓ө͞ΕΔόΠΞε͕஫໨͞Ε͖͍ͯͯΔ

    δΣϯμʔ΍ਓछͷεςϨΦλΠϓʹӨڹ͞Εͯ͠·͏
    ྫʣஉੑ্͕࢘ɼঁੑ͕෦Լͱ͢Δهड़͕ଟ͍ <7BO.JMUFOCVSH >
    ͭͷهड़ͷ͏͕ͪͭ
    εςϨΦλΠϓత

    View full-size slide


  5. ಈػʛͳͥը૾Ξϊςʔγϣϯʹ஫໨͔ͨ͠

    l ϫʔΧʔͷղऍͷ༨஍͕͋Δ
    l $7σʔληοτΛߏங͢ΔࡍͷҰൠతͳλεΫͰ͋Δ

    View full-size slide


  6. ಈػʛͳͥ೥ͱ೥Λൺֱ͔ͨ͠

    l $PWJEύϯσϛοΫ
    l ΞϝϦΧʹ͓͚ΔਓछࠩผΛΊ͙Δࣾձతෆ҆
    ͜ΕΒ͕࡞੒͞ΕΔσʔλʹӨڹΛ༩͑ΔͷͰ͸ͳ͍͔
    DG ޙɼʮඈߦػʯʹؔ͢Δೝ͕ࣝมԽ
    ֎ग़ېࢭ౳ͰϫʔΧʔͷڙڅ͕૿͑σʔληοτ͕਺ଟ͘࡞੒͞Ε͍ͯΔ͕
    ৴པͰ͖Δσʔλ͕ಘΒΕΔͩΖ͏͔ʁ

    View full-size slide


  7. ؔ࿈ݚڀʛͳͥ೥ͷσʔλͷ৴པੑʹٙ໰Λ࣋ͭͷ͔

    ετϨε΍ؾ෼ͱΫϥ΢υιʔγϯά
    l ޾ͤͳؾ෼Λ༠ൃ͢ΔԻָͰ૑଄తλεΫͷύϑΥʔϚϯε͕޲্ <.PSSJT >
    l ϫʔΧʔͷؾ෼Λߟྀͨ͠εέδϡʔϦϯάͰޮ཰޲্ <:V >
    τϥ΢ϚʹΑΔςΩετͷมԽ
    l લޙͰΦϯϥΠϯ೔هར༻ऀͷจষʹݱΕΔײ৘΍จମ͕มԽ <$PIO >
    l ͷςϩ߈ܸʹؔͯ͠εϖΠϯͰ΋ˢͱಉ༷ͷ܏޲ <'FSOBOEF[ >

    View full-size slide


  8. 32ʛຊݚڀͰ໌Β͔ʹ͢Δ͜ͱ

    ೥ͷϫʔΧʔ͸ɼ೥ͷϫʔΧʔͱൺ΂ͯ
    ਓ෺ͷΞΠσϯςΟςΟ΍݈߁ঢ়ଶʹݴٴ͍ͯ͠Δ͔ʁ
    ਪ࿦తͳλά ۩ମతͳλάΛಉ͡Α͏ͳස౓Ͱ࢖༻͍ͯ͠Δ͔ʁ

    View full-size slide


  9. ํ๏ʛσʔλऩू

    $'%<.B >
    Λ༻͍ͨΞϊςʔγϣϯλεΫ <#BSMBT >
    Λ࠶ݱ
    ˞ΞϝϦΧࡏॅऀʹݶఆ

    l ຕͷը૾͸ͦΕͧΕਓʹλά෇͚͞ΕΔ ਓຕ·Ͱ

    l ը૾ͷ಺༰Λݸͷλά ޠ
    Ͱදݱ
    l ೥Ͱ͸߹ܭݸɼ೥Ͱ͸߹ܭݸͷλά͕࢖༻

    View full-size slide


  10. ํ๏ʛςʔϚผλάΫϥελʔ

    ઌߦݚڀ <#BSMBT >
    ʹ͓͚Δ෼ྨ͔Β
    ʮ݈߁ʯʮΞΠσϯςΟςΟʯΛද͢λάΛ෼཭͠৽ͨͳΫϥελʔΛ࡞੒

    View full-size slide


  11. ํ๏ʛςʔϚผλάΫϥελʔ

    ਪ࿦త ۩ମతͷίʔυԽ

    View full-size slide


  12. ෼ੳʛςʔϚผ؍఺͔Β

    ߲໨
    ݈߁ ΞΠσϯςΟςΟؔ࿈λάͷग़ݱ਺͕ऩू೥ʹґଘ͢Δ͔Ͳ͏͔
    ํ๏
    ΧΠೋ৐ݕఆ
    ݁Ռ
    λάͷग़ݱ਺͕ऩू೥ʹґଘ͢Δ
    ೥Ͱ͸λάͷ෼෍͕ҟͳ͍ͬͯͨ

    View full-size slide


  13. ෼ੳʛ݈߁ؔ࿈λά

    ߲໨
    ݈߁ؔ࿈λάͷग़ݱׂ߹͕ऩू೥ʹґଘ͢Δ͔Ͳ͏͔
    ํ๏
    [ݕఆ
    ݁Ռ
    ʮଠΓա͗ʯ
    αϒΫϥελʔͰ
    ༗ҙʹ૿Ճ

    View full-size slide


  14. ෼ੳʛ32΁ͷճ౴ ݈߁ؔ࿈


    ೥ͷϫʔΧʔ͸ɼ೥ͷϫʔΧʔͱൺ΂ͯ
    ਓ෺ͷΞΠσϯςΟςΟ΍݈߁ঢ়ଶʹݴٴ͍ͯ͠Δ͔ʁ
    ˠߠఆత
    l ʮ݈߁શൠʯʮ঱ঢ়ʯʹ͕ࠩͳ͔ͬͨͷ͸΍΍ڻ͖
    l ύϯσϛοΫ΍ެऺӴੜͷ໰୊͕ϝσΟΞͰ޿ٞ͘࿦͞Ε͍ͯΔͨΊ
    ૿Ճ͢Δͱߟ͍͑ͯͨ
    l ݱࡏͷࣗ෼ʹ௚઀ӨڹΛ༩͍͑ͯΔ΋ͷʹݴٴ͢ΔՄೳੑ͕ߴ͍
    l ೥ʙ݄ʹ͔͚ͯʮϨγϐʯʮࣗ୐τϨʯͳͲͷݕࡧ͕ٸ૿

    View full-size slide


  15. ෼ੳʛΞΠσϯςΟςΟؔ࿈λά ֎ݟ


    l λάશମʹ઎ΊΔ֎ݟλάͷׂ߹͸ಉఔ౓
    l ೥ʹ͸ਓͷ৭Λද͢۩ମతͳλά͕૿Ճ
    l ೥ͷʮ੨ന͍ɾ໌Δ͍ʯ͔Βʮന͍ഽʯʹγϑτͨ͠΄͔ɼ
    ʮࠇ͍ ׊৭ͷഽʯ΋༗ҙʹ૿Ճ

    View full-size slide


  16. ෼ੳʛΞΠσϯςΟςΟؔ࿈λά ਓछ


    l λάશମʹ઎ΊΔਓछλάͷׂ߹͸ಉఔ౓
    l ʮࠇਓʯͰ͸༗ҙʹ૿Ճ ਓछϚʔΩϯά͕෦෼తʹදग़

    l ϙϦίϨ͕಄ʹ͸͋Δ͕ແҙࣝͰҧ͏ߦಈΛऔ͓ͬͯΓ
    ҉໧తͳܗͰਓछࠩผʹۤ͠ΜͰ͍Δਓ͕͍Δ͔΋
    l ໌֬ͳਓछࠩผతλά͸ݮগ͍ͯ͠Δ͕ʜ

    View full-size slide


  17. ෼ੳʛΞΠσϯςΟςΟؔ࿈λά ࠃ੶


    l λάશମʹ઎ΊΔࠃ੶λάͷׂ߹͕༗ҙʹ૿Ճ
    l ಛʹʮΞϝϦΧਓʯʮΞϝϦΧࠃຽʯ͕૿Ճ
    l #-.ɼେ౷ྖબɼ$PWJE ʹΑΔதࠃ΁ͷݏѱײ
    ͕Өڹ͍ͯ͠Δ͔΋

    View full-size slide


  18. ෼ੳʛ32΁ͷճ౴ ΞΠσϯςΟςΟؔ࿈


    ೥ͷϫʔΧʔ͸ɼ೥ͷϫʔΧʔͱൺ΂ͯ
    ਓ෺ͷΞΠσϯςΟςΟ΍݈߁ঢ়ଶʹݴٴ͍ͯ͠Δ͔ʁ
    ˠ֎ݟ໘Ͱ͸෦෼తʹ൱ఆత
    ˠਓछ໘Ͱ͸෦෼తʹ൱ఆత
    ˠࠃ੶໘Ͱ͸෦෼తʹߠఆత

    View full-size slide


  19. ෼ੳʛจମผ؍఺͔Β

    ߲໨
    ਪ࿦త ۩ମతλάͷग़ݱ਺͕ऩू೥ʹґଘ͢Δ͔Ͳ͏͔
    ํ๏
    ΧΠೋ৐ݕఆ
    ݁Ռ
    ऩू೥ʹґଘ͢Δ
    ೥Ͱ͸λάͷ෼෍͕ҟͳ͍ͬͯͨ

    View full-size slide


  20. ෼ੳʛΞΠσϯςΟςΟؔ࿈ͷਪ࿦త ۩ମతλά

    l ਪ࿦తλάͷׂ߹͕༗ҙʹ૿Ճ
    l ͨͩ͠༗ҙʹ૿Ճͨ͠ͷ͸ʮࠇਓʯͱʮΞδΞਓʯʹରͯ͠ͷΈ

    View full-size slide


  21. ෼ੳʛ݈߁ؔ࿈ͷਪ࿦త ۩ମతλά

    l ۩ମతλάͷׂ߹͕༗ҙʹ૿Ճ
    l ͨͩ͠༗ҙʹ૿Ճͨ͠ͷ͸ʮࠇਓʯʹରͯ͠ͷΈ

    View full-size slide


  22. ෼ੳʛ32΁ͷճ౴

    ೥ͷϫʔΧʔ͸ɼ೥ͷϫʔΧʔͱൺ΂ͯ
    ਪ࿦తͳλά ۩ମతͳλάΛಉ͡Α͏ͳස౓Ͱ࢖༻͍ͯ͠Δ͔ʁ
    ˠ൱ఆత
    l ೥ͷϫʔΧʔ͸
    ΑΓਓछ໰୊ʹର͢Δҙࣝ΍ײੑ͕ߴ·͍ͬͯͨՄೳੑΛࣔࠦ
    l ೥ʹ͸ಛʹࠇਓ΍ΞδΞਓʹରͯ͠ΑΓਪ࿦తͳλά͕࢖༻͞Εͨ

    View full-size slide


  23. ٞ࿦

    ຊݚڀͷൃݟ͸ࣾձతͳग़དྷࣄʹద߹͢ΔύϥϝʔλͷଘࡏΛࢧ࣋
    ˠऩू͞Εͨσʔλ͕ࣾձతͳग़དྷࣄͷӨڹΛड͚Δ͔Ͳ͏͔Λಛఆ͠
    ඞཁʹԠͯͦ͡ͷӨڹΛ཈੍·ͨ͸ଅਐ͢ΔͨΊͷાஔΛߨ͡Δ΂͖
    l ೥ͷσʔλͰֶशͤͨ͞λά෇͚ΞϧΰϦζϜ͸
    ΑΓମॏؔ࿈λάΛग़ྗ͢Δ͔΋

    View full-size slide


  24. ٞ࿦ʛ࣌ؒతมಈ΁ͷରॲΨΠυϥΠϯ
    ҙࣝ

    λεΫґཔऀ͸
    l λεΫͷੑ࣭Λ࠷ॳʹಛఆ͢΂͖
    l ը૾ͷ಺༰ʹର͢ΔҎԼͷ৘ใΛऩू͢Δ΂͖
    l ϫʔΧʔͷ஌ࣝ
    l ԿΒ͔ͷετϨεΛ༩͑Δ͔
    l ϙδςΟϒ ωΨςΟϰͳײ৘Λ༩͑Δ͔
    l ੈք΍ϫʔΧʔͷ͍Δ৔ॴͰى͖͍ͯΔେ͖ͳग़དྷࣄʹ͍ͭͯ
    Ͳͷఔ౓৘ใΛ೺Ѳ͍ͯ͠Δ͔

    View full-size slide


  25. ٞ࿦ʛ࣌ؒతมಈ΁ͷରॲΨΠυϥΠϯ
    ೝࣝ

    λεΫґཔऀ͸
    l աڈʹಉ༷ͷσʔληοτ͕࡞੒͞Ε͔ͨɼ
    কདྷಉ༷ͷσʔληοτΛ࡞੒͢Δҙਤ͕͋Δ͔ೝࣝ͢΂͖

    View full-size slide


  26. ٞ࿦ʛ࣌ؒతมಈ΁ͷରॲΨΠυϥΠϯ
    ؅ཧ

    λεΫґཔऀ͸
    l ࣌ؒతมಈͷӨڹ͕޷·͍͔͠Ͳ͏͔Ͱ
    λεΫલޙʹόΠΞεΛೝࣝͤ͞Δ࣭໰ΛೖΕΔ΂͖
    l ੜσʔλΛެ։͢΂͖
    l σʔλ͕࡞੒͞ΕͨλΠϛϯάͷओͳग़དྷࣄ౳Λهड़͢Δ
    υΩϡϝϯτΛ࡞੒͢΂͖

    View full-size slide


  27. ݁࿦

    ໨త
    ύϯσϛοΫ΍ਓछࠩผͷࣾձతෆ҆ͷத࡞੒͞Εͨσʔλͷ৴པੑͷݕূ
    ݁Ռ
    ॏཁͰେن໛ͳΠϕϯτ΍ܦݧ͕͋Δظؒʹ͸
    σʔλͷෳ੡͕࣮ߦՄೳͰ͸ͳ͍͔΋͠Εͳ͍͜ͱΛࣔࠦ
    'VUVSF8PSL
    l λάΛ༻͍ͨϫʔΧʔͷײ৘ͷঢ়ଶͷϚοϐϯά
    l ࣗݾਃࠂͷ࣭໰͕࣌ؒతมಈΛͲͷఔ౓ଊ͑ΒΕΔ͔ଌఆ
    l ࢿ֨ࢼݧ΍ࢹௌܹ֮ࢗͰϫʔΧʔΛ༧උతͳঢ়ଶʹ͔ͯ͠ΒͷλεΫ

    View full-size slide