ʰ෺ޠΛ੝Γ্͛ΔԻָͷࣗಈׂ౰ʱ NJE[ 

ࣗݾ঺հ • ໊લɿNJE[
• ීஈͷݚڀɿڭࢣͳ͠ཁ໿
• ࠓ೔࿩͢ࣄɿ
• ʰ෺ޠΛ੝Γ্͛ΔԻָͷࣗಈׂ౰ʱ
• झຯɿ
• ອըɺΞχϝɺөըɺখઆɺਆ࿩ɺԻָɺϊϕϧήʔϜɺւ֎ཱྀߦɺ֎ࠃ ਓΦλΫͱձ࿩ɻ
• ૑࡞ྺɿ
• ֆʢ̏೥͘Β͍ඳ͍ͯͳ͍ʣ
• খઆʢ̍೥൒͘Β͍ॻ͍ͯͳ͍ʣ
• LBLVZPNV
IUUQTLBLVZPNVKQXPSLT
• 5XJUUFS
!UIFUFOUIBSU 

૑࡞ʴػցֶशͰࠓ·ͰऔΓ૊Μͩࣄ • ϒϩάهࣄʹ·ͱΊͨ΋ͷ
• ໊લੜ੒
• ʢIUUQUIFUFOUIBSUNBJOKQ Qʣ
• ηϦϑੜ੒ɺޱௐม׵
• ʢIUUQTRJJUBDPNUIFUFOUIBSUJUFNTBGDFGCGBʣ
• ΩϟϥΫλʔͷϓϩϑΟʔϧੜ੒
• ʢIUUQTRJJUBDPNUIFUFOUIBSUJUFNTCCDCBCBʣ
• ηϦϑൃ࿩࣌ͷද৘ਪఆ
• ʢIUUQTRJJUBDPNUIFUFOUIBSUJUFNTCFBEDDEBFEʣ
• ෺ޠΛ੝Γ্͛ΔԻָͷࣗಈׂ౰ʢӳޠʣ
• IUUQTNFEJVNDPN!BQJDUVSFPGUIFGVUVSFBVUPNBUJDBMMZBTTJHOJOH NVTJDTVJUBCMFGPSBOPWFMFFCD
• 

෺ޠΛ੝Γ্͛ΔԻָͷࣗಈׂ౰ • ϞνϕʔγϣϯɿԻָΛฉ͖ͳ͕ΒখઆΛಡΉࣄ͸͋Γ·ͤΜ͔ʁ
• ˠࣗಈͰ৔໘ʹ߹ͬͨԻָΛྲྀͯ͠΄͍͠ɻ
• ղܾࡦɿήʔϜʢԻָͱςΩετ͕྆ํ͋ΔϝσΟΞʣͷεΫϦϓτσʔλΛڭࢣ ʹֶͯ͠श͢Δɻ
• ήʔϜͷεΫϦϓτྫ 

෺ޠΛ੝Γ্͛ΔԻָͷࣗಈׂ౰
3FMBUFE
8PSLT • Իָͷ&NPUJPOΛ౰ͯΔઌߦݚڀ͸͋Δɻ
• ෺ޠͱ݁ͼ͚ͭΑ͏ͱͨ͠΋ͷ͸ͳ͍ɻ
• Stacked Convolutional and Recurrent Neural Networks for Music Emotion Recognition. (Sound and Music Computing (SMC 2017)) • A Deep Bidirectional Long Short-term Memory Based Multi-scale Approach for music Dynamic Emotion Prediction. (ICASSP 16) • Advanced LSTM: A Study About Better Time Dependency Modeling in Emotion Recognition. (ICASSP 18) 

෺ޠΛ੝Γ্͛ΔԻָͷࣗಈׂ౰ • Ϟσϧɿ4JBNFTF
/FUXPSLΛ࢖͏ɻ
• 4JBNFTF
/FUXPSLͱ͸ʁ
• .FUBMFBSOJOHͷݹయతख๏ɻ
• ͭͷೖྗ͕͋Δؔ܎ੑʹ͋Δ͔ʢಉ͡ΧςΰϦʹଐ͢Δ͔ʣΛ஋൑ఆɻ
• 0OF;FSPTIPU
MFBSOJOH͕Մೳʹɻ
• 4JBNFTF
/FVSBM
/FUXPSLT
GPS
0OFTIPU
*NBHF
3FDPHOJUJPO
*$.-
 • 4JBNFTF
/FUXPSL • ௨ৗͷը૾෼ྨث 

෺ޠΛ੝Γ্͛ΔԻָͷࣗಈׂ౰ • Ϟσϧɿ4JBNFTF
/FUXPSLΛ࢖͏ɻ
• ςΩετͱԻָ͕࣮ࡍͷϖΞ͔Λ༧ଌɻ
• ग़ྗΛԻָʹ͸ͤͣೖྗʹ͢Δɻ
• ະ஌σʔλ΋༧ଌՄೳɻ
• ਖ਼ྫɿ࣮ࡍʹ࢖ΘΕ͍ͯΔԻָͱςΩετͷϖΞ
• ෛྫɿϥϯμϜʹαϯϓϧ͞ΕͨϖΞ
• ςΩετͷಛ௃ྔɿ
• #JEJSFDUJPOBM-45.Ͱநग़ɻ
• ̍̌จ୯ҐͰ۠੾ͬͯೖྗɻ.F$BCͰܗଶૉʹ෼ׂɻ
• Իָͷಛ௃ྔɿHJUIVCʹԻָΛײ৘͝ͱʹ෼ྨ͢Δίʔυ͕͋ͬͨͷͰ౿ऻɻ
• IUUQTHJUIVCDPNEBO[LB.VTJD&NPUJPO3FDPHOJUJPO
• ςϯϙ΍ΫϩϚͳͲͷฏۉ஋΍෼ࢄɻܭɿͷ౷ܭྔɻ
• ಛ௃ྔ͸ԻָϑΝΠϧඵ͔ؒΒܭࢉɻ
• %BUB"VHNFOUBUJPOɿ։࢝ҐஔΛ̎ඵͣͭͣΒ্ͯ͠هಛ௃ྔऔಘɻ 

෺ޠΛ੝Γ্͛ΔԻָͷࣗಈׂ౰ • σʔλɿ
• ϊϕϧήʔϜຊ෼ɻ
• ϖΞ਺ɿਖ਼ྫɺෛྫͦΕͧΕ໿ສɻ
• จ਺ɿສɻ
• Իָʢ#(.ʣͷछྨɿɻ
• ࣮ݧɿ
• ήʔϜຊ෼Λֶशσʔλʹ࢖༻ɻ
• ࢒ΓͭΛͰɺ։ൃͱςετʹ෼ׂɻ 

݁Ռ • '஋ฏۉ .BDSP 



• .BKPSJUZ
#BTFMJOFΛԼճΔɻ
• .BKPSJUZ
#BTFMJOF
શͯΛਖ਼ྫͱ༧ଌͨ࣌͠ͷ'஋ɻ
• • ςετର৅ͷήʔϜͷछྨʢ൪߸ʣ • '
TDPSF 

σϞ 

ࠓޙ • ਫ਼౓վળɿ.BKPSJUZ#BTFMJOFΛ্ճΔɻ
• Իָͷಛ௃ྔͷมߋɻ
• #BH0G"VEJP8PSETʢ.FMTQFDUSPHSBNΛLNFBOTͰΫϥελϦϯ άɻॴଐ͢ΔΫϥελͷ਺ΛԻָͷಛ௃ྔͱ͢Δʣɿ
• ਫ਼౓͕Լ͕ͬͨɻ
• ΫϥελϦϯά͢Δ࣌ͷԻָ਺͕଍Γͳ͍Մೳੑ͸͋Δɻ
• .FMTQFDUSPHSBNΛ$//Ͱॲཧɻ
• ωΨςΟϒαϯϓϦϯάํ๏ͷมߋɿ
• $PTڑ཭͕େ͖͍΋ͷΛෛྫʹબͿʁ
• Ϟσϧͷมߋɿ
• 3FMBUJPO
/FUXPSL
3/
4VOH
FU
BM


• 1SPUPUZQJDBM
/FUXPSLT
4OFMM
4XFSTLZ

;FNFM

• ֶձʹग़͍ͨ͠ɻ
• *+$"*ʁ
݄̍ɻझຯͳͷͰXPSLTIPQͰ΋ྑ͍ɻ