ᖹᡂ 24 ᖺᗘ ⟃Ἴ኱Ꮫ ィ⟬⛉Ꮫ◊✲ࢭࣥࢱ࣮ ᖺḟሗ࿌᭩

VII. ィ⟬᝟ሗᏛ◊✲㒊㛛
VII-1. ࢹ࣮ࢱᇶ┙ศ㔝1.

࣓ࣥࣂ࣮ᩍᤵ໭ᕝ ༤அ෸ᩍᤵኳ➟ ಇஅㅮᖌᕝᓥ ⱥஅ2.

ᴫせ H ࢧ࢖࢚ࣥࢫ࡟࠾࠸࡚㸪኱つᶍࢹ࣮ࢱࡢ⟶⌮ࡸά⏝ࡣᴟࡵ࡚㔜せ࡞ㄢ㢟࡜࡞ࡗ࡚࠸ࡿ㸬ィ⟬᝟ሗᏛ◊✲㒊㛛ࢹ࣮ࢱᇶ┙ศ㔝ࡣ㸪ࢹ࣮ࢱᕤᏛ㛵㐃ศ㔝ࡢ◊✲㛤Ⓨࢆᢸᙜࡋ࡚࠸ࡿ㸬ලయⓗ࡟ࡣ㸪␗✀ࢹ࣮ࢱ࣮࣋ࢫࡸከᵝ࡞᝟ሗ※ࢆ⤫ྜⓗ࡟ᢅ࠺ࡓࡵࡢ᝟ሗ⤫ྜᇶ┙ᢏ⾡㸪ࢹ࣮ࢱ୰࡟ᇙࡶࢀࡓ▱㆑ࡸつ๎ࢆⓎぢࡍࡿࡓࡵࡢࢹ࣮ࢱ࣐࢖ࢽࣥࢢ࣭▱㆑Ⓨぢᢏ⾡㸪࢖ࣥࢱ࣮ࢿࢵࢺ⎔ቃ࡟࠾࠸࡚ᵝࠎ࡞ࢹ࣮ࢱࢆ⤫୍ⓗ࡟ᢅ࠺ࡓࡵࡢ ;0/ 㛵㐃ᢏ⾡ࡢ◊✲ࢆ⥅⥆ࡋ࡚⾜ࡗࡓ㸬ࡲࡓ㸪ࢭࣥࢱ࣮ෆࡢᆅ⌫⎔ቃ◊✲㒊㛛ࡸ⣲⢏Ꮚ≀⌮◊✲㒊㛛㸪⏘ᴗᢏ⾡⥲ྜ◊✲ᡤ㸪-$;$ ࡜㐃ᦠࡋ࡚㸪ィ⟬⛉Ꮫࡢྛศ㔝࡟࠾ࡅࡿᛂ⏝ⓗ࡞◊✲ࢆ᥎㐍ࡋࡓ㸬
3.

◊✲ᡂᯝ࠙㸯ࠚ᝟ሗ⤫ྜᇶ┙ᢏ⾡㸦୺࡞◊✲㈝㸸⛉◊㈝ᇶ┙◊✲㸦&㸧㸪ཷク◊✲㈝㸦.'', ◊✲ᡤ㸪୕⳻㟁ᶵ㸧㸧ศᩓࡋࡓ␗✀᝟ሗ※ࢆ⤫ྜⓗ࡟ᢅ࠺ࡓࡵࡢᇶ┙ᢏ⾡࣭ࢩࢫࢸ࣒࣭ᛂ⏝ࡢ◊✲㛤Ⓨࢆ⾜ࡗࡓ㸬≉࡟㸪ࢫࢺ࣮࣒ࣜฎ⌮ᇶ┙ࡢ㧗ಙ㢗໬ᢏ⾡㸪ࣉࣛ࢖ࣂࢩ࣮ࢆಖㆤࡋࡓࢫࢺ࣮࣒ࣜฎ⌮ᢏ⾡ࢆ୰ᚰ࡟◊✲㛤Ⓨࢆ⾜࡞࠺࡜࡜ࡶ࡟㸪ࢫࢺ࣮࣒ࣜฎ⌮ᇶ┙ࡢᛂ⏝࡜ࡋ࡚㸪ࢫࢺ࣮࣒ࣜฎ⌮ᇶ┙ࢆ฼⏝ࡋࡓࣃࢣࢵࢺࢫࢺ࣮࣒ࣜ࡟ᑐࡍࡿ␗ᖖ᳨▱ᡭἲࡢᐇ⌧࡟㛵ࡍࡿ◊✲㛤Ⓨࢆ⾜࡞ࡗࡓ㸬㸦㸯㸧㧗ಙ㢗໬ࢫࢺ࣮࣒ࣜฎ⌮㸦໭ᕝ㸪ᕝᓥ㸧㹙&33㹛Ⓨᒎⓗ࡞ࢹ࣮ࢱࢫࢺ࣮࣒ࣜฎ⌮࡛ࡣ㸪⥅⥆ⓗ࡟ᐇ⾜ࡉࢀࡿࢡ࢚ࣜ࠿ࡽࢹ࣮ࢱ࣮࣋ࢫࡸࢡࣛࢫศ㢮ჾࢆࡣࡌࡵ࡜ࡍࡿᵝࠎ࡞እ㒊ࣜࢯ࣮ࢫࡀཧ↷ࡉࢀࡿ㸬⥅⥆ⓗࢡ࢚ࣜࡣ㛗᫬㛫࡟ࢃࡓࡾᐇ⾜ࡉࢀࡿࡓࡵ㸪ࢡ࢚ࣜࡢᐇ⾜ᮇ㛫୰࡟ཧ↷ࡍࡿእ㒊ࣜࢯ࣮ࢫࡀ௚ࡢࢩࢫࢸ࣒࡟ࡼࡗ࡚᭦᪂ࡉࢀ㸪ࢡ࢚ࣜࡢฎ⌮⤖ᯝ࡟୙ᩚྜࡀ⏕ࡌ࠺ࡿ࡜࠸࠺ၥ㢟ࡀ࠶ࡗࡓ㸬ࡇࡢၥ㢟ࢆゎỴࡍࡿࡓࡵ㸪⥅⥆ⓗࢡ࢚ࣜෆ࡛ࡢࣜࢯ࣮ࢫཧ↷ࢆእ㒊ࣜࢯ࣮ࢫ࡟ᑐࡍࡿ㐃⥆ⓗ࡞ཧ↷ࢺࣛࣥࢨࢡࢩࣙࣥ࡜ࡋ࡚ᐇ⾜ࡍࡿࢺࣛࣥࢨࢡࢩࣙࢼࣝࢹ࣮ࢱࢫࢺ࣮࣒ࣜฎ⌮ࡀ㏆ᖺᥦ᱌ࡉࢀ࡚࠸ࡿ㸬ࢺࣛࣥࢨ165

ᖹᡂ 24 ᖺᗘ ⟃Ἴ኱Ꮫ ィ⟬⛉Ꮫ◊✲ࢭࣥࢱ࣮ ᖺḟሗ࿌᭩ࢡࢩࣙࢼࣝࢹ࣮ࢱࢫࢺ࣮࣒ࣜฎ⌮࡛ࡣฎ⌮⤖ᯝࡢ୙ᩚྜࢆ㜵ࡄࡓࡵ࡟࣮࢜࣌ࣞ
ࢱࡢ෌ᐇ⾜ฎ⌮ࡀ࠾ࡇ࡞ࢃࢀ㸪ᛶ⬟పୗࡢせᅉ࡜࡞ࡿ㸬ᮏ◊✲࡛ࡣ㸪࣮࢜࣌ࣞࢱࡢ෌ᐇ⾜ᅇᩘࡀ࣮࢜࣌ࣞࢱࡢᐇ⾜㡰ᗎ࡟౫Ꮡࡍࡿࡇ࡜ࢆ᫂ࡽ࠿࡟ࡋ㸪࣮࢜࣌ࣞࢱࢫࢣࢪ࣮ࣗࣜࣥࢢ࡬ไ⣙ࢆ௜୚ࡍࡿࡇ࡜࡛࣮࢜࣌ࣞࢱࡢ෌ᐇ⾜ᅇᩘࢆ๐ῶࡍࡿ᪉ᘧࢆᥦ᱌ࡋࡓ㸬ࡉࡽ࡟ᐇ㦂࡟ࡼࡾ㸪࣮࢜࣌ࣞࢱࢫࢣࢪ࣮ࣗࣜࣥࢢ࡟ᥦ᱌ࡍࡿไ⣙ࢆ௜୚ࡋࡓሙྜ㸪࣮࢜࣌ࣞࢱࡢ෌ᐇ⾜ᅇᩘࡀ๐ῶࡉࢀᛶ⬟ྥୖࡀࡳࡽࢀࡿࡇ࡜ࢆ♧ࡋࡓ㸬㸦㸰㸧ࣉࣛ࢖ࣂࢩ࣮ࢆಖㆤࡋࡓࢫࢺ࣮࣒ࣜฎ⌮㸦ᕝᓥ㸪໭ᕝ㸧㹙&3㹛㏆ᖺ㸪ቑ኱ࡋࡘࡘ࠶ࡿࢫࢺ࣮࣒ࣜࢹ࣮ࢱࢆฎ⌮ࡍࡿᇶ┙ࢩࢫࢸ࣒࡜ࡋ࡚㸪ࢫࢺ࣮࣒ࣜฎ⌮࢚ࣥࢪࣥ㸦63(㸧ࡀ㛤Ⓨࡉࢀ࡚࠸ࡿ㸬ᩘ༓㹼ᩘ୓ࡢࢫࢺ࣮࣒ࣜ᝟ሗ※࡟ᑐࡋ࡚ฎ⌮ࢆ⾜࠺ࡓࡵ࡟ࡣ㸪63(࡟ࡣ㠀ᖖ࡟㧗࠸₇⟬ฎ⌮⬟ຊࡀせồࡉࢀࡿ㸬ࡇࡢࡼ࠺࡞ฎ⌮ࡢᐇ⾜࡟ࡣࣃࣈࣜࢵࢡࢡࣛ࢘ࢻ࡞࡝ࡢศᩓ୪ิฎ⌮ᇶ┙ࢆ⏝࠸ࡿࡇ࡜ࡀ᭷ຠ࡛࠶ࡿ࡜⪃࠼ࡽࢀࡿ㸬ࡋ࠿ࡋ㸪ࣃࣈࣜࢵࢡࢡࣛ࢘ࢻࡣ୍⯡࡟⤌⧊ࡢࣇ࢓࢖࢔࢛࣮࢘ࣝࡢእഃ࡛➨୕⪅࡟ࡼࡾ⟶⌮ࡉࢀࡿࡓࡵ㸪ࣃࣈࣜࢵࢡࢡࣛ࢘ࢻୖࡢ᝟ሗ࡟ᑐࡋ࡚ᶵᐦᛶࢆಖᣢࡍࡿࡇ࡜ࡀ࡛ࡁ࡞࠸㸬ࡇࢀ࡟ᑐࡋᡃࠎࡣ㸪Ᏻ඲ᛶࢆ⪃៖ࡋࡓࢫࢺ࣮࣒ࣜࢹ࣮ࢱฎ⌮ࡢᐇ⌧ࢆ┠ⓗ࡜ࡋ࡚ᬯྕ໬ࢫࢺ࣮࣒ࣜࢹ࣮ࢱฎ⌮᪉ᘧࡢ◊✲ࢆ⾜ࡗ࡚࠸ࡿ㸬ᮏᖺᗘࡣ㸪ᬯྕ໬ࢫࢺ࣮࣒ࣜࢹ࣮ࢱฎ⌮࡟࠾࠸࡚ࢡ࢚ࣜᐇ⾜ࢆ೵Ṇᅗ 1: ᬯྕ໬ࢫࢺ࣮࣒ࣜฎ⌮ࢩࢫࢸ࣒ࡍࡿࡇ࡜࡞ࡃຠ⋡ⓗ࡟ᬯྕ໬㘽ࢆ᭦᪂ࡍࡿࡓࡵࡢᡭἲࢆᥦ᱌ࡋࡓ㸬㸦㸱㸧ࣃࢣࢵࢺࢫࢺ࣮࣒ࣜ࡟ᑐࡍࡿ␗ᖖ᳨▱ᡭἲࡢᐇ⌧㸦ᕝᓥ㸪໭ᕝ㸧㹙33㹛ࢫࢺ࣮࣒ࣜࢹ࣮ࢱࡢ୍✀࡛࠶ࡿࣃࢣࢵࢺࢫࢺ࣮࣒ࣜ࡟ᑐࡋ࡚」ᩘࡢ␗ᖖ᳨▱ᡭἲࢆ㐺⏝ࡍࡿሙྜࢆ⪃࠼ࡿ㸬ࡇࡢሙྜ㸪ྛ᳨▱ᡭἲࢆຠ⋡ⓗ࡟ࢧ࣏࣮ࢺࡍࡿᚲせࡀ࠶ࡾ㸪ࢫࢺ࣮࣒ࣜฎ⌮ࢩࢫࢸ࣒࡬ࡢ᳨▱ᡭἲࡢ⤌ࡳ㎸ࡳࡣ᭷ຊ࡞᪉ἲ࡛࠶ࡿ࡜⪃࠼ࡽࢀࡿ㸬ᮏ◊✲࡛ࡣ㸪ᡃࠎࡢ◊✲ᐊ࡛㛤Ⓨࡋ࡚࠸ࡿࢫࢺ࣮࣒ࣜฎ⌮ࢩ
166

ᖹᡂ 24 ᖺᗘ ⟃Ἴ኱Ꮫ ィ⟬⛉Ꮫ◊✲ࢭࣥࢱ࣮ ᖺḟሗ࿌᭩

ࢫࢸ࣒ 66 ࡟㸪␗ᖖ᳨▱ᡭἲ࡛࠶ࡿ &KDQJH3RLQW'HWHFWLRQ㸦&3'㸧ࢆᐇ⌧ࡍࡿᡭἲ࡟ࡘ࠸᳨࡚ウࡋࡓ㸬≉࡟㸪」ᩘࡢࣃ࣓࣮ࣛࢱタᐃࡢ␗࡞ࡿ &3' ࢆຠ⋡ⓗ࡟ᐇ⾜ࡍࡿࡓࡵ࡟㸪&3' ࡢ୍㒊ฎ⌮ࢆඹ᭷໬ࡍࡿᢏἲࢆᥦ᱌ࡋ㸪ࡑࡢ᭷ຠᛶࢆᐇ㦂࡟ࡼࡾ᳨ドࡋࡓ㸬࠙㸰ࠚࢹ࣮ࢱ࣐࢖ࢽࣥࢢ࣭▱㆑Ⓨぢᢏ⾡㸦୺࡞◊✲㈝㸸⛉◊㈝ᇶ┙◊✲㸦A㸧㸪ᇶ┙◊✲㸦C㸧㸪ⱝᡭ◊✲㸦B㸧㸪ཷク◊✲㈝㸦ᐩኈ㏻◊✲ᡤ㸧㸧㸦㸯㸧୙☜ᐇࢹ࣮ࢱ࡟ᑐࡍࡿእࢀ᳨್ฟ㸦໭ᕝ㸧㹙&33㹛ࢹ࣮ࢱࡸᛂ⏝ࡢከᵝ໬ࡸ㸪ྛ✀ࢭࣥࢧࢹࣂ࢖ࢫࡢⓎ㐩࡟క࠸㸪୙☜ᐇᛶࢆక࠺ࢹ࣮ࢱฎ⌮࡟ᑐࡍࡿせồࡀ㧗ࡲࡗ࡚࠸ࡿ㸬౛࠼ࡤ㸪GPS ࡟ࡼࡿ఩⨨᝟ሗ࡟ࡣ㸪ᮏ㉁ⓗ࡟ㄗᕪࡀྵࡲࢀ࡚࠾ࡾ㸪ࡑࡢㄗᕪࢆ⪃៖ࡋࡓฎ⌮ࡀồࡵࡽࢀࡿ㸬୍᪉㸪
㏻ᖖࡢࢹ࣮ࢱ࠿ࡽࡣⴭࡋࡃ␗࡞ࡿࢹ࣮ࢱ㸦እࢀ್㸧ࢆ᳨ฟࡍࡿእࢀ᳨್ฟࡀࡉࡲࡊࡲ࡞ᛂ⏝࡛฼⏝ࡉࢀ࡚࠸ࡿ㸬୙☜ᐇࢹ࣮ࢱ࡟ᑐࡋ࡚እࢀ᳨್ฟࢆ⾜࠺ሙྜ㸪ࢹ࣮ࢱࡢ୙☜ᐇᛶࢆ⪃៖ࡋࡓୖ᳨࡛ฟฎ⌮ࢆ⾜࠺ࡇ࡜ࡀᮃࡲࡋ࠸㸬ᮏ◊✲࡛ࡣ㸪࢞࢘ࢫศᕸ࡟ᚑ࠺୙☜ᐇᛶࢆᣢࡘࢹ࣮ࢱ࡟ᑐࡍࡿ㊥㞳࡟ᇶ࡙ࡃእࢀ᳨್ฟᡭἲࢆᥦ᱌ࡋࡓ㸬࢞࢘ࢫศᕸ࡟ᑐࡍࡿ㊥㞳ィ⟬࡟ࡣከ኱࡞ィ⟬ࢥࢫࢺࡀక࠺ࡓࡵ㸪ࢭ࣮ࣝ࣋ࢫࡢᯞสࡾᡭἲࢆᥦ᱌ࡋ㸪ࡑࡢ᭷ຠᛶࢆᐇ㦂࡟ࡼࡾ♧ࡋࡓ㸬㸦㸰㸧7ZLWWHU ࣜࢫࢺࢆ⏝࠸ࡓ࣮ࣘࢨࡢࢺࣆࢵࢡ᥎ᐃ㸦໭ᕝ㸪ኳ➟㸧㹙-㹛
Twitter ୖ࡛ࡣ࣮ࣘࢨࡀ᝟ሗ※࡜࡞ࡾ㸪⮬ࡽࡢ⯆࿡ࡸႴዲ࡟ᇶ࡙࠸࡚᝟ሗࢆⓎಙࡋ࡚࠸ࡿ㸬Twitter ࡢᬑཬ࡟క࠸㸪⭾኱࡞᝟ሗࡢ୰࠿ࡽ᭷⏝࡞᝟ሗࢆⓎぢࡋࡓ࠸࡜࠸࠺せồࡀ㧗ࡲࡾࡘࡘ࠶ࡿ㸬᭷⏝࡞᝟ሗࢆⓎぢࡍࡿ࡟ࡣ㸪ྛ࣮ࣘࢨࡀ࡝ࡢࡼ࠺࡞ࢺࣆࢵࢡ࡟㛵ࡍࡿ᝟ሗࢆⓎಙࡍࡿഴྥ࡟࠶ࡿ࠿ࢆ▱ࡿࡇ࡜ࡀ㔜せ࡛࠶ࡿ࡜⪃࠼ࡽࢀࡿ㸬ࡑࡇ࡛ᮏ◊✲࡛ࡣ㸪Twitter ࡢᶵ⬟࡛࠶ࡿࣜࢫࢺࢆ⏝࠸࡚࣮ࣘࢨ࡟ࢱࢢࢆ௜ࡅࡿࡇ࡜࡟ࡼࡗ࡚㸪ࡑࡢ࣮ࣘࢨࡀⓎಙࡍࡿ᝟ሗࡢࢺࣆࢵࢡࢆ᥎ᐃࡍࡿᡭἲࢆᥦ᱌ࡋࡓ㸬ࣜࢫࢺ࡜ࡣㄡ࡛ࡶ⮬⏤࡟సᡂࡋ㸪ඹ᭷࡛ࡁࡿ࣮ࣘࢨࡢࣜࢫࢺ࡛࠶ࡿ㸬ࣜࢫࢺ࡟ྵࡲࢀࡿ࣮ࣘࢨ⩌ࡣ஫࠸࡟㛵㐃ࢆᣢࡕ㸪ࣜࢫࢺࡢྡ๓ࡀࡑࡢ㛵㐃ࢆ⾲ࡍࡓࡵ㸪ࡑࢀࢆ⏝࠸࡚࣮ࣘࢨࡢࢱࢢ௜ࡅࢆ⾜࠺ᡭἲࢆᥦ᱌ࡋ㸪ࡑࡢ᭷ຠᛶࢆᐇ㦂࡟ࡼࡗ࡚ホ౯ࡋࡓ㸬㸦㸱㸧*38 ࢆ⏝࠸ࡓ୙☜ᐇࢺࣛࣥࢨࢡࢩࣙࣥࢹ࣮ࢱ࡟ᑐࡍࡿ☜⋡ⓗ㢖ฟ࢔࢖ࢸ࣒㞟ྜ࣐࢖ࢽࣥࢢ㸦ኳ➟㸪໭ᕝ㸧㹙&3㹛167ᖹᡂ 24 ᖺᗘ ⟃Ἴ኱Ꮫ ィ⟬⛉Ꮫ◊✲ࢭࣥࢱ࣮ ᖺḟሗ࿌᭩୙☜ᐇᛶࢆྵࡴ኱㔞ࡢࢹ࣮ࢱࡢฎ⌮ࡢࡓࡵ࡟㸪୙☜ᐇࢹ࣮ࢱ࣮࣋ࢫࡢ◊✲ࡀᗈࡃ⾜࡞ࢃࢀ࡚࠸ࡿ㸬୙☜ᐇࢹ࣮ࢱ࣮࣋ࢫ࡟ᑐࡋ࡚㸪㢖ฟ࢔࢖ࢸ࣒㞟ྜ࣐࢖ࢽࣥࢢࢆ⾜࡞࠺ᡭἲࡀ࠸ࡃࡘ࠿ᥦ᱌ࡉࢀ࡚࠸ࡿࡀ㸪ฎ⌮㏿ᗘࡀ㐜࠸࡜࠸࠺ၥ㢟ࡀ࠶ࡿ㸬୍᪉㸪GPU (Graphics Processing Unit) ࢆ⏝࠸ࡓ GPGPU (GeneralPurpose computation on GPU)࡜࠸࠺ᡭἲࡀ㸪㧗ᛶ⬟ィ⟬ࡢศ㔝࡛ὀ┠ࡉࢀ࡚࠸ࡿ㸬GPGPU ࡣ㸪ඖࠎࡣࢢࣛࣇ࢕ࢵࢡฎ⌮ࡢࡓࡵࡢ₇⟬⿦⨨࡛࠶ࡿ GPU ࢆ㸪ࡑࡢ㧗࠸୪ิᗘࢆ࠸࠿ࡋ࡚ỗ⏝ⓗ࡞ィ⟬࡟฼⏝ࡍࡿࡶࡢ࡛࠶ࡿ㸬ᮏ◊✲࡛ࡣ㸪GPGPU ࢆ⏝࠸ࡓ୙☜ᐇࢹ࣮ࢱ࣮࣋ࢫ࡟ᑐࡍࡿ㢖ฟ࢔࢖ࢸ࣒㞟ྜ࣐࢖ࢽࣥࢢࡢ㧗㏿໬ࡢࡓࡵࡢᡭἲࢆᥦ᱌ࡋࡓ㸬ලయⓗ࡟ࡣ㸪GPU ୖ࡛୙☜ᐇࢺࣛࣥࢨࢡࢩࣙ
ࣥࢹ࣮ࢱࢆ⾲⌧ࡍࡿࢹ࣮ࢱᵓ㐀ࢆ᳨ウࡍࡿ࡜࡜ࡶ࡟㸪GPU ࡢ࣓ࣔࣜ㝵ᒙࢆព㆑ࡋࡓ࢔ࣝࢦࣜࢬ࣒ࢆ㛤Ⓨࡋࡓ㸬ᐇ㦂࡟ࡼࡿホ౯࡟ࡼࡗ࡚㸪ᥦ᱌ᡭἲࡢ᭷ຠᛶࢆホ౯ࡋࡓ㸬࠙㸱ࠚ;0/࣭:HE ࣉࣟࢢ࣑ࣛࣥࢢ㸦୺࡞◊✲㈝㸸⛉◊㈝ᇶ┙◊✲㸦A㸧㸪⛉◊㈝ⱝᡭ◊✲㸦B㸧㸧
࣓ࢱࢹ࣮ࢱグ㏙ࡢᯟ⤌ࡳ࡛࠶ࡿ RDF㸦Resource Description Framework㸧ࡢฎ⌮ຠ⋡࠿㛵ࡍࡿ◊✲㸪RDF ࡟ᇶ࡙ࡃබ㛤ࢹ࣮ࢱࡢᯟ⤌ࡳ࡛࠶ࡿ LOD㸦Linked Open Data㸧࡟ᑐࡍࡿ࢜ࣥࣛ࢖ࣥศᯒฎ⌮➼࡟㛵ࡍࡿ◊✲ࢆ⾜ࡗࡓ㸬௨ୗ࡛ࡣ㸪୺࡞ࡶࡢ࡟ࡘ࠸࡚㏙࡭ࡿ㸬㸦㸯㸧5') ࢹ࣮ࢱฎ⌮ࡢຠ⋡໬㸦ኳ➟㸪໭ᕝ㸧㹙-㹛RDF ࢹ࣮ࢱ࣮࣋ࢫ࡛ࡣ㸪RDF ࢫ࣮࣐࢟࡟ࡼࡗ࡚グ㏙ࡉࢀࡓࢫ࣮࣐࢟᝟ሗ࡟ᇶ࡙
࠸࡚᥎ㄽつ๎ࢆ㐺⏝ࡍࡿฎ⌮ࡀᚲせ࡛࠶ࡿࡀ㸪኱つᶍ࡞ RDF ࢹ࣮ࢱࢆᢅ࠺ሙྜ㸪᥎ㄽฎ⌮࡟ከ኱࡞ฎ⌮ࢥࢫࢺࡀᚲせ࡜࡞ࡿ㸬ࡇࡢࡓࡵ㸪஦๓࡟᥎ㄽつ๎ࢆ㐺⏝ࡋࡓ⤖ᯝࢆ࢟ࣕࢵࢩࣗࡋ࡚࠾ࡃᡭἲࡀ⏝࠸ࡽࢀࡿࡀ㸪ࡇࡢሙྜ㸪᥎ㄽࡢ⤖ᯝᚓࡽࢀࡿࢹ࣮ࢱࡀ⭾኱࡜࡞ࡾ㸪✵㛫ࢥࢫࢺࢆᅽ㏕ࡍࡿࡇ࡜ࡀከ࠸㸬ࡇࡢၥ㢟࡟ᑐᛂࡍࡿࡓࡵ㸪ᮏ◊✲࡛ࡣ RDF Packages ࡜࿧ࡤࢀࡿ㸪RDF ࢹ࣮ࢱࡢࡼࡾࢥࣥࣃࢡࢺ࡞⾲⌧᪉ἲࢆᥦ᱌ࡋࡓ㸬ࡇࢀࡣ㸪ྠࡌᛶ㉁ࢆᣢࡘࢹ࣮ࢱࢆࣃࢵࢣ࣮ࢪ࡜ࡋ࡚ࡲ࡜ࡵ࡚⾲⌧ࡍࡿࡇ࡜࡛㸪ඖࡢࢹ࣮ࢱ࡜➼౯࡛࠿ࡘ✵㛫ࢥࢫࢺࡢప࠸ RDF ࢹ࣮ࢱࡢ⾲⌧ࡀྍ⬟࡜࡞ࡿ㸬ᐇࢹ࣮ࢱ࠾ࡼࡧேᕤࢹ࣮ࢱ࡟ࡼࡾᥦ᱌ᡭἲࡢ᭷ຠᛶࢆホ౯ࡋࡓ㸬㸦㸰㸧/2' ࢹ࣮ࢱ࡟ᑐࡍࡿ࢜ࣥࣛ࢖ࣥศᯒฎ⌮ࡢࡓࡵࡢ (7/ ࣇ࣮࣒࣮ࣞ࣡ࢡ㸦ኳ➟㸪໭ᕝ㸧㹙3㹛
Linked Open Data㸦LOD㸧࡜ࡣ㸪┦஫࡟㛵㐃௜ࡅࡽࢀࡓࢹ࣮ࢱࢆබ㛤ࡍࡿࡓࡵࡢᯟ⤌ࡳ࡛࠶ࡾ㸪㏆ᖺᨻᗓ⤫ィࡸ⛉Ꮫࢹ࣮ࢱ࡞࡝ࢆࡣࡌࡵ㸪ከࡃࡢࢹ࣮ࢱࡀබ
168

ᖹᡂ 24 ᖺᗘ ⟃Ἴ኱Ꮫ ィ⟬⛉Ꮫ◊✲ࢭࣥࢱ࣮ ᖺḟሗ࿌᭩㛤ࡉࢀ࡚࠸ࡿ㸬LOD ࢹ࣮ࢱ࡟ࡣ㸪ᩘ್࠾ࡼࡧࢸ࢟ࢫࢺࡀྵࡲࢀ࡚࠸ࡿࢹ࣮ࢱࡶከࡃᏑᅾࡋ㸪ࡇࢀࡽࡢࢹ࣮ࢱ࡟ᑐࡍࡿ᪤Ꮡࡢ OLAP ࢩࢫࢸ࣒ࢆ⏝࠸ࡓศᯒฎ⌮ࡀᙉࡃồࡵࡽࢀ࡚࠸ࡿ㸬ࡇࡢࡓࡵᮏ◊✲࡛ࡣ㸪LOD ࢆ OLAP ศᯒࡢࡓࡵࡢከḟඖࣔࢹࣝ࡟ኚ᥮ࡍࡿ ETL ࣇ࣮࣒࣮ࣞ࣡ࢡࢆᥦ᱌ࡋࡓ㸬ᡃࠎࡀᥦ᱌ࡍࡿࣇ࣮࣒࣮ࣞ࣡ࢡࡣ௚ࡢ㛵㐃ࡍࡿᡭἲ࡜␗࡞ࡾ㸪ฎ⌮ᑐ㇟ࡢ LOD ࢹ࣮ࢱࡀ≉ᐃࡢ RDF ㄒᙡ࡟ࡼࡗ࡚グ㏙ࡉࢀ࡚࠸ࡿࡇ࡜ࢆ๓ᥦ࡜ࡏࡎ㸪௵ពࡢࢹ࣮ࢱࢆฎ⌮ࡍࡿࡇ࡜ࡀ≉ᚩ࡛࠶ࡿ㸬ศᯒᑐ㇟࡜ࡍࡿࢹ࣮ࢱࢭࢵࢺෆࡢࣜࢯ࣮ࢫ㛫ࡢ㛵ಀ㸪ෆᏑࡍࡿ㝵ᒙᵓ㐀㸪࠾ࡼࡧእ㒊ࡢࣜࢯ࣮ࢫࢆ⏝࠸࡚ከḟඖࣔࢹࣝ࡜ࡑࡢᴫᛕ㝵ᒙࢆᑟฟࡍࡿ㸬ᐇࢹ࣮ࢱࢆ౑ࡗࡓࢣ࣮ࢫࢫࢱࢹ࢕࡟ࡼࡾ㸪ᥦ᱌ᡭἲࡢ᭷ຠᛶࢆ♧ࡋࡓ㸬࠙㸲ࠚ⛉Ꮫศ㔝࡟࠾ࡅࡿࢹ࣮ࢱ࣮࣋ࢫᛂ⏝㸦୺࡞◊✲㈝㸸⛉◊㈝ᇶ┙◊✲㸦A㸧㸪⛉◊㈝ⱝᡭ◊✲㸦B㸧㸧㸦㸯㸧 *39-0$ ࢔࣮࢝࢖ࣈ㸦ኳ➟㸪໭ᕝ㸧ᆅ⌫⎔ቃ◊✲㒊㛛࡜ඹྠ࡛㸪Ẽ㇟ᗇẼ㇟ணሗࢹ࣮ࢱ࣮࣋ࢫࠕGPV/JMA ࢔࣮࢝࢖ࣈࠖ(http://gpvjma.ccs.hpcc.jp)ࡢ㛤Ⓨ㸪࠾ࡼࡧ⟶⌮㸪㐠⏝ࢆ⾜ࡗ࡚࠸ࡿ㸬GPV/JMA ࢔࣮࢝࢖ࣈࡣ㸪Ẽ㇟ᗇࡀබ㛤ࡋ࡚࠸ࡿẼ㇟ணሗࢢࣜࢵࢻࢹ࣮ࢱ㸦GPV ࢹ࣮ࢱ㸧ࢆ⵳✚ࡍࡿ࡜࡜ࡶ࡟㸪እ㒊Ⓩ㘓࣮ࣘࢨ࡬ࡢࢹ࣮ࢱࢆᥦ౪ࡍࡿࡇ࡜ࢆ
┠ⓗ࡜ࡋ࡚࠸ࡿ㸬GPV/JMA ࢔࣮࢝࢖ࣈ࡛ᥦᅗ 2㸸GPV/JMA ࢔࣮࢝࢖ࣈ౪ࡋ࡚࠸ࡿࢹ࣮ࢱࡣ㸪඲⌫ࣔࢹࣝ㸪࣓ࢯࢫࢣ࣮ࣝࣔࢹࣝ㸪࣮ࣜࢪࣙࢼࣝࢫࢣ࣮ࣝࣔࢹࣝ㸪㐌㛫࢔ࣥࢧࣥࣈࣝ㸪᭶㛫࢔ࣥࢧࣥࣈࣝ㸪Ꮨ㛫࢔ࣥࢧࣥࣈࣝࡢ 6 ✀㢮࡛࠶ࡿ㸬㸦㸰㸧኱つᶍ⾨ᫍࢭࣥࢧࢹ࣮ࢱ࠿ࡽࡢ࢖࣋ࣥࢺ᳨ฟ㸦ᕝᓥ㸪໭ᕝ㸧㹙3㹛㏆ᖺ㸪ேᕤ⾨ᫍ࡞࡝࠿ࡽᆅ⌫⾲㠃௜㏆ࢆほ࡚࠸ࡿ㸬ࡇࡢᢏ⾡࡟ࡼࡾ㸪ᗈ⠊ᅖࡢほࡀ࡛ࡁࡿࡼ࠺࡟࡞ࡗࡓ㸬ほࡍࡿ࣮ࣜࣔࢺࢭࣥࢩࣥࢢᢏ⾡ࡀὀ┠ࡉࢀ࡟ຍ࠼㸪ேࡀ⾜ࡁ࡟ࡃ࠸༴㝤࡞ሙᡤࡢほ࡞࡝ࢹ࣮ࢱࢆά⏝ࡍࡿࡓࡵ㸪ᵝࠎ࡞◊✲ࣉࣟࢪ࢙ࢡࢺࡀ⾜ࢃࢀ࡚࠸ࡿ㸬ࡑࡢ୍ࡘ࡟⏘ᴗᢏ⾡⥲ྜ◊✲ᡤࡀ㐠⏝ࡍࡿ GEO Grid ࡀ࠶ࡿ㸬ࡇࡢࣉࣟࢪ࢙ࢡࢺ࡛ࡣࢢࣜࢵࢻᢏ⾡ࢆ⏝࠸࡚㸪ᆅ⌫ほ⾨ᫍࢹ࣮ࢱࡢ኱つᶍ࢔࣮࢝࢖ࣈ࣭㧗ᗘฎ⌮ࢩࢫࢸ࣒ࡢ㛤Ⓨࢆ⾜ࡗ࡚࠸ࡿ㸬GEO Grid ࡛ᢅ࠺ࢹ࣮ࢱ࡟ࡣ㸪TIR㸦Thermal InfraredRadiometer㸧࡜࿧ࡤࢀࡿ⇕ᨺᑕ㍤ᗘ࡟㛵ࡍࡿࢹ࣮ࢱࡀ࠶ࡿ㸬TIR ࢆ⏝࠸ࢀࡤ㸪࣍ࢵࢺࢫ࣏ࢵࢺ㸪ࡍ࡞ࢃࡕⅆᒣᄇⅆ㸪ᒣ↝ࡁ➼㸪⇕ࢆᨺฟࡍࡿሙᡤࢆ᳨ฟ࡛ࡁࡿྍ⬟ᛶࡀ࠶ࡿ㸬ᮏ◊✲࡛ࡣ㸪㢖ᗘࢆ⏝࠸࡚ TIR ࢹ࣮ࢱ࠿ࡽ࣍ࢵࢺࢫ࣏ࢵࢺࢆ᳨ฟࡍࡿᢏἲࢆᥦ᱌ࡋ㸪ྠᢏἲࡢᚑ᮶ᢏἲ࡟ᑐࡍࡿඃ఩ᛶࢆ♧ࡍ࡜࡜ࡶ࡟㸪᳨ฟ⤖ᯝ౛ࢆ♧ࡋࡓ㸬㸦㸱㸧᱁Ꮚ 4&' ࢹ࣮ࢱࢢࣜࢵࢻ -/'*,/'*㸦ኳ➟㸪໭ᕝ㸧
169

ᖹᡂ 24 ᖺᗘ ⟃Ἴ኱Ꮫ ィ⟬⛉Ꮫ◊✲ࢭࣥࢱ࣮ ᖺḟሗ࿌᭩

Japan Lattice Data Grid (JLDG), International Lattice Data Grid (ILDG)ࡣ㸪᱁ᏊQCD 㓄఩ࢹ࣮ࢱࢆඹ᭷ࡍࡿࡓࡵࡢࢹ࣮ࢱࢢࣜࢵࢻ࡛࠶ࡿ㸬⣲⢏Ꮚ≀⌮◊✲㒊㛛࡜㐃ゎࡋ㸪JLDG/ILDG ࡢ㐠Ⴀ࡟⥅⥆ཧ⏬ࡋ࡚࠸ࡿ㸬㸦㸲㸧; ⥺ኳయほࢹ࣮ࢱ࡟࠾ࡅࡿ࢔࢘ࢺࣂ࣮ࢫࢺࡢ㢮ఝ᳨⣴㸦ኳ➟㸪໭ᕝ㸧 ࣈࣛࢵࢡ࣮࣍ࣝ㸪୰ᛶᏊᫍ࡞࡝ࡣ X ⥺ࢆⓎࡍࡿኳయ࡜ࡋ࡚▱ࡽࢀ࡚࠾ࡾ㸪ࡑࢀࡽࡢኳయ࡟ࡣ㸪▷ᮇ㛫࡟኱㔞ࡢ X ⥺ࢆᨺฟࡍࡿࠕ࢔࢘ࢺࣂ࣮ࢫࢺࠖ࡜࠸࠺⌧㇟ࡀᏑᅾࡍࡿࡇ࡜ࡀ▱ࡽࢀ࡚࠸ࡿ㸬ࡲࡓ㸪JAXA Ᏹᐂ◊ᾏ⪁ἑᩍᤵࡽࡢࢢ࣮ࣝࣉ࡟ࡼࡾ㸪␗࡞ࡿ X⥺ኳయࡢ㛫࡛㸪࢔࢘ࢺࣂ࣮ࢫࢺࡢ X ⥺ᙉᗘኚ໬࡟㢮ఝᛶࡀぢࡽࢀࡿࡇ࡜ࡀ㏆ᖺ᫂ࡽ࠿࡟ࡉࢀࡓ㸬ࡇࢀࡣ㸪⫼ᚋ࡟࠶ࡿ≀⌮㐣⛬ࡢ㢮ఝᛶࢆ♧ࡍྍ⬟ᛶࡀ࠶ࡾ⯆࿡῝࠸㸬ࡇࡢࡓࡵ㸪ᾏ⪁ἑᩍᤵࡽࡢࢢ࣮ࣝࣉ࡜ඹྠ࡛㸪X ⥺ኳయࡢほࢹ࣮ࢱࢆᑐ㇟࡟㸪㢮ఝࡋࡓ࢔࢘ࢺࣂ࣮ࢫࢺࣃࢱ࣮ࣥࢆ᳨⣴ࡍࡿᡭἲࢆ◊✲㛤Ⓨࡋ࡚࠸ࡿ㸬 ཷ㈹ࠊእ㒊㈨㔠ࠊ▱ⓗ㈈⏘ᶒ➼ཷ㈹
A1. Ꮫ⏕ࣉࣞࢮࣥࢸ࣮ࢩࣙࣥ㈹㸪ᒣཱྀ ♸ே, ఀᕝ ὒᖹ, ኳ➟ ಇஅ, ໭ᕝ ༤அ, "ࢯ࣮ࢩࣕࣝࢫࢺ࣮࣒ࣜ࠿ࡽࡢ࢖࣋ࣥࢺ᳨ฟ࡜࣮ࣘࢨ఩⨨᥎ᐃࡢ⤫ྜ", ➨ 5 ᅇࢹ࣮ࢱᕤᏛ࡜᝟ሗ࣐ࢿࢪ࣓ࣥࢺ࡟㛵ࡍࡿࣇ࢛࣮࣒ࣛ (DEIM 2013), A5-2, 2013 ᖺ 3 ᭶ 3 ᪥㹼3 ᭶ 5 ᪥.
A2. Ꮫ⏕ࣉࣞࢮࣥࢸ࣮ࢩࣙࣥ㈹㸪ᑠᒣ⏣ ᫀྐ, ᕝᓥ ⱥஅ, ໭ᕝ ༤அ, "࣮࢜࣌ࣞࢱࢫࢣࢪ࣮ࣗࣜࣥࢢ࡬ࡢไ⣙௜୚࡟ࡼࡿࢺࣛࣥࢨࢡࢩࣙࢼࣝࢹ࣮ࢱࢫࢺ࣮࣒ࣜฎ
⌮ࡢຠ⋡໬", ➨ 5 ᅇࢹ࣮ࢱᕤᏛ࡜᝟ሗ࣐ࢿࢪ࣓ࣥࢺ࡟㛵ࡍࡿࣇ࢛࣮࣒ࣛ
((DEIM 2013), E1-4,2013 ᖺ 3 ᭶ 3 ᪥㹼3 ᭶ 5 ᪥.
A3. Ꮫ⏕ࣉࣞࢮࣥࢸ࣮ࢩࣙࣥ㈹㸪Chongjie LI, Toshiyuki AMAGASA, Hiroyuki
KITAGAWA, Gautam SRIVASTAVA, "An Improved Label-bag based Graph
Anonymization based on Utility", ➨ 5 ᅇࢹ࣮ࢱᕤᏛ࡜᝟ሗ࣐ࢿࢪ࣓ࣥࢺ࡟㛵ࡍࡿࣇ࢛࣮࣒ࣛ (DEIM 2013), E4-3, 2013 ᖺ 3 ᭶ 3 ᪥㹼3 ᭶ 5 ᪥.
A4. Ꮫ⏕ࣉࣞࢮࣥࢸ࣮ࢩࣙࣥ㈹㸪ᆏ಴ ᝆኴ, ᒣཱྀ ♸ே, ኳ➟ ಇஅ, ໭ᕝ ༤அ, "ᒁᡤィ⟬࡟ᇶ࡙ࡃ ObjectRank ᥎ᐃ", ➨ 5 ᅇࢹ࣮ࢱᕤᏛ࡜᝟ሗ࣐ࢿࢪ࣓ࣥࢺ࡟㛵ࡍࡿࣇ࢛࣮࣒ࣛ (DEIM 2013), E9-4, 2013 ᖺ 3 ᭶ 3 ᪥㹼3 ᭶ 5 ᪥.
A5. Ꮫ⏕ዡບ㈹, ࢺࣛࣥ ࣦ࢓ࣥ ࢹ࢕࢚ࣥ, ኳ➟ ಇஅ, ໭ᕝ ༤அ, "ኳయ≀⌮Ꮫᩥ⊩ࢹ࣮ࢱ࣮࣋ࢫ ADS ࠿ࡽࡢ᝟ሗᢳฟ", ᝟ሗฎ⌮Ꮫ఍➨ 75 ᅇ඲ᅜ኱఍ (IPSJ඲ᅜ኱఍ 2013), 4P-3, 2013 ᖺ 3 ᭶ 6 ᪥㹼3 ᭶ 8 ᪥.
4.

እ㒊㈨㔠

◊✲✀┠㸸⏘⥲◊ᇶ┙◊✲㸦A㸧 2013 ᖺ 5 ᭶㹼2014 ᖺ 3 ᭶◊✲ㄢ㢟㸸኱つᶍ࣭␗✀ࡢ᫬✵㛫ࢹ࣮ࢱ⤫ྜ࡛⏕ࡌࡿ▩┪ࢆチᐜࡍࡿࢧ࢖࢚ࣥࢫࢡ170ᖹᡂ 24 ᖺᗘ ⟃Ἴ኱Ꮫ ィ⟬⛉Ꮫ◊✲ࢭࣥࢱ࣮ ᖺḟሗ࿌᭩ࣛ࢘ࢻᇶ┙◊✲ศᢸ⪅㸸໭ᕝ༤அ㓄ศ㔠㢠㸸2,080,000 ෇(┤᥋⤒㈝㸸1,600,000 ෇ 㛫᥋⤒㈝㸸480,000 ෇)◊✲ศᢸ⪅㸸ኳ➟ಇஅ㓄ศ㔠㢠㸸1,950,000 ෇(┤᥋⤒㈝㸸1,500,000 ෇ 㛫᥋⤒㈝㸸450,000 ෇)◊✲ศᢸ⪅㸸ᕝᓥⱥஅ㓄ศ㔠㢠㸸1,950,000 ෇(┤᥋⤒㈝㸸1,500,000 ෇ 㛫᥋⤒㈝㸸450,000 ෇)◊✲✀┠㸸ᇶ┙◊✲㸦C㸧 2012 ᖺ 5 ᭶㹼2015 ᖺ 3 ᭶◊✲ㄢ㢟㸸ࣜ࢔ࣝࢱ࢖࣒஦㇟᳨▱ᇶ┙࡟㛵ࡍࡿ◊✲◊✲௦⾲⪅㸸ᕝᓥⱥஅ㓄ศ㔠㢠㸸2,340,000 ෇ (┤᥋⤒㈝㸸1,800,000 ෇, 㛫᥋⤒㈝㸸540,000 ෇)◊✲✀┠㸸ⱝᡭ◊✲㸦B㸧 2011 ᖺ 5 ᭶㹼2012 ᖺ 3 ᭶◊✲ㄢ㢟㸸࢜ࣥࣛ࢖ࣥศᯒ࡟ࡼࡿ㹖㹋㹊ࢫࢺ࣮࣒ࣜ࠿ࡽࡢ▱㆑Ⓨぢ◊✲௦⾲⪅㸸ኳ➟ಇஅ㓄ศ㔠㢠㸸1,950,000 ෇ (┤᥋⤒㈝㸸1,500,000 ෇, 㛫᥋⤒㈝㸸450,000 ෇)ཷク⤒㈝㸸୕⳻㟁ᶵᰴᘧ఍♫  2012 ᖺ 7 ᭶㹼2013 ᖺ 3 ᭶◊✲ㄢ㢟㸸ከᵝ໬ᵓ㐀᝟ሗ⤫ྜ࣭ศᯒᢏ⾡ࡢ◊✲㛤Ⓨ◊✲ᢸᙜ⪅㸸໭ᕝ༤அ㓄ศ㔠㢠㸸500,000 ෇(┤᥋⤒㈝㸸450,000 ෇ 㛫᥋⤒㈝㸸50,000 ෇)ཷク⤒㈝㸸ᰴᘧ఍♫ᐩኈ㏻◊✲ᡤ 2012 ᖺ 7 ᭶㹼2013 ᖺ 3 ᭶◊✲ㄢ㢟㸸᫬⣔ิࢹ࣮ࢱࡢศᯒᇶ┙ᢏ⾡ࡢ◊✲◊✲ᢸᙜ⪅㸸໭ᕝ༤அ࣭ኳ➟ಇஅ㓄ศ㔠㢠㸸2,000,000 ෇(┤᥋⤒㈝㸸1,700,000 ෇ 㛫᥋⤒㈝㸸300,000 ෇)ཷク⤒㈝㸸ᰴᘧ఍♫ KDDI ◊✲ᡤ 2012 ᖺ 8 ᭶㹼2013 ᖺ 3 ᭶◊✲ㄢ㢟㸸ࢫࢺ࣮࣒ࣜࢹ࣮ࢱศᯒࣉࣛࢵࢺࣇ࢛࣮࣒࡟㛵ࡍࡿ◊✲◊✲ᢸᙜ⪅㸸໭ᕝ༤அ࣭ᕝᓥⱥஅ㓄ศ㔠㢠㸸1,000,000 ෇(┤᥋⤒㈝㸸909,090 ෇ 㛫᥋⤒㈝㸸90,910 ෇)ཷク⤒㈝㸸ᰴᘧ఍♫ࢺࣚࢱ IT ◊✲㛤Ⓨࢭࣥࢱ࣮ 2012 ᖺ 9 ᭶㹼2013 ᖺ 3 ᭶◊✲ㄢ㢟㸸㌴୧ࢹ࣮ࢱ⟶⌮ࢩࢫࢸ࣒࡟㛵ࡍࡿ◊✲171ᖹᡂ 24 ᖺᗘ ⟃Ἴ኱Ꮫ ィ⟬⛉Ꮫ◊✲ࢭࣥࢱ࣮ ᖺḟሗ࿌᭩◊✲ᢸᙜ⪅㸸ᕝᓥⱥஅ㓄ศ㔠㢠㸸2,100,000 ෇(┤᥋⤒㈝㸸1,910,000 ෇ 㛫᥋⤒㈝㸸19,0000 ෇)ཷク⤒㈝㸸᝟ሗ㏻ಙ◊✲ᶵᵓ 2012 ᖺ 9 ᭶㹼2013 ᖺ 3 ᭶◊✲ㄢ㢟㸸᪂ୡ௦ࢿࢵࢺ࣮࣡ࢡࢆᨭ࠼ࡿࢿࢵࢺ࣮࣡ࢡ௬᝿໬ᇶ┙ᢏ⾡ࡢ◊✲㛤Ⓨ◊✲ᢸᙜ⪅㸸ᕝᓥⱥஅ㓄ศ㔠㢠㸸4,389,000 ෇(┤᥋⤒㈝㸸3,990,000 ෇ 㛫᥋⤒㈝㸸39,9000 ෇)㸦ྡ⛠ࠊẶྡࠊ௦⾲࣭ศᢸࡢูࠊ᥇ᢥᖺᗘࠊ㔠㢠ࠊㄢ㢟ྡ㸧▱ⓗ㈈⏘ᶒ㸦✀ูࠊẶྡࠊㄢ㢟ྡࠊᖺ᭶᪥㸧
5.

◊✲ᴗ⦼(1) ◊✲ㄽᩥA) ᰝㄞ௜ࡁㄽᩥᏛ⾡㞧ㄅㄽᩥJ1. Takahiro Komamizu, Toshiyuki Amagasa, and Hiroyuki Kitagawa, "Faceted     Navigation Framework for XML Data", International Journal of Web
Information Systems (IJWIS), Volume 8, Issue 4, pp.348-370, 2012.
J2. Shohei Ohsawa, Toshiyuki Amagasa, and Hiroyuki Kitagawa, "RDF Packages:
A Scheme for Efficient Reasoning and Querying over Large-Scale RDF Data",
International Journal of Web Information Systems (IJWIS), Volume 8, Issue 2,pp. 212-233, 2012.
J3. Yuto Yamaguchi, Toshiyuki Amagasa, and Hiroyuki Kitagawa, "Tagging users
based on Twitter lists", Int. J. Web Engineering and Technology (IJWET), Vol.
7, No. 3, pp.273-298, 2012-08-01.
J4. ▼⏣ ៅ୍㸪ཎᓥ ┿࿃㸪㩾ῲ 㐨⣫㸪ᕝᓥ ⱥஅ㸪す ᏹ❶, "ࢺࣛࣄࢵࢡ࠿ࡽ࢔ࣉࣜࢣ࣮ࢩࣙࣥࣞ࢖ࣖ᝟ሗࡢ᳨⣴࣭ᢳฟࢆྍ⬟࡜ࡍࡿࢯࣇࢺ࢙࢘࢔ࡢᐇ⿦࡜ホ౯", ࢯࣇࢺ࢙࢘࢔⛉Ꮫ఍ㄽᩥㄅ, Vol. 29, No. 3, pp.59-73, 2012-11-01.
J5.

YasinOge,Takefumi

Miyoshi,Hideyuki

Kawashima,andTsutomu

Yoshinaga, "Design and Implementation of a Handshake Join Architecture onFPGA", IEICE Trans. on Information and Systems, Vol. E95-D, No. 12, pp.
2919-2927, 2012-12-01.
B) ᰝㄞ↓ࡋㄽᩥ(2) ᅜ㝿఍㆟Ⓨ⾲A) ᣍᚅㅮ₇172

ᖹᡂ 24 ᖺᗘ ⟃Ἴ኱Ꮫ ィ⟬⛉Ꮫ◊✲ࢭࣥࢱ࣮ ᖺḟሗ࿌᭩B) ୍⯡ㅮ₇ᅜ㝿఍㆟ㄽᩥ
C1. Jianquan Liu, Hanxiong Chen, Kazutaka Furuse, and Hiroyuki Kitagawa, "An
Efficient Algorithm for Arbitrary Reverse Furthest Neighbor Queries", Proc.
14th Asia-Pacific Web Conference (APWeb), Kunming, China, pp. 60-72, April11-13, 2012.
C2. Salman Shaikh and Hiroyuki Kitagawa, "Distance-based Outlier Detection onUncertain Data of Gaussian Distribution", Proc. 14th Asia-Pacific Web
Conference (APWeb), Kunming, China, pp. 109-121, April 11-13, 2012.
C3. Yuta Sakakura, Toshiyuki Amagasa, and Hiroyuki Kitagawa, "Detecting Social
Bookmark Spams using Multiple User Accounts", Proc. 1st International
Workshop of Social Knowledge Discovery and Utilization (SKDU'12), Istanbul,Turkey, pp. 1185-1190, August 26-29, 2012.
C4. Takahiro Komamizu, Mariko Kamie, Kazuhiro Fukui, Toshiyuki Amagasa, andHiroyuki

Kitagawa, "ASchemeofFragment-based

FacetedImageSearch", Proc. 23rd International Conference on Database and Expert Systems
Applications (DEXA 2012), Vienna, Austria, pp. 450-457, Sep. 3-7, 2012.
C5.

Yasin

Oge,

Takefumi

Miyoshi,

Hideyuki

Kawashima,andTsutomu

Yoshinaga, "Design and Implementation of a Merging Network Architecture for
Handshake Join Operator on FPGA" Proc. 6th IEEE International Symposiumon Embedded Multicore SoCs (MCSoC-12), Aizu-Wakamatsu, Japan, pp.
84-91, September 20-22, 2012.
C6. Yusuke Kozawa,Toshiyuki Amagasa, and Hiroyuki Kitagawa, "GPUAcceleration of Probabilistic Frequent Itemset Mining from Uncertain
Databases", Proc. 21st ACM International Conference on Information andKnowledge Management (CIKM 2012), Maui, Hawaii, pp. 892-901, October 29 November 2, 2012.
C7. Katsuhiro Tomiyama, Hideyuki Kawashima, and Hiroyuki Kitagawa, "A
Security aware Stream Data Processing Scheme on the Cloud and its Efficient
Execution Methods", Proc. Fourth International Workshop on Cloud DataManagement (CloudDB'12), Maui, Hawaii, pp. 59-66, October 29, 2012.
C8. Masafumi Oyamada, Hideyuki Kawashima, and Hiroyuki Kitagawa,"Continuous Query Processing with Concurrency Control: Reading Updatable
Resources Consistently", Proc. 28th ACM Symposium on Applied Computing(SAC 2013), Coimbra, Portugal, pp. 788-794, March 18-22, 2013.
173ᖹᡂ 24 ᖺᗘ ⟃Ἴ኱Ꮫ ィ⟬⛉Ꮫ◊✲ࢭࣥࢱ࣮ ᖺḟሗ࿌᭩(3) ᅜෆᏛ఍࣭◊✲఍Ⓨ⾲A) ᣍᚅㅮ₇B) ࡑࡢ௚ࡢⓎ⾲Ꮫ఍Ⓨ⾲
P1. Katsuhiro Tomiyama, Hideyuki Kawashima, Hiroyuki Kitagawa, "A Security
aware

StreamData

Processing

Schemewith

Encryption", The

4thInternational Workshop with Mentors on Databases, Web and Information
Management for Young Researchers (iDB2012), Nagoya, Japan, July 31 August 1, 2012.
P2. Salman Ahmed Shaikh, Hiroyuki Kitagawa, "Distance-based Outlier Detection
on Uncertain Data of Bounded Gaussian Distribution", The 4th International
Workshop with Mentors on Databases, Web and Information Management for
Young Researchers (iDB2012), Nagoya, Japan, July 31 - August 1, 2012.
P3. ᑠᒣ⏣ᫀྐ㸪ᕝᓥⱥஅ㸪໭ᕝ༤அ, "ࢺࣛࣥࢨࢡࢩࣙࢼࣝ࡞ࢫࢺ࣮࣒ࣜࢹ࣮ࢱฎ⌮ࡢᐇ⌧᪉ᘧ", ಙᏛᢏሗ, vol. 112, no. 172, DE2012-21, pp. 29-34, 2012 ᖺ 8 ᭶ 1 ᪥㹼8 ᭶ 2 ᪥.
P4. ᆏ಴ᝆኴ㸪ኳ➟ಇஅ㸪໭ᕝ༤அ, "」ᩘࡢ࣮ࣘࢨ࢔࢝࢘ࣥࢺࢆ⏝࠸ࡓࢯ࣮ࢩࣕࣝࣈࢵࢡ࣐࣮ࢡࢫࣃ࣒ࡢ᳨ฟ", ➨ 154 ᅇ DBS࣭➨ 107 ᅇ IFAT ྜྠ◊✲Ⓨ⾲఍, 2012 ᖺ8 ᭶ 1 ᪥㹼8 ᭶ 2 ᪥.
P5. ᮧୖ┤㸪ኳ➟ಇஅ㸪໭ᕝ༤அ, "ᴫᛕࣔࢹࣝ࡟ᇶ࡙ࡃᰂ㌾࡞ O/R ࣐ࢵࣆࣥࢢࢆᐇ⌧ࡍࡿࣇ࣮࣒࣮ࣞ࣡ࢡ DBPowder ࡢᥦ᱌", ➨ 154 ᅇ DBS࣭➨ 107 ᅇ IFAT ྜྠ◊✲Ⓨ⾲఍, 2012 ᖺ 8 ᭶ 1 ᪥㹼8 ᭶ 2 ᪥.
P6. ኱ᱩ┿ᏹ㸪ᕝᓥⱥஅ㸪໭ᕝ༤அ, "ࢫࢺ࣮࣒ࣜฎ⌮ࢩࢫࢸ࣒ࢆ⏝࠸ࡓ࣐࢙ࣝ࢘࢔᳨▱ᇶ┙ࢩࢫࢸ࣒", ࣐࢙ࣝ࢘࢔ᑐ⟇◊✲ேᮦ⫱ᡂ࣮࣡ࢡࢩࣙࢵࣉ 2012 (MWS2012),
2012 ᖺ 10 ᭶ 30 ᪥㹼11 ᭶ 1 ᪥.
P7. Salman Ahmed SHAIKH and Hiroyuki KITAGAWA, "Top-k Distance-based
Outlier Detection on Uncertain Dataset", ➨ 5 ᅇࢹ࣮ࢱᕤᏛ࡜᝟ሗ࣐ࢿࢪ࣓ࣥࢺ࡟㛵ࡍࡿࣇ࢛࣮࣒ࣛ (DEIM 2013), A8-1, 2013 ᖺ 3 ᭶ 3 ᪥㹼3 ᭶ 5 ᪥.
P8. ᒣཱྀ ♸ே, ఀᕝ ὒᖹ, ኳ➟ ಇஅ, ໭ᕝ ༤அ, "ࢯ࣮ࢩࣕࣝࢫࢺ࣮࣒ࣜ࠿ࡽࡢ࢖࣋ࣥࢺ᳨ฟ࡜࣮ࣘࢨ఩⨨᥎ᐃࡢ⤫ྜ", ➨ 5 ᅇࢹ࣮ࢱᕤᏛ࡜᝟ሗ࣐ࢿࢪ࣓ࣥࢺ࡟㛵ࡍࡿࣇ࢛࣮࣒ࣛ (DEIM 2013), A5-2, 2013 ᖺ 3 ᭶ 3 ᪥㹼3 ᭶ 5 ᪥.
P9. ᑠᒣ⏣ ᫀྐ, ᕝᓥ ⱥஅ, ໭ᕝ ༤அ, "࣮࢜࣌ࣞࢱࢫࢣࢪ࣮ࣗࣜࣥࢢ࡬ࡢไ⣙௜୚࡟ࡼࡿࢺࣛࣥࢨࢡࢩࣙࢼࣝࢹ࣮ࢱࢫࢺ࣮࣒ࣜฎ⌮ࡢຠ⋡໬", ➨ 5 ᅇࢹ࣮ࢱᕤᏛ࡜
᝟ሗ࣐ࢿࢪ࣓ࣥࢺ࡟㛵ࡍࡿࣇ࢛࣮࣒ࣛ (DEIM 2013), E1-4, 2013 ᖺ 3 ᭶ 3 ᪥㹼3᭶ 5 ᪥.
174

ᖹᡂ 24 ᖺᗘ ⟃Ἴ኱Ꮫ ィ⟬⛉Ꮫ◊✲ࢭࣥࢱ࣮ ᖺḟሗ࿌᭩

P10. ᑠ⃝ భ௓, ኳ➟ ಇஅ, ໭ᕝ ༤அ, "」ᩘ GPU ࡟ࡼࡿ☜⋡ⓗ㢖ฟ࢔࢖ࢸ࣒㞟ྜ࣐࢖ࢽࣥࢢࡢ㧗㏿໬", ➨ 5 ᅇࢹ࣮ࢱᕤᏛ࡜᝟ሗ࣐ࢿࢪ࣓ࣥࢺ࡟㛵ࡍࡿࣇ࢛࣮࣒ࣛ
(DEIM 2013), A8-2, 2013 ᖺ 3 ᭶ 3 ᪥㹼3 ᭶ 5 ᪥.
P11. 㧗ᶫ Ẏ, ኳ➟ ಇஅ, ໭ᕝ ༤அ, "ホ౯್ࡢ᫬⣔ิኚ໬࡟╔┠ࡋࡓ࣮ࣘࢨࣞࣅ࣮ࣗࡢศᯒ",➨ 5 ᅇࢹ࣮ࢱᕤᏛ࡜᝟ሗ࣐ࢿࢪ࣓ࣥࢺ࡟㛵ࡍࡿࣇ࢛࣮࣒ࣛ (DEIM 2013),
D10-4, 2013 ᖺ 3 ᭶ 3 ᪥㹼3 ᭶ 5 ᪥.
P12. ෠ᒣ ඞ⿱, ᕝᓥ ⱥஅ, ໭ᕝ ༤அ, "ᬯྕ໬ࢫࢺ࣮࣒ࣜࢹ࣮ࢱฎ⌮࡟࠾ࡅࡿຠ⋡ⓗ࡞ᬯྕ໬㘽᭦᪂ᡭἲ", ➨ 5 ᅇࢹ࣮ࢱᕤᏛ࡜᝟ሗ࣐ࢿࢪ࣓ࣥࢺ࡟㛵ࡍࡿࣇ࢛࣮࣒ࣛ
(DEIM 2013), E1-1, 2013 ᖺ 3 ᭶ 3 ᪥㹼3 ᭶ 5 ᪥.
P13. 㒌 ᜏ㉸, ᕝᓥ ⱥஅ, ໭ᕝ ༤அ, "࢖࣋ࣥࢺࡢฟ⌧㢖ᗘࢆ⪃៖ࡋࡓ⾨ᫍࢹ࣮ࢱ࠿ࡽࡢ࣍ࢵࢺࢫ࣏ࢵࢺᢳฟ", ➨ 5 ᅇࢹ࣮ࢱᕤᏛ࡜᝟ሗ࣐ࢿࢪ࣓ࣥࢺ࡟㛵ࡍࡿࣇ࢛࣮࣒ࣛ (DEIM 2013), D4-5, 2013 ᖺ 3 ᭶ 3 ᪥㹼3 ᭶ 5 ᪥.
P14. Chongjie LI, Toshiyuki AMAGASA, Hiroyuki KITAGAWA, Gautam
SRIVASTAVA, "An Improved Label-bag based Graph Anonymization based onUtility", ➨ 5 ᅇࢹ࣮ࢱᕤᏛ࡜᝟ሗ࣐ࢿࢪ࣓ࣥࢺ࡟㛵ࡍࡿࣇ࢛࣮࣒ࣛ (DEIM 2013),
E4-3, 2013 ᖺ 3 ᭶ 3 ᪥㹼3 ᭶ 5 ᪥.
P15. ஭ୖ ᐶஅ, ኳ➟ ಇஅ, ໭ᕝ ༤அ, "LOD ࡢ OLAP ศᯒࢆྍ⬟࡟ࡍࡿ ETL ࣇ࣮࣒࣮ࣞ࣡ࢡࡢᥦ᱌", ➨ 5 ᅇࢹ࣮ࢱᕤᏛ࡜᝟ሗ࣐ࢿࢪ࣓ࣥࢺ࡟㛵ࡍࡿࣇ࢛࣮࣒ࣛ
(DEIM 2013), B2-3, 2013 ᖺ 3 ᭶ 3 ᪥㹼3 ᭶ 5 ᪥.
P16. ᆏ಴ ᝆኴ, ᒣཱྀ ♸ே, ኳ➟ ಇஅ, ໭ᕝ ༤அ, "ᒁᡤィ⟬࡟ᇶ࡙ࡃ ObjectRank ᥎ᐃ", ➨ 5 ᅇࢹ࣮ࢱᕤᏛ࡜᝟ሗ࣐ࢿࢪ࣓ࣥࢺ࡟㛵ࡍࡿࣇ࢛࣮࣒ࣛ (DEIM 2013),
E9-4, 2013 ᖺ 3 ᭶ 3 ᪥㹼3 ᭶ 5 ᪥.
P17. ୰ᮧ 㧗ኈ, ᪩℩ ᗣ⿱, ໭ᕝ ༤அ, "ࢯࣇࢺ࢙࢘࢔ࣉࣟࢲࢡࢺ㛫࡟Ꮡᅾࡍࡿ
Logical Coupling ࢆ⏝࠸ࡓኚ᭦⟠ᡤࡢ᥎⸀", ➨ 5 ᅇࢹ࣮ࢱᕤᏛ࡜᝟ሗ࣐ࢿࢪ࣓ࣥࢺ࡟㛵ࡍࡿࣇ࢛࣮࣒ࣛ (DEIM 2013), B8-3, 2013 ᖺ 3 ᭶ 3 ᪥㹼3 ᭶ 5 ᪥.
P18. ኱ᱩ ┿ᏹ, ᕝᓥ ⱥஅ, ໭ᕝ ༤அ, "ࢫࢺ࣮࣒ࣜฎ⌮ࢩࢫࢸ࣒࡟࠾ࡅࡿ᫬⣔ิ␗ᖖ᳨ฟᡭἲࡢඹ᭷ィ⟬ᢏἲ", ᝟ሗฎ⌮Ꮫ఍➨ 75 ᅇ඲ᅜ኱఍ (IPSJ ඲ᅜ኱఍ 2013),
1P-3, 2013 ᖺ 3 ᭶ 6 ᪥㹼3 ᭶ 8 ᪥.
P19. ∦ᒸ ࠼ࡾ, ኳ➟ ಇஅ, ໭ᕝ ༤அ, "EPUBCFI ࢆ⏝࠸ࡓㄞ᭩㛵㐃᝟ሗࡢ⟶⌮࡜᳨⣴", ᝟ሗฎ⌮Ꮫ఍➨ 75 ᅇ඲ᅜ኱఍ (IPSJ ඲ᅜ኱఍ 2013), 5N-6, 2013 ᖺ 3 ᭶ 6 ᪥㹼3 ᭶ 8 ᪥.
P20. ୰ᤃ ᫭௓, ኳ➟ ಇஅ, ໭ᕝ ༤அ, "JavaScript ฎ⌮⣔࡟࠾ࡅࡿ LINQ ࢆ⏝࠸ࡓNoSQL ࢫࢺ࣮ࣞࢪ࡟ᑐࡍࡿၥྜࡏฎ⌮", ᝟ሗฎ⌮Ꮫ఍➨ 75 ᅇ඲ᅜ኱఍ (IPSJ ඲ᅜ኱఍ 2013), 2N-5, 2013 ᖺ 3 ᭶ 6 ᪥㹼3 ᭶ 8 ᪥.

175

ᖹᡂ 24 ᖺᗘ ⟃Ἴ኱Ꮫ ィ⟬⛉Ꮫ◊✲ࢭࣥࢱ࣮ ᖺḟሗ࿌᭩

P21. ࢺࣛࣥ ࣦ࢓ࣥ ࢹ࢕࢚ࣥ, ኳ➟ ಇஅ, ໭ᕝ ༤அ, "ኳయ≀⌮Ꮫᩥ⊩ࢹ࣮ࢱ࣮࣋ࢫ
ADS ࠿ࡽࡢ᝟ሗᢳฟ", ᝟ሗฎ⌮Ꮫ఍➨ 75 ᅇ඲ᅜ኱఍ (IPSJ ඲ᅜ኱఍ 2013), 4P-3,2013 ᖺ 3 ᭶ 6 ᪥㹼3 ᭶ 8 ᪥.
⟶⌮࣭㐠Ⴀ6.

⤌⧊㐠Ⴀࡸᨭ᥼ᴗົࡢጤဨ࣭ᙺဨࡢᐇ⦼໭ᕝ༤அᩍᤵz኱Ꮫ㝔ࢩࢫࢸ࣒᝟ሗᕤᏛ◊✲⛉ࢥࣥࣆ࣮ࣗࢱࢧ࢖࢚ࣥࢫᑓᨷ㛗zࢩࢫࢸ࣒᝟ሗ⣔᝟ሗᕤᏛᇦ㛗zᩥ㒊⛉Ꮫ┬࣭≉ู⤒㈝ࠕ኱つᶍ᝟ሗࢥࣥࢸࣥࢶ᫬௦ࡢ㧗ᗘ ICT ᑓ㛛⫋ᴗே⫱ᡂࠖྲྀ⤌㈐௵⪅zᩥ㒊⛉Ꮫ┬࣭᝟ሗᢏ⾡ேᮦ⫱ᡂࡢࡓࡵࡢᐇ㊶ᩍ⫱ࢿࢵࢺ࣮࣡ࢡᙧᡂ஦ᴗࠕศ㔝࣭ᆅᇦࢆ㉺࠼ࡓᐇ㊶ⓗ᝟ሗᩍ⫱༠ാ NWࠖ ࣅࢪࢿࢫ࢔ࣉࣜࢣ࣮ࢩࣙࣥศ㔝௦⾲♫఍㈉⊩࣭ᅜ㝿㈉⊩7.

໭ᕝ༤அᩍᤵzᅜ㝿Ꮫ఍ጤဨ➼¾ᅜ㝿ࢪ࣮ࣕࢼࣝ⦅㞟ጤဨ㸸IEEE Transactions on Knowledge and DataEngineering, World Wide Web Journal, Journal of Web Engineering¾ᅜ㝿఍㆟㐠Ⴀጤဨ㸸DASFAA Steering Committee¾

ᅜ㝿఍㆟ඹྠጤဨ㛗㸸WAIM2013¾ᅜ㝿఍㆟ඹྠ᭱ඃ⚽ㄽᩥጤဨ㛗㸸DASFAA2013¾

ᅜ㝿఍㆟ࣉࣟࢢ࣒ࣛጤဨ఍ጤဨ㸸DASFAA2013, CoopIS2012, DEXA2012,MDM2013, PAKDD2013zᅜෆᏛ఍ጤဨ➼¾

᪥ᮏᏛ⾡఍㆟㐃ᦠ఍ဨ¾᪥ᮏࢹ࣮ࢱ࣮࣋ࢫᏛ఍๪఍㛗ኳ➟ಇஅ෸ᩍᤵzᅜ㝿Ꮫ఍ጤဨ➼¾

ᅜ㝿Ꮫ఍ࣉࣟࢢ࣒ࣛጤဨ㛗㸸SKDU2012¾

ᅜ㝿Ꮫ఍ࣉࣟࢢ࣒ࣛጤဨ㸸 DEMoC2012, IDEAS2012, SCA2012, iiWAS2012,SITIS2012, AINA2012, DASFAA2013, APWeb2013, WAIM2013zᅜෆᏛ఍ጤဨ➼176ᖹᡂ 24 ᖺᗘ ⟃Ἴ኱Ꮫ ィ⟬⛉Ꮫ◊✲ࢭࣥࢱ࣮ ᖺḟሗ࿌᭩¾᝟ሗฎ⌮Ꮫ఍ㄽᩥㄅࢹ࣮ࢱ࣮࣋ࢫ㸦TOD㸧๪⦅㞟ጤဨ㛗¾㟁Ꮚ᝟ሗ㏻ಙᏛ఍ㄽᩥㄅࢹ࣮ࢱᕤᏛ࡜᝟ሗ࣐ࢿࢪ࣓ࣥࢺ≉㞟ྕ⦅㞟ጤဨ¾ࢹ࣮ࢱᕤᏛ࡜᝟ሗ࣐ࢿࢪ࣓ࣥࢺ࡟㛵ࡍࡿࣇ࢛࣮࣒ࣛ㸦DEIM ࣇ࢛࣮࣒ࣛ㸧2013ࣉࣟࢢ࣒ࣛ๪ጤဨ㛗¾᝟ሗ⛉Ꮫᢏ⾡ࣇ࢛࣮࣒ࣛ㸦FIT㸧2013 ࣉࣟࢢ࣒ࣛጤဨᕝᓥⱥஅㅮᖌzᅜ㝿Ꮫ఍ጤဨ➼¾ᅜ㝿Ꮫ఍ࣉࣟࢢ࣒ࣛጤဨ㸸SC’13 external reviewer, Future Generation
Computing System reviewer, Information Systems reviewer.

zᅜෆᏛ఍ጤဨ➼¾㟁Ꮚ᝟ሗ㏻ಙᏛ఍ᰝㄞጤဨࠊ᝟ሗฎ⌮Ꮫ఍ㄽᩥㄅᰝㄞጤဨ177