Computational EthologyFoCICtH}eBNXƓsw̗Z

<strong>iÐE </strong>
iww@wnȐȊwU wuoCICtH}eBNXj
emailF<a href="mailto:fukunaga@cb.k.u-tokyo.ac.jp">iÐ</a>C<a href="mailto:iwasaki@bs.s.u-tokyo.ac.jp"> </a>
<p>
<p>
<p>
<p>
<p>
<p>
<p>
<p>
<p>
<p>
̈Zr[, <strong>4</strong>, e003 (2015)@<a href="http://dx.doi.org/10.7875/leading.author.4.e003">DOI: 10.7875/leading.author.4.e003</a>
Tsukasa Fukunaga & Wataru Iwasaki: <strong>Computational ethology: integration of bioinformatics and ethology.</strong>

<a href="http://leading.lifesciencedb.jp/wordpress/wp-content/uploads/2015/02/Iwasaki-4.e003-PDF.pdf" target="_blank"><img class="size-full wp-image-112 alignright" title="Download PDF" src="/images/downloadPDF.png" alt="Download PDF" width="100" height="20" /></a>
<p>
<p>
<p>
<p>
<p>
<!--more-->

<h2>v </h2>
@sẃCs𑍍Iɗ邱Ƃ߂w╪łD̐VȎӗ̈ƂāC܁C̍sɊւf[^K͂𑜓xɎ擾CȊwIȎ@pčs̓Q̎Љ\Ȃǂɂ܂gcomputational ethologyhD̃r[ł́CƂɓ͂ɂs̒ʉɏœ_ĂȂ炱̗̈̌ɂĉƂƂɁCoCICtH}eBNXƓsw̗Z̏ɂēW]D

<h2>͂߂</h2>
@lȍs͌×̍L֐SЂĂDƂ΁CAXgeX͑IO4IɁCĂ˂Ȋώ@ɂ蓾ꂽ̍sɊւ镝Lm𒘏wxɋLĂDȌCswiethologyj̕ɂẮCcȔwIȌ܂ŖXƐςݏd˂ĂDŁC㐶ẘbm20Iɂ́CswɎȊwIȎ@{iIɓ悤ɂȂD̂悤ȎȊwIȓsw̐҂ƂăeBo[QC[cCtHEtbVCꂼCCg̖{\sƌhCnCCK̍荞݌ہC~co`8̎_X̌ɂC1973NɃm[xww܂܂ĂDāCQmf[^ɑ\K͂ȃf[^wɂ炳邢܁CswɂVɏȊwIȎ@<a href="#R1"><sup>1)</sup></a>ĎʁC̂gcomputational ethologyhƂ΂̈ł<a href="#R2"><sup>2)</sup></a>D̃r[ł́CƂɓ͂ɂ铮̍s̒ʉɏœ_āC̗̈̌ƓW]ɂĘ_D

<h2>1D̍s̒ʉ</h2>
@sƂ́Cǧ̂OEɑ΂ĎČ̂̐ɂȂ炩̈ӖÂĂ悤ȓhigwT 5ŁjLTOłD̃r[łgʒuς邱Ɓhg̓̃p^[̂Ɓh邢́gȂǂ̓swIȈӖGȃp^[̑ĝƁhȂǁCLXP[̓Ă⒊ۓIɍsƂtpD
@̓̍s𗝘_≼ɂƂÂĊώ@؂Ă߂ɂ́C܂sʉĈ̂vwIȉ͂sƂKvɂȂDsʉ邤łƂeՂłۂɂ悭pĂ@C̍ss񐔂⎞ԂlȂǂɂvgJEgɂʉhłDƂ낪C̃JEgɂʉɂ2̖{IȖ肪D
@1ڂ̖́C񂪌邱Ƃłi<a href="#F1">}1a</a>jD̓IȗƂāC2̌̂̂̑ݍpώ@邱Ƃl悤DPɌ̂ǂ̋ɋ߂Â񐔂JEgꍇɂ́CƂ΁Cgǂ̊pxߊhƂ̊Ԃ̃R~jP[Vɑ傫ȈӖƍl񂪎Ă܂DߊpxƂɕăJEg邱Ƃ\C̏ꍇCǂ̂悤ȑΑxŋߊC邢́C̍ۂɌ͉̂HLĂCȂǂ͎̏Ă܂Ď邽߁gꍇh𑝂₹Α₷قǁCJEg̍ۂɃq[}G[₷ȂقCvwIȉ͂ɏ\ȗʂ̃f[^𓾂邽߂ɂ͒Ԃ̊ώ@KvɂȂCJEgɂȂƂW}ɂD

<a name="F1"></a><div id="fig1-caption-text" style="display: none;"><strong>}1@̍s̃JEgɂʉɂ_</strong>
iaj̂̐ڋ߂̉񐔂JEgP[XDg1̐ڋ߁hƂăJEgĂ܂ƂɂCdvȏ񂪌D
ibjs̉񐔂JEgP[XDȂɂāgshƂ̂Cώ@҂̎ς荞ށD
<a href="http://leading.lifesciencedb.jp/wordpress/wp-content/uploads/2015/02/Iwasaki-4.e003-Fig.1.jpg" target="_blank">[Download]</a></div>[hs_figure id=1&amp;image=/wordpress/wp-content/uploads/2015/02/Iwasaki-4.e003-Fig.1.png&amp;caption=fig1-caption-text]

@2ڂ̖́Cώ@҂̎ς荞ނƂłi<a href="#F1">}1b</a>jDƂ΂ɏqׂP[Xł́Cǂ̂悤ȏꍇ̗p邩ɂāCώ@҂̂Ȃ炩̎ς荞ނƂɂȂDɁCsUsȂǕGȍsJEgꍇ́CĂ̍ssƂ邩Cɓꐫ邱ƂɂȂ₷DƂ킯Cׂȓ畡Gȍs\Ăꍇɂ́Cώ@҂ςƃJEǧʂ傫ςĂ܂ƂȂȂD
@ɑ΂CrfIJpēBeCRs[^[g͂ɂsʉAv[`g͂ɂʉhłD͂ɂʉł́CJEgɂʉƈقȂC̓̑ȂǁǵhȂׂێ܂܁C܂܂ȃp[^[ʂ邱Ƃ\ɂȂDKvȂ΁Cf[^ɂǂčĉ͂sƂɂVȃp[^[ʂ邱ƂC蒷Ԃ̓f[^擾ȂĒǉ̉͂sƂrIeՂłD܂Cf[^͂̃nCX[vbgɂK͂ȍsf[^͂ł悤ɂȂ邱ƂClȏɂsr邱Ƃ\ɂȂDɂ́C@邢̓\tgEFApΈقȂ錤҂͂sĂꐫ̂錋ʂƂӖŋqϐSۂ邱ƂɂCʂʓIɒ~ςƂ_ȂD
@ȂCł͈ȂC͂ɂʉ̂قCgf[^K[ɂʉhswɂdvȌiɂȂDgoCIMOTCGXhƂ΂邱̗̈ł́CGPS[xvƂf[^K[ivujt̂RɍsĈ̂Cf[^K[邱Ƃɂs̒ʓIȃf[^𓾂<a href="#R3"><sup>3)</sup></a>Df[^K[ɂʉ̂ꂽ_̂ЂƂ́C[CȂǁClԂϑ邱Ƃ⓮Be邱ƂȊɂs𒲂ׂ邱ƂłD܂ClȎނ̃f[^K[gƂɂCC␅ȂǍsɊ֘A邳܂܂ȏ𓾂邱Ƃ\łDʁCɃf[^K[tKv̂邱Ƃ烂f܂ޏ^̓ւ̓KpɌEقCׂ̍Ɋւf[^͓ɂƂD

<h2>2Ds̋OՂ̃gbLO</h2>
@͂ɂK͂𑜓xȍsf[^擾CX̍̉͂ւƂȂĂł́Cꂼ̒iKɂēK؂ȏȊwIȎ@p邱ƂɂĂDwƏȊw̋EłoCICtH}eBNXł̓Qmf[^I~NXf[^͂߂Ƃ镪qx̃f[^̉͂SIȈʒu߂Ă邪CߔNC̉摜f[^⓮f[^̏͂sgoCIC[WCtH}eBNXhƂ΂̈悪ڂ߂Ă<a href="#R4"><sup>4)</sup></a>D݂̂ƂCoCIC[WCtH}eBNXɂĂ͌ɗRf[^̉͂Ƃ肠Xɂ邪Cf[^琶̕\^ɂoƂړI̖ʂŁC܂Cg͋Zp̖ʂłCcomputational ethologyƑ̊֘ADňggbLOhCזEj̉͂Ȃǂ܂߁CoCIC[WCtH}eBNXɂĂ悭Ƃ肠Ă<a href="#R5"><sup>5)</sup></a>D
@gbLOƂ́Cf[^\鑽̐Î~摜Ɋ܂܂̂FĈ̂̌̂̈ʒunɂĒʉs̋OՂ𓾂邱ƂCcomputational ethologyɂĂƂ{IdvȗvfZpł<a href="#R6"><sup>6)</sup></a>DgbLO̍ŏ̃Xebvł́Cɂ邨̂̂̉摜瓮݂̂̕𔲂o߁CƂ΁C炵ĂP[WC`o[CȂǁCgwihƂȂsvȕ菜ƂʓIłD{Iȉ摜̎@ƂẮClɂ2lwi@悭pĂCC̕Ɣwi̐F▾邳ɍ̂邱Ƃ𗘗p@ł<a href="#R7"><sup>7)</sup></a>DCwi̐F▾邳rIψł蓮̕Ƒ傫ȍ΁CF▾邳Ɉ̂l݂邾œ̕𔲂oƂ\łilɂ2ljD܂C炩ߔwî݂̉摜BeĂCɂ邨̂̂̉摜Ɣwỉ摜Ƃ̍Ƃ邱Ƃɂ蓮̕𔲂o@悭giwi@jDۂɂ́CPȎ@ɂ蓮̕𔲂oƂł邱Ƃ͏ȂCԃtB^OɂmCY̏͂߂ƂC܂܂ȉ摜ɂHvKvɂȂ邱ƂDȂCesNZxœȂ悤ƌŒ肷Cẻe̔˂ȂǂɓdȂČȂȂ邱ƂȂ悤ɂȂǁCBe̊𐮂邱Ƃɂ蓮̔̕ôނOɂȂ茸炷Ƃ\łiƂCƂΖOȂǂœBeꍇɂ́CƂ邱Ƃ̂ł΍􂪂邱ƂjDƂ킯CBe錤҂Ɠ͂錤҂قȂꍇɂ́C̎Bê܂ɎBe̊ɂĂ悭kĂƂ̗vłD
@̂̂̉摜瓮̕𔲂oXebvɂÂ̂́CnɂĂȂ킹čs̋OՂ𓾂XebvłDBȇΏۂɂȂ铮1݂̂̂̏ꍇ́Coꂽ̕قڂ̂܂܂Ȃ킹邱Ƃɂs̋OՂ𓾂邱ƂłDČ̂gbLOꍇɂ́C鎞ɂ镡̌̂̈ʒuƂ̎ɂ镡̌̂̈ʒuǂ̂悤ɑΉÂ邩Ƃ肪DCPȉ@ƂāCA摜̂ł͂̂̂̌̂̈ʒu͑傫ωȂƉ肵Ĉ̂̌̂̈ړ̑aƂȂ悤Ɍ̂ǂΉÂ邱Ƃ͊{ƂDCBȅɂ̂́Cۂ̓ɂĂ͈قȂ̂ǂ傫ڋ߂dȂ肷邱ƂpɂɐD̂߁CnɂĂȂ킹ߒ2̌̂̍s̋OՂւĂ܂gswapping of identityhC1̌̂̍s̋OՂʂ̌̂̍s̋OՂɍĂ܂iƂƂɁC1̌̂̍s̋OՂjgloss of identityhƂG[邱Ƃ͂łȂD̖́gocclusionhiocclusiońCӂCזƂӖjƂ΂C܂̂ނłi<a href="#F2">}2</a>jD

<a name="F2"></a><div id="fig2-caption-text" style="display: none;"><strong>}2@̌̂̃gbLOɂocclusion</strong>
iajswapping of identityɂG[D
ibjloss of identityɂG[D
<a href="http://leading.lifesciencedb.jp/wordpress/wp-content/uploads/2015/02/Iwasaki-4.e003-Fig.2.jpg" target="_blank">[Download]</a></div>[hs_figure id=2&amp;image=/wordpress/wp-content/uploads/2015/02/Iwasaki-4.e003-Fig.2.png&amp;caption=fig2-caption-text]

@̌̂̃gbLOɂocclusion̉ɂ́CBe̎@̍HvƓ͂̎@̍Hv̑傫2̕DBe̎@̍Hv̂Ƃ{IȂ̂́Ĉ̂̌̂ɑ΂Ǝ̐F͗l̖ڈ𕨗IɂĂ܂@ł<a href="#R8"><sup>8,9)</sup></a>D̎@͂Ȃ荂xocclusionӂƂłŁCIɊ邱Ƃ̂̍sɉeƂ{IȊ댯ƂȂD܂C̂̐Ƃɑꍇɂ݂͌Ɏʂ̉\ȏ\Ȏނ̖ڈ󂪕KvɂȂ邱ƂɂӂKvłDق̎@ƂẮC̃rfIJ𗘗p3IɃgbLOŝ<a href="#R10"><sup>10)</sup></a>D̎@́CЂƂ̕BeƂɂ͌̂ǂdȂꍇłʂ̕BeƂɂ͏dȂȂƂ𗘗p̂ŁC3Iȍsf[^ƂƎ̗_D̎@xocclusionӂƂł邪CrfIĴŐmɎԂ̓Ƃ邱ƂKvłقC̍s͈͂̑ŜBe邱Ƃ̂ł镡̃rfIJ̈ʒuݒ肷邱ƂKvɂȂis͈͂ɂȂ炩̊肷Kv̂ꍇȂǂł́CނƂjD܂C̃rfIJ瓾ꂽf[^̓Iȉ͂߂ɂ́CʂɁC荂xȏ͋ZpKvɂȂ<a href="#R6"><sup>6)</sup></a>D
@͂̎@̍Hvɂocclusion̉@ɂāCPȍHvƂẮC̂͂ق̌̂Ƃ̐ڋ߂̑Oœ^ĂƂ̉̂ƁCOՂ蓙^ɋ߂Ȃ悤摜̂Ō̂ΉÂ̂<a href="#R11"><sup>11)</sup></a>DcOȂC͂ق̌̂Ɛڋ߂ۂɂ΂Γ^Ƃ͑傫ꂽ݂邽߁C̎@͂قǍxȂƂmĂDɑ΂CM҂́CKzƂ΂mf𗘗p邱ƂɂocclusionӂgbLO@GroupTrackerJ<a href="#R12"><sup>12)</sup></a>i<a href="#F3">}3</a>jD̎@ł́CЂƂ2KzpĂЂƂ̌̂\C̍zpĕ̌̂\D܂ł́C̉@̂wIȐ̂߁C̂ǂ傫ڋ߂dȂ肷ꍇɂ̓gbLOɍKzp邱Ƃ͂łȂC̂̑傫ɑΉp[^[ł鍬Kz̕UUšŗLlŒ肷ƂIȍHvɂCꂪ\ƂȂDȂC̎@łocclusion̂2̌̂̍s̋OՂւĂ܂swapping of identityɂĂ͊Sɂ͂ӂƂłĂ炸C̉ۑɂȂĂD܂C܂قȂ锭zɂocclusion悤ƂĂ̂idTrackerł<a href="#R13"><sup>13)</sup></a>D̔źCɏqׂ̂̂̌̂ɓƎ̖ڈƂAv[`ӖŔŴŁĈ̂̌̂ƂƂĂClڂł͗eՂɎʂ̂łȂ悤ȔȖ͗l̃p^[Ȃǂ̈ႢgĎʂƂ̂łDۂɁC̂\ɍ𑜓xłƂ炦ɂēBe邱ƂɂC}EXCVEWEoGC[utBbVȂǂ̃gbLOɂocclusionxɉ邱ƂłƂ̕񍐂D̎@́CƂ΁CF̐FfEˑRψقɂ莸_Jłq_Ĵ悤ɑ̕\̖͗l̂͂肵Ȃ̃gbLOɓKp邱Ƃ͂ނƗ\z邪Ĉ̂̌̂̍s̃NZȂǂp邱ƂɂC蕝LΏۂɓKp̉\Ȏ@ւƊg邱Ƃ\ƍlD

<a name="F3"></a><div id="fig3-caption-text" style="display: none;"><strong>}3@GroupTrackerɂ郁_J̃gbLO</strong>
<a href="http://leading.lifesciencedb.jp/wordpress/wp-content/uploads/2015/02/Iwasaki-4.e003-Fig.3.jpg" target="_blank">[Download]</a></div>[hs_figure id=3&amp;image=/wordpress/wp-content/uploads/2015/02/Iwasaki-4.e003-Fig.3.png&amp;caption=fig3-caption-text]

@s̋OՂ𓾂XebvɂЂÂgbLO̍Ō̃XebvĈ̂̌̂̌`Ɋւ鎞nIȏ𓮉f[^擾XebvłĩXebv́Cs̋OՂ𓾂XebvƓɍs邱ƂjDCŏIIɍsƂĂ͂ɍs̋OՂ݂̂KvȂ΁C̃Xebv͏ȗ\łD܂ŁC`Ɋւ擾ꍇłC̂̌KvȂ̂CH̊pxK̂̏܂Ŏ擾Kv̂Ȃǂɂ͈͂قȂD킵𐳊mɎ擾悤Ƃ΂قǍxȏ͋ZpKvɂȂCCɂ`͑傫قȂ邱Ƃ瓮ƂɌʂ̃gbLO\tgEFAJKvD݂́C<a href="#R14"><sup>14)</sup></a>CVEWEoG<a href="#R15"><sup>15,16)</sup></a>C}EX<a href="#R17"><sup>17)</sup></a>C[utBbVȂǂ̏^<a href="#R18"><sup>18)</sup></a> ƂfΏۂɃ\tgEFAJĂD
@gbLOɂvZԂɂĕtĂD𑜓x̓͂s蕡GȃASYp\tgEFAg肷ꍇɂ́CgbLOɎBeԂ蒷vZԂ邱ƂDꍇCʂɂ́CBêɃgbLOsƂɂȂDƂɌvZԂꍇɂ́CX[p[Rs[^[ȂǂpĕIɓ͂sȂǌvZԂZk邽߂̍HvKvɂȂDŁCBeƕsăgbLOsCsُ̈A^CŌm蓮Ɋ킦Ƃprɗpꍇɂ́CBeԂZvZԂŃgbLOsA^CgbLOvɂȂDƂ΁CFlyMADł́CԊO[U[ƃA^CgbLOgݍ킹邱ƂɂCRɊĂVEWEoGɑ΂C̂ɓٓIɃ[U[Ǝ˂邱Ƃ\ɂĂ<a href="#R19"><sup>19)</sup></a>D

<h2>3DsAme[V́Cs`[toC\[Vlbg[N</h2>
@gbLOɂЂẨ͂ɂẮCf[^sɊւǂ̂悤ȏ𓾂̂ɉĂ߂ĕLf[^͂sD̂̂̌̂̑x̊Ԃ̋Ƃ{Iȃp[^[gbLOf[^擾v͂sƂŏ\ȏꍇŁCf[^̑K͐𗘗pC荂͎̉@JDł́Ĉ悤ȍ̗̉͂ƂāCsAme[V́Cs`[toC\[Vlbg[N͂3ЉD͂ꂼCtwKCtȂwKCGlbg[NƂ΂鐔Hw̋Zp𓮕swɓKp̂łD
@sAme[V͂Ƃ́CnɂĂǂ̂悤Ȏނ̍sƂ𖾂炩ɂ邽߁CsghghghȂǂ̃JeS[ɕނĈ̂̎_ł̍sǂ̃JeS[ɊY邩Ame[Vi߂Âĵłi<a href="#F4">}4a</a>jDēꂽs̃JeS[̑Jڐ}́CG\OƂ΂DZԂ̓f[^̏ꍇɂ͂̃Ame[VlōsƂ\ł邪CԂ̏ꍇɂ͍ɂȂ邽߁CtwKpăAme[V錤ɍsĂ<a href="#R15"><sup>15,16,20)</sup></a>D

<a name="F4"></a><div id="fig4-caption-text" style="display: none;"><strong>}4@̍ŝ荂̉</strong>
iajsAme[V́D
ibjs`[toD
icj\[Vlbg[ŃD
<a href="http://leading.lifesciencedb.jp/wordpress/wp-content/uploads/2015/02/Iwasaki-4.e003-Fig.4.jpg" target="_blank">[Download]</a></div>[hs_figure id=4&amp;image=/wordpress/wp-content/uploads/2015/02/Iwasaki-4.e003-Fig.4.png&amp;caption=fig4-caption-text]

@twKƂ́CtȂwKƂƂɁC@BwKƂ΂Zp̈łD@BwKƂ́Cf[^̓₻̔wɂ@邢͊֌WȂǂRs[^[gĒoZpł<a href="#R21"><sup>21)</sup></a>CoCICtH}eBNXɂĂ̓Qmz͂^pN\͂Ȃǂ̗vfZpƂĕLpĂقCoϊw≹FȂǂ̕łpĂD̂twKł́C͒lƖڕWl̑̑gȂ鋳tf[^ig[jOf[^jC̋tf[^ƂɁC͒lꂽƂɖڕWl\鎮𓱂iwKjDēꂽp邱ƂɂC͒l݂̂ڕWlmłf[^ɂĂڕWl\邱Ƃ\ɂȂD
@sAme[V͂ɂ鋳twKł́Ĉ̂̌̂̈ʒuCCC`Ȃǂ̃gbLOf[^͒lɂȂCs̃JeS[ڕWlɂȂD܂CK͂ȓf[^ɑ΂ƂlŃAme[Vstf[^쐬Dtf[^ɑ΂CT|[gxN^[}V⃉_tHXgƂtwK̎@pāCgbLOf[^炨̂̂̎_œƂĂsJeS[\鎮𓱂D̎p邱ƂɂCs̃JeS[Ame[VĂȂK͂ȓf[^ɑ΂ĂRs[^[pĎIɃAme[VsCG\O쐬邱ƂłDswɍsAme[V͂pƂ̑傫ȗ_̂ЂƂ́Cs̃JeS[ꎩ̂͐ƂmoɂƂÂĂ̂ł邩C͌ʂ̉߂rIeՂłƂ_łDC̓_͌_ɂ邱ƂɒӂKvDȂ킿Cm̍ssAme[V͂ɂ蔭邱Ƃ́CIɂނDɁCłɏqׂƂƂ傫֘A邪Clɂs̃Ame[Vɂ͎ς̓荞ޗ]n݂DۂɁC̐lԂɂAme[V̌ʂvȂƂȂȂ<a href="#R20"><sup>20)</sup></a>Dtf[^̃Ame[VɎς荞߂΁CRs[^[ł͂ĂC̋qϐ̕]ɂ͗ۂKvɂȂD
@s`[toƂ́CtȂwK̋ZppāCgbLOf[^ɂēIȈÃp^[is`[tj𔭌̂ł<a href="#R22"><sup>22-24)</sup></a>i<a href="#F4">}4b</a>jDtȂwKƂ́Ĉ̖ƂCڕWlAme[Vꂽtf[^pȂ@BwK̎@łDڕWl\鋳twKƂ͈قȂCtȂwḰCꂽ͒l𕪗ނC͒l̂ȂɓIȃp^[o肷邱ƂłDsAme[V͂ƍs`[tóCnɂēIȍs𒊏oƂ_ɂėގ͂ł邪C҂͂̒ƒZ₷֌WɂDȂ킿Cs`[toł̓gbLOf[^̂ȂɕpoIȓ̃p^[Ȃǂ𓾂邱Ƃł邪Cs`[t̂swIȈӖ͂ɂ͕sł邱ƂȂȂDŁCsAme[V͂ɑ΂Cs`[to͐lԂ̎ς̉eɂCm̍so邱Ƃɂ@ƂDs`[to͂܂ȂCIȉ͎@f[^̉߂ȂǂɂĔWr̕ƂČ̔W҂D
@\[Vlbg[N͂Ƃ́C̂𒸓_C̊֌WӂƂlbg[NƂē̏Wc\CWcɂ邨̂̂̌̂̈ʒuЉ\̓Ȃǂ𕡎Glbg[NƂ΂@pĉ͂̂łi<a href="#F4">}4c</a>jDGlbg[Nł́C̕l̂̊֌Wlbg[NiwIɂ́COtƂԁjɂ\C̃lbg[N̐𐔗Iɉ͂邱Ƃɂ蕨l̂̊֌W肾Gȍ\̂ЂƂ<a href="#R25"><sup>25)</sup></a>Dlbg[N͒_ƕӂȂ邪Cl̂̊֌WɌ`邱ƂRłLpł肷ꍇɂ͕ӂɌ`gLOthpiӂ͖ɂ\jCłȂꍇɂ͕ӂɌ`ȂgOthpiӂ͐ɂ\jDGlbg[N̓oCICtH}eBNXł͈`qlbg[N^pNݍplbg[N̉͂ȂǂɂėpĂقCC^[lbgɂEFuTCg̃N̉͂wp_̈p֌W̉͂ȂǁC͂蕝LɂėpĂD
@\[Vlbg[N͂ꎩ̂́CK͂ɍsf[^vł悤ɂȂȑO瓮swɗpĂ̂łDƂ΁ČƂẮCCJObs[ΏۂɕWĕߖ@Ȃǂ𗘗pČ̊Ԃ̊֌Wlbg[NƂĕ\̂<a href="#R26"><sup>26,27)</sup></a>Ďł́CWcɑĂ̂ǂɕӂЂƂɂ蓝vIɗLӂɕӂ̂Ђ钇̂悢̂ǂ邱Ƃ𖾂炩ɂقCŋ߂̌ƂẮC␫ʂȂǂ̗vflbg[Nɂǂ̂悤ȉe邩𒲂ׂ̂<a href="#R28"><sup>28)</sup></a>D͂Ȃǂɂ蓾K͂𑜓x̍sf[^́C̃\[Vlbg[N͂Ɍ̂ǂ̊֌W̎ނWc\̕ω̃_Ci~NXƂvf킦邱Ƃ\ɂDƂ΁ČQs̃gbLOf[^́CQꂪŜƂđςƂĈ̂̌̂ǂ̃^C~OőςɊւ𑜓xœ邱ƂłDɏڍׂɉ͂邱ƂɂCɑς̂Ƃɒǐ邩őς̂Ƃ̂ɕ֌W`CLOtpČ̊Ԃ̍s̑ݍp̃\[Vlbg[N͂sƂł<a href="#R29"><sup>29)</sup></a>D܂CԂ̎nf[^͂邱ƂɂC\[Vlbg[N̎nIȕωƂ炦錤sĂDƂ΁ĈȂɂA̍s𒷎Ԃɂ킽BeCꂼ̓A玙C|C̉aƂd̕Sǂ̂悤ɕωĂCɁC̕ω̃p^[Ǎ̂̏Wc̃\[Vlbg[NƂǂ̂悤Ȋ֌Wɂ邩CȂǂɊւ͂sĂ<a href="#R30"><sup>30)</sup></a>D

<h2></h2>
@̃r[ł́CƂɓ͂ɂ铮̍s̒ʉɏœ_ĂCK͂𑜓xɍs͂邽߂ɕKvȋZpɂĉD͂̂ȂłbɂȂgbLOɂĂ͔rǏs̂́CƂɍ̍s͂ɂĂ͂܂WrɂClȍsɉ܂܂ȏȊwIȎ@̊J҂D܂CgbLOɂĂClȓ̑lȍs͂邽߂ɂ͂Ȃ\tgEFÅJKvłDswƃoCICtH}eBNX̂ȂZcomputational ethology̔W̌ɂ䂦łD
@swƃoCICtH}eBNX̗ŹCۂɂ͋̂ōs邱ƂƍlD̍ہC狭Ă邱Ƃ̂Ȃ̂CȌ\ȑł킹̏dvłDԂɂȂ邪CgbLOɂƂĂCǂ̂悤ȓBȅ̂Cɂ́Č`ǂقǏڍׂɎ擾̂Ƃ_͂̓xɖ{IɉeĂ邽߁Cɑ΂K؂ȃAv[`ɂĂ悭kĂKvDCǂ̂悤ɘ_ĂȂǂɂ炩߈ӎ𓝈ꂵĂƂdvȂƂ́CɊւʘ_ƂĘ_܂ȂD
@ʉꂽs`q_oHƊ֘AÂ邱Ƃ߂Ĉ`w_oȊwƑgݍ킹́C͓Iɐi߂Ăł낤<a href="#R22"><sup>22,23)</sup></a>D鎟V[NGT[pԗIȈ`q͂̋ZpC]1זẺ𑜓xŊώ@ZpȂ<a href="#R31"><sup>31,32)</sup></a>C[IȌvZpcomputational ethologygݍ킹ĂƂɂĈ̂̈`q_oH̋@\sxŗ邱ƂłƍlDƂ΁C𗘗păj[̊𐧌䂷`wcomputational ethologyƂgݍ킹邱ƂɂCVEWEoGɂj[ƍsƂ̊֌WɂđK͂ȉ͂sĂ<a href="#R23"><sup>23)</sup></a>DpʂɂĂCHuntingtonaȂǐ_õfɂs̉͂Cs]̎wWƂK͂ȃhbOXN[jOȂǂi݂<a href="#R33"><sup>33,34)</sup></a>D
@w͍Iɓ葝債Qmf[^I~NXf[^ɂ傫ȉeD̈ႪCf[^x[Xɂ苤LꂽԗIȃf[^VȊϓ_VȋZpɂ͂邱ƂŔsCI[vTCGX^̌X^C̏ołDf[^̋LƌJ́CȂ锭̗]n̂f[^̎ӂƂƂɁCVKQ̏ǂZpACfA̕]ƌeՂɂ邱ƂɂC͋Zp̃Cmx[VUD݁Cf[^x[XɂĂC̔̉ߒȂǂɊւĂ͂łɂ̐is<a href="#R35"><sup>35)</sup></a>D͂ɂ铮̍s̒ʉƂAv[`̂ʂ̉\ƂāCJꂽf[^̍ĉ͂sƂX^CʓIɂȂCR~jeBɂJꂽ܂܂ȓ͋Zp\ɊpāCK͂ȓf[^瓮̍sɊւ鑽̒mĂƂ҂D

<h2> </h2>
<ol>
<li id="R1"><span class='au'>Gomez-Marin, A., Paton, J. J., Kampff, A. R. et al.</span>: <span class="ti">Big behavioral data: psychology, ethology and the foundations of neuroscience.</span> <span class='so'>Nat. Neurosci.,17, 1455-1462 (2014)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/25349912" target="_blank">PubMed</a>]</span></li>
<li id="R2"><span class='au'>Anderson, D. J. & Perona, P.</span>: <span class="ti">Toward a science of computational ethology.</span> <span class='so'>Neuron, 84, 18-31 (2014)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/25277452" target="_blank">PubMed</a>]</span></li>
<li id="R3"><span class='au'>F, , W </span>: <span class="ti">oCIMOFyMڐ̓sw.</span> <span class='so'>RX (2012)</span></li>
<li id="R4"><span class='au'>Peng, H.</span>: <span class="ti">Bioimage informatics: a new area of engineering biology.</span> <span class='so'>Bioinformatics, 24, 1827-1836 (2008)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/18603566" target="_blank">PubMed</a>]</span></li>
<li id="R5"><span class='au'>Chenouard, N., Smal, I., de Chaumont, F. et al.</span>: <span class="ti"> Objective comparison of particle tracking methods.</span> <span class='so'>Nat. Methods, 11, 281-289 (2014)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/24441936" target="_blank">PubMed</a>]</span></li>
<li id="R6"><span class='au'>Dell, A. I., Bender, J. A., Branson, K. et al.</span>: <span class="ti">Automated image-based tracking and its application in ecology.</span> <span class='so'>Trends Ecol. Evol., 29, 417-428 (2014)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/24908439" target="_blank">PubMed</a>]</span></li>
<li id="R7"><span class='au'>xq </span>: <span class="ti">fBW^摜.</span> <span class='so'>CG-ARTS (2004)</span></li>
<li id="R8"><span class='au'>Shemesh, Y., Sztainberg, Y., Forkosh, O. et al.</span>: <span class="ti">High-order social interactions in groups of mice.</span> <span class='so'>Elife, 2, e00759 (2013)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/24015357" target="_blank">PubMed</a>]</span></li>
<li id="R9"><span class='au'>Ohayon, S., Avni, O., Taylor, A. L. et al.</span>: <span class="ti">Automated multi-day tracking of marked mice for the analysis of social behaviour.</span> <span class='so'>J. Neurosci. Methods, 219, 10-19 (2013)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/23810825" target="_blank">PubMed</a>]</span></li>
<li id="R10"><span class='au'>Straw, A. D., Branson, K., Neumann, T. R. et al.</span>: <span class="ti">Multi-camera real-time three-dimensional tracking of multiple flying animals.</span> <span class='so'>J. R. Soc. Interface, 8, 395-409 (2010)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/20630879" target="_blank">PubMed</a>]</span></li>
<li id="R11"><span class='au'>Delcourt, J., Becco, C., Vandewalle, N. et al.</span>: <span class="ti">A video multitracking system for quantification of individual behavior in a large fish shoal: advantages and limits.</span> <span class='so'>Behav. Res. Methods, 41, 228-235 (2009)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/19182144" target="_blank">PubMed</a>]</span></li>
<li id="R12"><span class='au'>Fukunaga, T., Kubota, S., Oda, S. et al.</span>: <span class="ti">GroupTracker: video tracking system for multiple animals under severe occlusion.</span> <span class='so'>Comput. Biol. Chem., DOI: 10.1016/j.compbiolchem.2015.02.006</em></span></li>
<li id="R13"><span class='au'>Perez-Escudero, A., Vicente-Page, J., Hinz, R. C. et al.</span>: <span class="ti">idTracker: tracking individuals in a group by automatic identification of unmarked animals.</span> <span class='so'>Nat. Methods, 11, 743-748 (2014)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/24880877" target="_blank">PubMed</a>]</span></li>
<li id="R14"><span class='au'>Ramot, D., Johnson, B. E., Berry, T. L. Jr. et al.</span>: <span class="ti">The Parallel Worm Tracker: a platform for measuring average speed and drug-induced paralysis in nematodes.</span> <span class='so'>PLoS One, 3, e2208 (2008)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/18493300" target="_blank">PubMed</a>]</span></li>
<li id="R15"><span class='au'>Dankert, H., Wang, L., Hoopfer, E. D. et al.</span>: <span class="ti">Automated monitoring and analysis of social behavior in <em>Drosophila</em>.</span> <span class='so'>Nat. Methods, 6, 297-303 (2009)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/19270697" target="_blank">PubMed</a>]</span></li>
<li id="R16"><span class='au'>Branson, K., Robie, A. A., Bender, J. et al.</span>: <span class="ti">High-throughput ethomics in large groups of <em>Drosophila</em>.</span> <span class='so'>Nat. Methods, 6, 451-457 (2009)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/19412169" target="_blank">PubMed</a>]</span></li>
<li id="R17"><span class='au'>de Chaumont, F., Coura, R. D., Serreau, P. et al.</span>: <span class="ti">Computerized video analysis of social interactions in mice.</span> <span class='so'>Nat. Methods, 9, 410-417 (2012)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/22388289" target="_blank">PubMed</a>]</span></li>
<li id="R18"><span class='au'>Mirat, O., Sternberg, J. R., Severi, K. E. et al.</span>: <span class="ti">ZebraZoom: an automated program for high-throughput behavioral analysis and categorization.</span> <span class='so'>Front. Neural Circuits, 7, 107 (2013)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/23781175" target="_blank">PubMed</a>]</span></li>
<li id="R19"><span class='au'>Bath, D. E., Stowers, J. R., Hormann, D. et al.</span>: <span class="ti">FlyMAD: rapid thermogenetic control of neuronal activity in freely walking <em>Drosophila</em>.</span> <span class='so'>Nat. Methods, 11, 756-762 (2014)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/24859752" target="_blank">PubMed</a>]</span></li>
<li id="R20"><span class='au'>Jhuang, H., Garrote, E., Mutch, J. et al.</span>: <span class="ti">Automated home-cage behavioural phenotyping of mice.</span> <span class='so'>Nat. Commun., 1, 68 (2010)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/20842193" target="_blank">PubMed</a>]</span></li>
<li id="R21"><span class='au'>Bishop, C. M. & Nasrabadi, N. M.</span>: <span class="ti">Pattern Recognition and Machine Learning.</span> <span class='so'>Springer, New York (2006)</span></li>
<li id="R22"><span class='au'>Brown, A. E., Yemini, E. I., Grundy, L. J. et al.</span>: <span class="ti">A dictionary of behavioral motifs reveals clusters of genes affecting <em>Caenorhabditis elegans</em> locomotion.</span> <span class='so'>Proc. Natl. Acad. Sci. USA, 110, 791-796 (2013)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/23267063" target="_blank">PubMed</a>]</span></li>
<li id="R23"><span class='au'>Vogelstein, J. T., Park, Y., Ohyama, T. et al.</span>: <span class="ti">Discovery of brainwide neural-behavioral maps via multiscale unsupervised structure learning.</span> <span class='so'>Science, 344, 386-392 (2014)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/24674869" target="_blank">PubMed</a>]</span></li>
<li id="R24"><span class='au'>Berman, G. J., Choi, D. M., Bialek, W. et al.</span>: <span class="ti">Mapping the stereotyped behaviour of freely moving fruit flies.</span> <span class='so'>J. R. Soc. Interface, 11, 20140672 (2014)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/25142523" target="_blank">PubMed</a>]</span></li>
<li id="R25"><span class='au'>cI, IY</span>: <span class="ti">Glbg[NFb牞p܂.</span> <span class='so'>ߑȊw (2010)</span></li>
<li id="R26"><span class='au'>Lusseau, D.</span>: <span class="ti">The emergent properties of a dolphin social network.</span> <span class='so'>Proc. Biol. Sci., 270, S186-S188 (2003)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/14667378" target="_blank">PubMed</a>]</span></li>
<li id="R27"><span class='au'>Croft, D. P., Krause, J. & James, R.</span>: <span class="ti">Social networks in the guppy (<em>Poecilia reticulata</em>).</span> <span class='so'>Proc. Biol. Sci., 271, S516-S519 (2004)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/15801620" target="_blank">PubMed</a>]</span></li>
<li id="R28"><span class='au'>Wey, T., Blumstein, D. T., Shen, W. et al.</span>: <span class="ti">Social network analysis of animal behaviour: a promising tool for the study of sociality.</span> <span class='so'>Anim. Behav., 75, 333-344 (2008)</span></li>
<li id="R29"><span class='au'>Nagy, M., Akos, Z., Biro, D. et al.</span>: <span class="ti">Hierarchical group dynamics in pigeon flocks.</span> <span class='so'>Nature, 464, 890-893 (2010)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/20376149" target="_blank">PubMed</a>]</span></li>
<li id="R30"><span class='au'>Mersch, D. P., Crespi, A. & Keller, L.</span>: <span class="ti">Tracking individuals shows spatial fidelity is a key regulator of ant social organization.</span> <span class='so'>Science, 340, 1090-1093 (2013)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/23599264" target="_blank">PubMed</a>]</span></li>
<li id="R31"><span class='au'>Chung, K., Wallace, J., Kim, S. Y. et al.</span>: <span class="ti">Structural and molecular interrogation of intact biological systems.</span> <span class='so'>Nature, 497, 332-337 (2013)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/23575631" target="_blank">PubMed</a>]</span></li>
<li id="R32"><span class='au'>Susaki, E. A., Tainaka, K., Perrin, D. et al.</span>: <span class="ti">Whole-brain imaging with single-cell resolution using chemical cocktails and computational analysis.</span> <span class='so'>Cell, 157, 726-739 (2014)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/24746791" target="_blank">PubMed</a>]</span></li>
<li id="R33"><span class='au'>Steele, A. D., Jackson, W. S., King, O. D. et al.</span>: <span class="ti">The power of automated high-resolution behavior analysis revealed by its application to mouse models of Huntington's and prion diseases.</span> <span class='so'>Proc. Natl. Acad. Sci. USA, 104, 1983-1988 (2007)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/17261803" target="_blank">PubMed</a>]</span></li>
<li id="R34"><span class='au'>Rihel, J., Prober, D. A., Arvanites, A. et al.</span>: <span class="ti">Zebrafish behavioral profiling links drugs to biological targets and rest/wake regulation.</span> <span class='so'>Science, 327, 348-351 (2010)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/20075256" target="_blank">PubMed</a>]</span></li>
<li id="R35"><span class='au'>Kyoda, K., Adachi, E., Masuda, E. et al.</span>: <span class="ti">WDDD: Worm Developmental Dynamics Database.</span> <span class='so'>Nucleic Acids Res., 41, D732-D737 (2013)[<a href="http://www.ncbi.nlm.nih.gov/pubmed/23172286" target="_blank">PubMed</a>]</span></li>
</ol>
<div class="au-profile">
<h2>҃vtB[</h2>
<span class="author">i ÐiTsukasa Fukunagaj</span>
Fww@V̈nȊwȔmے ݊wD
e[}FK͂ȓf[^̉͂炳郁_J̎ЉsD
FxȐ@pḗghɂ܂肽D

<strong>  iWataru Iwasakij</strong>
ww@wn yD
URLF<a href="http://iwasakilab.bi.s.u-tokyo.ac.jp/" target="_blank">http://iwasakilab.bi.s.u-tokyo.ac.jp/</a>
</div>
? 2015 iÐE  Licensed under <a href="http://creativecommons.org/licenses/by/2.1/jp/" target="_blank">CC \ 2.1 {</a>
