<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01//EN" "http://www.w3.org/TR/html4/strict.dtd"> <html> <head> <meta http-equiv="Content-Type" content="text/html; charset=EUC-JP"> <title>MeCab ¤Î³«È¯·Ð°Þ</title> <link type="text/css" rel="stylesheet" href="mecab.css"> </head> <body> <h1>MeCab ¤Î³«È¯·Ð°Þ</h1> <h2>·ÁÂÖÁDzòÀϤÎÎò»Ë</h2> <p> ¥ª¡¼¥×¥ó¤Ê·ÁÂÖÁDzòÀÏ´ï¤È¤·¤Æ Juman, ChaSen ¤¬Â¸ºß¤¹¤ë. ¤½¤ì¤¾¤ì¤Î ´ðËÜŪ¤Ê³«È¯ÍýÇ°¤Ï°Ê²¼¤Ç¤¢¤ë </p> <ul> <li><a href="http://www.kc.t.u-tokyo.ac.jp/nl-resource/juman.html">Juman</a> <p> Juman °ÊÁ°¤Î¾¦ÍÑŪ¤ËÇÛÉÛ¤µ¤ì¤Æ¤¤¤¿·ÁÂÖÁDzòÀÏ´ï¤Ï, ¼½ñ¤äÉÊ»ìÂÎ·Ï Ï¢Àܵ¬Â§¤Ï¤Û¤Ü¸ÇÄꤵ¤ì¤Æ¤ª¤ê, ¥æ¡¼¥¶¼«¿È¼«Í³¤ËÄêµÁ¤Ç¤¤Ê¤«¤Ã¤¿. Juman ¤Ï ¤³¤ì¤é¤ÎÄêµÁ¤¹¤Ù¤Æ³°Éô¤Ë½Ð¤·¼«Í³¤ÊÄêµÁ¤¬²Äǽ¤Ë¤Ê¤Ã¤¿. </p> <p> ¼½ñ¤ÏÈæ³ÓŪÆþ¼ê¤·¤ä¤¹¤¤¤¬, Ï¢ÀÜ¥³¥¹¥È¤äñ¸ìÀ¸µ¯¥³¥¹¥È¤ÎÄêµÁ¤Ï ¿Í¼ê¤Ë¤è¤Ã¤Æ¹Ô¤ï¤¶¤ë¤ò¤¨¤Ê¤«¤Ã¤¿. ²òÀϥߥ¹¤òȯ¸«¤¹¤ë¤¿¤Ó¤ËÉûºîÍѤ¬Ìµ¤¤ÈÏ °Ï¤ÇÏ¢ÀÜ¥³¥¹¥È¤ò½¤Àµ¤¹¤ëɬÍפ¬¤¢¤ê, ³«È¯¥³¥¹¥È¤¬Â礤¤. </p> <p> ¤Þ¤¿, Juman ¤ÏÆüËܸì¤Î·ÁÂÖÁDzòÀϤȤ·¤Æ³«È¯¤µ¤ì¤Æ¤¤¤¿¤Î¤Ç, ̤Ãθì½èÍý¤¬ÆüËܸì¤ËÆò½¤µ¤ì¤Æ¤ª¤ê, ̤Ãθì½èÍý¤ÎÄêµÁ¤ò ¼«Ê¬¤ÇÍ¿¤¨¤ë¤³¤È¤Ï¤Ç¤¤Ê¤¤. ¤Þ¤¿, ÉÊ»ì¤Ï2³¬ÁؤޤǤ˸ÇÄꤵ¤ì¤Æ¤ª¤ê, ÉÊ»ìÂηϤˤϰì¼ï¤ÎÀ©¸Â¤¬¤¢¤ë. </p> <li><a href="http://chasen.naist.jp">ChaSen</a> <p> ChaSen ¤Î¹×¸¥¤Î1¤Ä¤Ï, Åý·×½èÍý (HMM) ¤Ë¤è¤Ã¤ÆÏ¢ÀÜ¥³¥¹¥È¤äñ¸ìÀ¸µ¯¥³¥¹¥È¤ò ¿äÄꤹ¤ë¤è¤¦¤Ë¤Ê¤Ã¤¿ÅÀ¤Ë¤¢¤ë. ¤³¤Î½èÍý¤Î¤ª¤«¤²¤Ç, ²òÀϥߥ¹¤ò ÃßÀѤ¹¤ë¤À¤±¤Ç¼«Æ°Åª¤Ë¥³¥¹¥ÈÃͤò¿äÄê¤Ç¤¤ë¤è¤¦¤Ë¤Ê¤Ã¤¿. ¤µ¤é¤Ë, Éʻ쳬Áؤâ̵À©¸Â¤Ë¤Ê¤ê, ÉÊ»ìÂηϤò´Þ¤á¤Æ(ËÜÅö¤Î°ÕÌ£¤Ç) ¼«Í³¤ËÄêµÁ¤Ç¤¤ë¤è¤¦¤Ë¤Ê¤Ã¤¿. </p> <p> ¤·¤«¤·, Ê£»¨¤ÊÉÊ»ìÂηϤˤ¹¤ì¤Ð¤¹¤ë¤Û¤É, ¥Ç¡¼¥¿¥¹¥Ñ¡¼¥¹¥Í¥¹¤ÎÌäÂ꤬ ȯÀ¸¤¹¤ë. HMM ¤ò»È¤¦¾ì¹ç, HMM ¤ÎÆâÉô¾õÂÖ(Hidden Class)¤ò 1¤Ä¤Ë¸ÇÄꤹ¤ë ɬÍפ¬¤¢¤ë¤¿¤á, ³ÆÉʻ줫¤éÆâÉô¾õÂ֤ؤΡÖÊÑ´¹¡×¤¬É¬ÍפȤʤë. ñ½ã¤Ë¤Ï ³ÆÉÊ»ì¤ò1¤Ä¤ÎÆâÉô¾õÂ֤˳ä¤ê¤¢¤Æ¤ì¤Ð¤è¤¤¤¬, ³èÍѤޤǴޤá¤ÆÉÊ»ì¤ò ¤¹¤Ù¤ÆŸ³«¤¹¤ë¤È, ¤½¤Î¿ô¤Ï 500 ¤Ë¤âµÚ¤Ó, ÄãÉÑÅÙ¤ÎÉÊ»ì¤Ë¤Ä¤¤¤Æ ¿®ÍêÅ٤ι⤤¿äÄêÎ̤òÆÀ¤ë¤³¤È¤¬¤Ç¤¤Ê¤¤. µÕ¤Ë, ÉÑÅ٤ι⤤¡Ö½õ»ì¡×Åù¤ÎÉÊ»ì¤Ï ¸ì×äâ´Þ¤á¤ÆÆâÉô¾õÂ֤ˤ·¤Ê¤¤¤È¹â¤¤ÀºÅÙ¤¬ÆÀ¤é¤ì¤Ê¤¤. Ê£»¨¤ÊÉÊ»ìÂηϤˤ¹¤ì¤Ð¤¹¤ë¤Û¤É, ÆâÉô¾õÂÖ¤ÎÄêµÁ¤¬º¤Æñ¤Ë¤Ê¤ë. ¤Ä¤Þ¤ê, ¸½¾õ¤Î(Ê£»¨¤Ê)ÉÊ»ìÂηϤò°·¤¦¤Ë¤Ï, HMM ¤Ç¤ÏÎÏÉÔ¤Ǥ¢¤ê, ¤½¤ì¤òÊä½õ¤¹¤ë¤¿¤á¤Î¿Í¼ê¥³¥¹¥È¤¬Â礤¯¤Ê¤Ã¤Æ¤¤¤ë. </p> <p> ¤Þ¤¿, ChaSen ¤Ë¤Ï¥³¥¹¥ÈÃÍ¿äÄê¥â¥¸¥å¡¼¥ë¤¬ÉÕÍ¿¤µ¤ì¤Æ¤¤¤Ê¤¤. NAIST¤ÎÆâÉô¤Ç¤ÏÍøÍѤǤ¤ë¤é¤·¤¤¤¬, ¾åµ¤ÎÍýͳ¤«¤éÀßÄꤹ¤Ù¤ ¥Ñ¥é¥á¡¼¥¿¤¬Â¿¤¯, »È¤¤¤³¤Ê¤¹¤Î¤¬º¤Æñ¤Ç¤¢¤ë. </p> <p>¤µ¤é¤Ë, ChaSen ¤â̤Ãθì½èÍý¤â¥Ï¡¼¥É¥³¡¼¥Ç¥£¥ó¥°¤µ¤ì¤Æ¤ª¤ê ¼«Í³¤ËÄêµÁ¤¹¤ë¤³¤È¤Ï¤Ç¤¤Ê¤¤. </p> </ul> <h2>MeCab 0.90¤Îµ¡Ç½</h2> <ul> <li>¥³¥¹¥ÈÃÍ¿äÄê¤Ë <a href="http://www.cis.upenn.edu/~pereira/papers/crf.pdf">Conditional Random Fields, CRF</a> ¤òºÎÍÑ <br> <p> HMM ¤Ï, Í£°ì¤ÎÆâÉô¾õÂÖ¤òÄêµÁ¤¹¤ëɬÍפ¬¤¢¤Ã¤¿. °ìÊý CRF ¤Ï¥ª¡¼¥Ð¥é¥Ã ¥×¤ò´Þ¤á¤¿Ê£¿ô¤ÎÆâÉô¾õÂÖ¤òÄêµÁ¤¹¤ë¤³¤È¤¬²Äǽ¤Ç¤¢¤ë. ¤³¤Îµ¡Ç½¤Ë¤è¤ê, ºÙ¤¤Éʻ쳬ÁؤÈÁƤ¤Éʻ쳬ÁؤγÎΨÃͤòº®¤¼¤ë¤È¤¤¤Ã¤¿, ¡Ö¥¹¥à¡¼¥¸¥ó¥°¡×¤¬¼«Á³¤Ë¤«¤Ä¼«Æ°Åª¤Ë¼Â¸½¤Ç¤¤ë. ¤³¤ì¤Ï, Ê£»¨¤ÊÉÊ»ìÂηϤò°·¤¦¾å¤ÇÊØÍø¤Êµ¡Ç½¤Ç¤¢¤ê, ¿Í¼ê½èÍý¤òÂçÉý¤Ë´Êά²½¤¹¤ë¤³¤È¤¬¤Ç¤¤ë. </p> <p> CRF ¤ÎºÎÍѤˤè¤ê, ÉÊ»ìÂηÏ, ñ¸ìĹ, ¼½ñ¤ÎÊѹ¹¤ËÂФ·½ÀÆð¤Ë¤«¤ÄÄ㥳¥¹¥È¤ÇÂбþ¤Ç¤¤ë¤è¤¦¤Ë¤Ê¤ë. ¤µ¤é¤Ë, CRF ¤Ï, HMM ¤Î 1/3 ÄøÅ٤γؽ¬¥³¡¼¥Ñ¥¹¤ÇƱÄøÅ٤ΠÀǽ¤¬ÆÀ¤é¤ì¤ë¤³¤È¤¬Ê¬¤«¤Ã¤Æ¤¤¤ë. ¤Ä¤Þ¤ê, ¿·¤·¤¤¥É¥á¥¤¥ó¤Ø¤Î ŬÍѤȤ¤¤Ã¤¿»ö¤Ë¤âÄ㥳¥¹¥È¤ÇÂнè¤Ç¤¤ë¤Ç¤¢¤í¤¦. </p> <p> ¤Þ¤¿, CRF ¤Ï, ¤³¤ì¤Þ¤Ç¤ÎºÇ¾®¥³¥¹¥ÈË¡¤È¤·¤ÆÄê¼°²½¤Ç¤¤ë¤¿¤á, ²òÀÏ®ÅÙ¤ÎÎô²½¤Ï¤Ê¤¤. </p> <p>MeCab 0.90 ¤Ï, ¥³¥¹¥È¿äÄê¥×¥í¥°¥é¥à¤â´Þ¤áÇÛÉÛ¤¹¤ë. ºÇ¾®¸Â¤ÎÀßÄê¤Ç¤â¹â¤¤ÀºÅÙ¤¬ÆÀ¤é¤ì¤ë¤è¤¦¤Ê¥æ¡¼¥¶¥Ó¥ê¥Æ¥£¡¼¤ò Ä󶡤¹¤ë.</p> <center> <p><small>²òÀÏ·ë²Ì: ¾å Juman, ²¼ ChaSen¤È¤ÎÈæ³Ó. <br> seg:¤ï¤«¤Á½ñ¤¤ÎÀºÅÙ, top:ÉÊ »ì¤Þ¤Ç´Þ¤á¤ë, all:³èÍѤޤǤ¹¤Ù¤Æ´Þ¤á¤ë<br> E-HMMs ¤¬¸½¾õ¤Î MeCab/ChaSen</small></p> <p><img src="result.png"></p></center> <li>̤Ãθì½èÍý¤Î³°ÉôÄêµÁ<br> <p> MeCab 0.90 ¤Ç¤Ï, ¥æ¡¼¥¶¤¬Ì¤Ãθì½èÍý¤ÎÀïά¤ò¼«Í³¤ËÄêµÁ²Äǽ¤È¤Ê¤ë. ´ðËÜŪ¤ÊÀïά¤È¤·¤Æ»ú¼ï¤Ë´ð¤Å¤¯¤ï¤«¤Á½ñ¤¤ò¹Ô¤¦. »ú¼ï¤½¤Î¤â¤Î¤ÎÄêµÁ(¤É¤Îʸ»ú¥³¡¼¥É¤¬¤É¤Î»ú¼ï¤ËÂбþ¤¹¤ë¤«), ³Æ»ú¼ï¤ËÂФ¹¤ë¤ï¤«¤Á½ñ¤¤ÎÄêµÁ (¥°¥ë¡¼¥×²½¤¹¤ë¤«, Nʸ»ú¤Å¤Ä¤Þ¤È¤á¤ë ¤«), ¤ï¤«¤Á½ñ¤¤µ¤ì¤¿¤â¤Î¤Ë¤É¤Î¤è¤¦¤ÊÉÊ»ì¤ò³ä¤ê¤¢¤Æ¤ë¤«. ¤È¤¤¤¿»ö¤¬¥æ¡¼¥¶¼«¿È¤ÇÄêµÁ¤Ç¤¤ë. </p> <p>»ú¼ï¤òɽ¸½¤¹¤ë¤¿¤á¤ÎÆâÉô¥³¡¼¥É¤Ë Unicode ¤òÍѤ¤¤Æ¤ª¤ê, ̤Ãθì½èÍý¤Î¸À¸ìÈó°Í¸À¤¬(ÉôʬŪ¤Ë)¼Â¸½¤Ç¤¤ë. </p> <p>¤Þ¤¿, ̤Ãθì½èÍý¤Î¥Ñ¥é¥á¡¼¥¿¤â CRF ¤Ë¤è¤ê¿äÄꤵ¤ì¤ë. ChaSen ¤ä Juman ¤ËÈæ¤Ù¤ì¤Ð, ̤Ãθì¤ËÂФ¹¤ë ²òÀÏÀºÅ٤θþ¾å¤¬´üÂԤǤ¤ë </p> <p>²òÀÏÎã</p> <p>MeCab 0.81 ¤Î²òÀÏ·ë²Ì</p> <pre> ¥Û¥ê¥¨¥â¥ó»á¤Ë²ñ¤Ã¤¿¡£ ¥Û ̾»ì,°ìÈÌ,*,*,*,*,¥Û,¥Û,¥Û ¥ê¥¨ ̾»ì,¸ÇÍ̾»ì,¿Í̾,̾,*,*,¥ê¥¨,¥ê¥¨,¥ê¥¨ ¥â¥ó ̾»ì,¸ÇÍ̾»ì,°ìÈÌ,*,*,*,¥â¥ó,¥â¥ó,¥â¥ó »á ̾»ì,ÀÜÈø,¿Í̾,*,*,*,»á,¥·,¥· ¤Ë ½õ»ì,³Ê½õ»ì,°ìÈÌ,*,*,*,¤Ë,¥Ë,¥Ë ²ñ¤Ã Æ°»ì,¼«Î©,*,*,¸ÞÃÊ¡¦¥ï¹ÔÂ¥²»ÊØ,Ï¢ÍÑ¥¿Àܳ,²ñ¤¦,¥¢¥Ã,¥¢¥Ã ¤¿ ½õÆ°»ì,*,*,*,Æü졦¥¿,´ðËÜ·Á,¤¿,¥¿,¥¿ ¡£ µ¹æ,¶çÅÀ,*,*,*,*,¡£,¡£,¡£</pre> <p>MeCab 0.90 ¤Î²òÀÏ·ë²Ì (¼þÊդΥ³¥ó¥Æ¥¥¹¥È¤ò¹Íθ¤·¤Ê¤¬¤é¡Ö¥Û¥ê¥¨¥â¥ó¡×¤òÀµ¤·¤¯²òÀϤǤ¤ë)</p> <pre> ¥Û¥ê¥¨¥â¥ó»á¤Ë²ñ¤Ã¤¿¡£ ¥Û¥ê¥¨¥â¥ó ̾»ì,¸ÇÍ̾»ì,¿Í̾,°ìÈÌ,*,*,* 0,10 »á ̾»ì,ÀÜÈø,¿Í̾,*,*,*,»á,¥·,¥· 10,12 ¤Ë ½õ»ì,³Ê½õ»ì,°ìÈÌ,*,*,*,¤Ë,¥Ë,¥Ë 12,14 ²ñ¤Ã Æ°»ì,¼«Î©,*,*,¸ÞÃÊ¡¦¥ï¹ÔÂ¥²»ÊØ,Ï¢ÍÑ¥¿Àܳ,²ñ¤¦,¥¢¥Ã,¥¢¥Ã 14,18 ¤¿ ½õÆ°»ì,*,*,*,Æü졦¥¿,´ðËÜ·Á,¤¿,¥¿,¥¿ 18,20 ¡£ µ¹æ,¶çÅÀ,*,*,*,*,¡£,¡£,¡£ 20,22</pre> <li>¥½¥Õ¥È¤Ê¤ï¤«¤Á½ñ¤</li> <p> ·ÁÂÖÁDzòÀÏ´ï¤Î»Å»ö¤Ï, ¤ª¤ª¤¶¤Ã¤Ñ¤Ë¸À¤¨¤Ð¡ÖÆþÎÏʸ¤ò·ÁÂÖÁǤ˶èÀÚ¤ë¡×¤³ ¤È¤Ë¤¢¤ë. ¤·¤«¤· ¡ÖËÜÉôĹ¡×¤Î¤è¤¦¤ËñÆȤβò¤òÆÀ¤é¤ì¤Ê¤¤¾ì¹ç¤¬¤¢¤ë. (ËÜ/ÉôĹ or ËÜÉô/Ĺ). ¤Þ¤¿Ä¹¤¤Ê£¹ç¸ì¤¬ÄêµÁ¤µ¤ì¤Æ¤¤¤ë»þ, ¤½¤Î¹½À®¸ì¤¬½ÐÎϤµ¤ì¤Ê¤¤¤È¤¤¤¦ÌäÂê¤â¤¢¤ë. </p> <p>MeCab 0.90 ¤Ç¤Ï, ¡ÖÆþÎÏʸ¤ò·ÁÂÖÁǤ˶èÀÚ¤ë¡×¤È¤¤¤¦µ¡Ç½¤È¤ÏÊ̤Π¡ÖÆþÎÏʸ¤«¤é·ÁÂÖÁǤòÃê½Ð¤¹¤ë¡×¤È¤¤¤¦µ¡Ç½¤òÄ󶡤¹¤ë. ¡Ö·ÁÂÖÁǤòÃê½Ð¤¹¤ë¡×µ¡Ç½¤ò¼Â¸½¤¹¤ë¤Ë¤Ï, ÆþÎÏʸ¤Î¤¹¤Ù¤Æ¤ÎÉôʬʸ»úÎó¤Î¡Ö·ÁÂÖÁǤ餷¤µ¡×¤ò »»½Ð¤¹¤ëɬÍפ¬¤¢¤ë. MeCab 0.90 ¤Ç¤Ï ¤³¤Î¡Ö·ÁÂÖÁǤ餷¤µ¡×¤ò¡Ö·ÁÂÖÁǼþÊÕ³ÎΨ¡× ¤È¤¤¤¦·Á¤Ç»»½Ð¤¹¤ë. ¾ÜºÙ¤Ï¸À¸ì½èÍý³Ø²ñ 2005 ¤Ë¤Æ<a href="http://chasen.org/~taku/publications/nlp2005.pdf">ȯɽ</a>ºÑ¤ß </p> <p> °Ê²¼¤¬²òÀÏÎã¤Ç¤¢¤ë </p> <pre> ËÜÉôĹ ËÜÉô ̾»ì,¸ÇÍ̾»ì,ÃÏ°è,°ìÈÌ,*,*,ËÜÉô,¥â¥È¥Ö,¥â¥È¥Ö 0.026441 ËÜÉô ̾»ì,°ìÈÌ,*,*,*,*,ËÜÉô,¥Û¥ó¥Ö,¥Û¥ó¥Ö 0.619559 * ËÜ Ì¾»ì,¸ÇÍ̾»ì,¿Í̾,À«,*,*,ËÜ,¥â¥È,¥â¥È 0.010897 ËÜ Ì¾»ì,°ìÈÌ,*,*,*,*,ËÜ,¥Û¥ó,¥Û¥ó 0.046961 ËÜ ÀÜƬ»ì,̾»ìÀܳ,*,*,*,*,ËÜ,¥Û¥ó,¥Û¥ó 0.292945 ÉôĹ ̾»ì,°ìÈÌ,*,*,*,*,ÉôĹ,¥Ö¥Á¥ç¥¦,¥Ö¥Á¥ç¡¼ 0.352623 Ĺ ̾»ì,°ìÈÌ,*,*,*,*,Ĺ,¥Á¥ç¥¦,¥Á¥ç¡¼ 0.013549 Ĺ ̾»ì,ÀÜÈø,°ìÈÌ,*,*,*,Ĺ,¥Á¥ç¥¦,¥Á¥ç¡¼ 0.624362 * </pre> <p> * ¤¬ÉÕ¤¤¤¿¤â¤Î¤¬¼ÂºÝ¤Î²òÀÏ·ë²Ì. ¡Ö·ÁÂÖÁǤ餷¤µ(·ÁÂÖÁǼþÊÕ³ÎΨ)¡×¤âƱ»þ¤Ë ½ÐÎϤµ¤ì¤ë </p> <p> ¡Ö·ÁÂÖÁǤ餷¤é¡×¤ÏÆþÎÏʸ¤Ë¤è¤Ã¤ÆÊѤï¤ë¤³¤È¤ËÃí°Õ¤µ¤ì¤¿¤¤. </p> <pre> ¾¾Ëܤµ¤ó¤Ë²ñ¤¦¡£ ¾¾ËÜ Ì¾»ì,¸ÇÍ̾»ì,¿Í̾,À«,*,*,¾¾ËÜ,¥Þ¥Ä¥â¥È,¥Þ¥Ä¥â¥È 0.989497 * ¤µ¤ó ̾»ì,ÀÜÈø,¿Í̾,*,*,*,¤µ¤ó,¥µ¥ó,¥µ¥ó 0.998228 * ¤Ë ½õ»ì,³Ê½õ»ì,°ìÈÌ,*,*,*,¤Ë,¥Ë,¥Ë 0.990367 * ²ñ¤¦ Æ°»ì,¼«Î©,*,*,¸ÞÃÊ¡¦¥ï¹ÔÂ¥²»ÊØ,´ðËÜ·Á,²ñ¤¦,¥¢¥¦,¥¢¥¦ 0.999387 * ¡£ µ¹æ,¶çÅÀ,*,*,*,*,¡£,¡£,¡£ 0.999999 * EOS ¾¾ËܻԤ˹Ԥ¯¡£ ¾¾ËÜ Ì¾»ì,¸ÇÍ̾»ì,ÃÏ°è,°ìÈÌ,*,*,¾¾ËÜ,¥Þ¥Ä¥â¥È,¥Þ¥Ä¥â¥È 0.919221 * ¾¾ËÜ Ì¾»ì,¸ÇÍ̾»ì,¿Í̾,À«,*,*,¾¾ËÜ,¥Þ¥Ä¥â¥È,¥Þ¥Ä¥â¥È 0.073882 »Ô ̾»ì,ÀÜÈø,ÃÏ°è,*,*,*,»Ô,¥·,¥· 0.886151 * »Ô ̾»ì,°ìÈÌ,*,*,*,*,»Ô,¥·,¥· 0.110607 ¤Ë ½õ»ì,Éû»ì²½,*,*,*,*,¤Ë,¥Ë,¥Ë 0.013169 ¤Ë ½õ»ì,³Ê½õ»ì,°ìÈÌ,*,*,*,¤Ë,¥Ë,¥Ë 0.986618 * ¹Ô¤¯ Æ°»ì,¼«Î©,*,*,¸ÞÃÊ¡¦¥«¹ÔÂ¥²»ÊØ,´ðËÜ·Á,¹Ô¤¯,¥¤¥¯,¥¤¥¯ 0.966972 * ¹Ô¤¯ Æ°»ì,¼«Î©,*,*,¸ÞÃÊ¡¦¥«¹ÔÂ¥²»Êإ楯,´ðËÜ·Á,¹Ô¤¯,¥æ¥¯,¥æ¥¯ 0.030681 ¡£ µ¹æ,¶çÅÀ,*,*,*,*,¡£,¡£,¡£ 0.999997 * EOS </pre> <p>¾åµ¤Î¤è¤¦¤Ë¡Ö¾¾ËܡפηÁÂÖÁǤ餷¤µ¤Ï¼þÊդΥ³¥ó¥Æ¥¥¹¥È¤ÇÊѲ½¤¹¤ë</p> <li>Ê£¿ô¤Î²òÀÏ¥â¥Ç¥ë¤ò²òÀÏ´ï¤È¤ÏÊ̤ËÇÛÉÛ <p>²òÀÏ´ï¤È¥Ñ¥é¥á¡¼¥¿(¼½ñ, Ï¢ÀÜ¥³¥¹¥È)¤¬´°Á´¤ËÆÈΩ¤Ë À߷פµ¤ì¤ë¤Î¤Ç, °Ê²¼¤Î¼½ñ¤Ë¤Ä¤¤¤Æ¤Î¥Ñ¥é¥á¡¼¥¿¤ò¸ÄÊ̤ËÇÛÉÛ¤¹¤ë. ¤¿¤À¤·, ¥é¥¤¥»¥ó¥¹¤Ï¸Ä¡¹¤Î¼½ñ¤Ë½à¤º¤ë </p> <ul> <li>IPADIC <li>JUMAN <li>CSJ (Ïä·¸ÀÍÕ¥³¡¼¥Ñ¥¹) <li>EDR <li>Canna (³Ø½¬ÍÑ¥³¡¼¥Ñ¥¹¤¬Ìµ¤¤¤Î¤Çºî¤ë¤«¤â?) <li>Ãæ¹ñ¸ì²òÀÏ (̤Äê) <li>±Ñ¸ì²òÀÏ (̤Äê) </ul> </ul> <hr> </body> </html>