ｨ ｨｪｨｨ ｨｪｨｨ ｨｪｨｨ07 ｨｨ 06ｨ 0604ｨｪｨ ﾂ02ｨｪｨｨ ｨｹ04ｨｮ02ｨｬ040

13000609ｨｺ060909ｨｺｨｨｨｦ 000609ｨｮ01ｨ 0809ｨｰ0902ｨｪｨｪ04ｨｦ ｨｮｨｪｨｨ09020809ｨｨｨｰ02ｨｰ ｨｨｨｬ02ｨｪｨｨ 00. 00. 0906ｨｬ06ｨｪ06090609ｨ 08ｨ ｨｺｨｮ05ｨｹｨｰ02ｨｰ 0004 ﾂｨｨ0905ｨｨｨｰ0205ｨｹｨｪ06ｨｦ ｨｬｨ ｨｰ02ｨｬｨ ｨｰｨｨｨｺｨｨ ｨｨ ｨｺｨｨｨ 0208ｨｪ02ｨｰｨｨｨｺｨｨ 08ｨ 00020108ｨ 00ｨ ｨｰ02ｨｬｨ ｨｰｨｨ ﾂ0209ｨｺｨｨ01 ｨｬ02ｨｰ06010609 07080600ｨｪ0604ｨｨ080609ｨ ｨｪｨｨ07 000403070508010808 08000809060806080800060201010808 040809020608 05ｨｰ08ｨｮｨｺｨｰｨｮ08ｨｪ0402 ｨｨ 09ｨｰｨ ｨｰｨｨ09ｨｰｨｨ ﾂ0209ｨｺｨｨ02 ｨｬ02ｨｰ060104 ｨ ｨｪｨ 05ｨｨ04ｨ 05ｨｬ0602ｨｨ06ｨｪｨ 05ｨｹｨｪ06ｨｦ 06ｨｺ08ｨ 09ｨｺｨｨ ｨｰ02ｨｺ09ｨｰｨ 0004070605ｨｪｨｨ05ｨ : 09ｨｰｨｮ0102ｨｪｨｰｨｺｨ 417 0008ｨｮ070704 09ｨｮｨｺｨ 03ｨｺｨｨｨｪｨ 0705ｨｨ07 01ｨｨｨｺ0605ｨ 0209ｨｪｨ 01ｨ ｨｮ ﾂｨｪ04ｨｦ 08ｨｮｨｺ06090601ｨｨｨｰ0205ｨｹ: ｨｺ.00-ｨｬ.ｨｪ., 01060202ｨｪｨｰ ﾁ02010609ｨｨ ﾂ 0708ｨｨｨｦ 00ｨｨｨｺｨｰ06080609ｨｨ ﾂ 000609ｨｺ09ｨ, 2015

131 050601020803ｨ ｨｪｨｨ02 1 0009020102ｨｪｨｨ02 3 1.1 0207080201020502ｨｪｨｨ07 ｨｨ 06ｨ 0604ｨｪｨ ﾂ02ｨｪｨｨ07......................... 4 2 0609070605ｨｹ04ｨｮ02ｨｬ0402 ｨｬ02ｨｰ060104 5 3 0207ｨｨ09ｨ ｨｪｨｨ02 01ｨ ｨｪｨｪ0401 10 3.1 02ｨ ｨｪｨｪ0402..................................... 10 3.2 0308020106ｨ 08ｨ ｨ 06ｨｰｨｺｨ 01ｨ ｨｪｨｪ0401............................ 10 4 040204ｨｮ05ｨｹｨｰｨ ｨｰ04 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ0609 12 4.1 0609070605ｨｹ04ｨｮ02ｨｬｨ 07 09ｨｨ09ｨｰ02ｨｬｨ 010507 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ0609................. 12 4.2 05ｨｰ08ｨｮｨｺｨｰｨｮ08ｨ 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰｨ........................... 12 4.3 0805ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ060804................................ 12 4.4 0308060008ｨ ｨｬｨｬｨｪｨ 07 0802ｨ 05ｨｨ04ｨ 02ｨｨ07........................... 13 4.5 0609070605ｨｹ04ｨｮ02ｨｬ0402 ｨｬ02ｨｰ060104............................. 13 4.6 0806ｨｬ070604ｨｨ02ｨｨ07 ｨｬ02ｨｰ06010609............................. 18 4.7 000409060104..................................... 19 5 05ｨ ｨｺ0506 ﾂ02ｨｪｨｨ02 21 5.1 030605060302ｨｪｨｨ07 0904ｨｪ0609ｨｨｨｬ0402 ｨｪｨ 04ｨ ｨｴｨｨｨｰy...................... 21 0507ｨｨ0906ｨｺ 05ｨｨｨｰ0208ｨ ｨｰｨｮ0804 23 A 0609010601ｨｪ04ｨｦ ｨｺ0601 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ0609. 25

132 08ｨｪｨｪ06ｨｰｨ 02ｨｨ07 08ｨｪｨ 05ｨｨ04 05ｨｬ0602ｨｨ06ｨｪｨ 05ｨｹｨｪ06ｨｦ 06ｨｺ08ｨ 09ｨｺｨｨ ｨｰ02ｨｺ09ｨｰｨ 05ｨｰ06 0906090802ｨｬ02ｨｪｨｪ04ｨｦ 070601010601 060202ｨｪｨｺｨｨ ｨｬｨｪ02ｨｪｨｨ07 ｨ 09ｨｰ0608ｨ 0706 06ｨｰｨｪ060302ｨｪｨｨ06 ｨｺ 06ｨ ｨｲ02ｨｺｨｰｨ ｨｬ, ｨｺ06ｨｰ06080402 0607ｨｨ090409ｨ 06ｨｰ0907 09 ｨｰ02ｨｺ09ｨｰ02. 00 01ｨ ｨｪｨｪ06ｨｦ 08ｨ ｨ 06ｨｰ02 08ｨ 0909ｨｬｨ ｨｰ08ｨｨ09ｨ 06ｨｰ0907 08ｨ 0405ｨｨ ﾂｨｪ0402 ｨｬ02ｨｰ060104 0607080201020502ｨｪｨｨ07 ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｨ ｨｰ0209ｨｰｨ, 0708020105060302ｨｪｨｪ0402 09 05ｨｨｨｰ0208ｨ ｨｰｨｮ0802, 070806ｨｨ04090601ｨｨｨｰ0907 ｨｨ01 ｨ ｨｪｨ 05ｨｨ04 ｨｨ 0908ｨ 09ｨｪ02ｨｪｨｨ02. 0508ｨ 09ｨｪ02ｨｪｨｨ02 070806ｨｨ04090601ｨｨｨｰ0907 ｨｪｨ ｨｪ0209ｨｺ0605ｨｹｨｺｨｨ01 0906090802ｨｬ02ｨｪｨｪ0401 ｨｪｨ ｨ 0608ｨ 01 01ｨ ｨｪｨｪ0401. 080806ｨｬ02 ｨｰ060006, 0708020105ｨ 00ｨ 02ｨｰ0907 ｨｬ0601ｨｨ00ｨｨｨｺｨ 02ｨｨ07 0601ｨｪ060006 ｨｨ04 ｨｬ02ｨｰ06010609, ｨｺ06ｨｰ0608ｨ 07 ｨｮ05ｨｮ ﾂ03ｨ 02ｨｰ ｨｺｨ ﾂ0209ｨｰ0906 020006 08ｨ ｨ 06ｨｰ04. 06ｨ ｨｺ0302, 09 ｨｪｨ 09ｨｰ0607ｨｴ02ｨｦ 08ｨ ｨ 06ｨｰ02 08ｨ 0909ｨｬｨ ｨｰ08ｨｨ09ｨ 06ｨｰ0907 ｨｺ06ｨｬ070604ｨｨ02ｨｨｨｨ ｨｪ0209ｨｺ0605ｨｹｨｺｨｨ01 ｨ 05000608ｨｨｨｰｨｬ0609 ｨｬｨ 03ｨｨｨｪｨｪ060006 06ｨ ｨｮ ﾂ02ｨｪｨｨ07, ﾂｨｰ06 0706040906050702ｨｰ 0106ｨ ｨｨｨｰｨｹ0907 ｨｪｨ ｨｨｨ 06050202 09040906ｨｺ060006 ｨｺｨ ﾂ0209ｨｰ09ｨ 09080201ｨｨ 09090201 08ｨ 0909ｨｬ06ｨｰ0802ｨｪｨｪ0401 0706010106010609.

133 1 0009020102ｨｪｨｨ02 08ｨｪｨ 05ｨｨ04 05ｨｬ0602ｨｨ06ｨｪｨ 05ｨｹｨｪ06ｨｦ 06ｨｺ08ｨ 09ｨｺｨｨ ｨｰ02ｨｺ09ｨｰｨ 05ｨｰ06 0906090802ｨｬ02ｨｪｨｪ04ｨｦ 070601010601 060202ｨｪｨｺｨｨ ｨｬｨｪ02ｨｪｨｨ07 ｨ 09ｨｰ0608ｨ 0706 06ｨｰｨｪ060302ｨｪｨｨ06 ｨｺ 06ｨ ｨｲ02ｨｺｨｰｨ ｨｬ, ｨｺ06ｨｰ06080402 0607ｨｨ090409ｨ 06ｨｰ0907 09 ｨｰ02ｨｺ09ｨｰ02. 02ｨ ｨｪｨｪｨ 07 04ｨ 01ｨ ﾂｨ 09ｨｰｨ ｨｪ0609ｨｨｨｰ0907 090904 ｨ 06050202 ｨ ｨｺｨｰｨｮｨ 05ｨｹｨｪ06ｨｦ 09 070609050201ｨｪｨｨ02 00060104 09 09090704ｨｨ 09 09060408ｨ 09ｨｰｨ 06ｨｴｨｨｨｬ ﾂｨｨ090506ｨｬ 070605ｨｹ040609ｨ ｨｰ020502ｨｦ 08ｨ 0405ｨｨ ﾂｨｪ0401 ｨｨｨｪｨｰ0208ｨｪ02ｨｰ-ｨｮ0905ｨｮ00. 08 ｨｰｨ ｨｺ060006 080601ｨ ｨｮ0905ｨｮ00ｨ ｨｬ 06ｨｰｨｪ060907ｨｰ0907 ｨｬｨ 00ｨ 04ｨｨｨｪ04, 09020809ｨｨ0904 010507 07080609ｨｬ06ｨｰ08ｨ ｨｺｨｨｨｪ0600ｨｨ05ｨｹｨｬ0609, 0708060905ｨｮ03ｨｨ09ｨ ｨｪｨｨ07 ｨ ｨｮ01ｨｨ0604ｨ 07ｨｨ0902ｨｦ, ﾂｨｰ02ｨｪｨｨ07 050502ｨｺｨｰ0806ｨｪｨｪ0401 ｨｺｨｪｨｨ00. 030609ｨｺ0605ｨｹｨｺｨｮ 06ｨ ｨｲ04ｨｬ 070802010609ｨｰｨ 09050702ｨｬ06ｨｦ ｨｨｨｪ000608ｨｬｨ 02ｨｨｨｨ 06000806ｨｬ02ｨｪ, 010507 ｨｮ09070203ｨｪ060006 00ｨｮｨｪｨｺ02ｨｨ06ｨｪｨｨ080609ｨ ｨｪｨｨ07 ｨｰｨ ｨｺｨｨ01 09020809ｨｨ090609 ｨｰ0802ｨ ｨｮ06ｨｰ0907 ｨｺｨ ﾂ0209ｨｰ0902ｨｪｨｪ0402 0802ｨｺ06ｨｬ02ｨｪ01ｨ ｨｰ0205ｨｹｨｪ0402 09ｨｨ09ｨｰ02ｨｬ04. 05ｨ 01ｨ ﾂｨ 090401ｨ ﾂｨｨ 0802050209ｨ ｨｪｨｰｨｪ0401 0802ｨｺ06ｨｬ02ｨｪ01ｨ 02ｨｨｨｦ 080203ｨ 02ｨｰ0907 08ｨ 0405ｨｨ ﾂｨｪ04ｨｬｨｨ ｨｬ02ｨｰ0601ｨ ｨｬｨｨ ｨｬｨ 03ｨｨｨｪｨｪ060006 06ｨ ｨｮ ﾂ02ｨｪｨｨ07, 0601ｨｪｨｨｨｬ ｨｨ04 ｨｺ06ｨｰ06080401 ｨｨ 0709050702ｨｰ0907 ｨ ｨｪｨ 05ｨｨ04 ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰ02ｨｦ ｨｰ02ｨｺ09ｨｰ0609, ｨｺ06ｨｰ060804ｨｦ 0706040906050702ｨｰ 0607080201020507ｨｰｨｹ 06ｨｰｨｪ060302ｨｪｨｨ02 ｨ 09ｨｰ0608ｨ ｨｰ02ｨｺ09ｨｰｨ ｨｺ 0607ｨｨ090409ｨ 02ｨｬ06ｨｬｨｮ 09 ｨｰ02ｨｺ09ｨｰ02 07080201ｨｬ02ｨｰｨｮ. 08ｨｪｨ 05ｨｨ04 ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｨ, 0708ｨｨｨｬ02ｨｪ04ｨｪｨｪ04ｨｦ ｨｺ 06ｨｰ040409ｨ ｨｬ 070605ｨｹ040609ｨ ｨｰ020502ｨｦ ｨｪｨ 08ｨ 0405ｨｨ ﾂｨｪ04ｨｦ ｨｺ06ｨｪｨｰ02ｨｪｨｰ, 0706040906050702ｨｰ 090407090507ｨｰｨｹ 06ｨｰｨｪ060302ｨｪｨｨ07 ｨｺ 05ｨｰ06ｨｬｨｮ ｨｺ06ｨｪｨｰ02ｨｪｨｰｨｮ 0906 09ｨｰ060806ｨｪ04 08ｨ 04ｨｪ0401 0008ｨｮ0707 070605ｨｹ040609ｨ ｨｰ020502ｨｦ. 06ｨｰ06 0706040906050702ｨｰ 070802010609ｨｰｨ 090507ｨｰｨｹ ｨｨｨｬ 09 ｨ ｨｮ01ｨｮｨｴ02ｨｬ ｨ 06050202 0802050209ｨ ｨｪｨｰｨｪ0402 ｨｺｨｨｨｪ0600ｨｨ05ｨｹｨｬ04, ｨ ｨｮ01ｨｨ0604ｨ 07ｨｨ09ｨｨ, ｨｺｨｪｨｨ00ｨｨ ｨｨ ｨｰ.07. 00 01ｨ ｨｪｨｪ06ｨｦ 08ｨ ｨ 06ｨｰ02 08ｨ 0909ｨｬｨ ｨｰ08ｨｨ09ｨ 02ｨｰ0907 ﾂｨ 09ｨｰｨｪ04ｨｦ 0905ｨｮ ﾂｨ ｨｦ 04ｨ 01ｨ ﾂｨｨ ｨ ｨｪｨ 05ｨｨ04ｨ ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｨ, ｨ ｨｨｨｬ02ｨｪｨｪ06 ｨ ｨｨｨｪｨ 08ｨｪ04ｨｦ. 060802ｨ ｨｮ02ｨｰ0907 06070802010205ｨｨｨｰｨｹ, 0709050702ｨｰ0907 05ｨｨ 06ｨｰｨｪ060302ｨｪｨｨ02 ｨ 09ｨｰ0608ｨ ｨｺ 0607ｨｨ090409ｨ 02ｨｬ06ｨｬｨｮ ｨｺ06ｨｪｨｰ02ｨｪｨｰｨｮ 070604ｨｨｨｰｨｨ09ｨｪ04ｨｬ ｨｨ05ｨｨ ｨｪ0200ｨ ｨｰｨｨ09ｨｪ04ｨｬ. 06.02. 09ｨｰｨ 09ｨｨｨｰ0907 04ｨ 01ｨ ﾂｨ 0109ｨｮ01ｨｺ05ｨ 0909060906ｨｦ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ. 00 ｨｺｨ ﾂ0209ｨｰ0902 ｨｨ09010601ｨｪ0401 01ｨ ｨｪｨｪ0401 ｨｨ09070605ｨｹ04ｨｮ06ｨｰ0907 06ｨｰ04040904 ｨｪｨ ｨｺｨｨｨｪ0600ｨｨ05ｨｹｨｬ04, ｨｺｨｪｨｨ00ｨｨ ｨｨ 050502ｨｺｨｰ0806ｨｪｨｨｨｺｨｮ. 0209ｨｮｨｬ07 0609ｨｪ0609ｨｪ04ｨｬｨｨ 070601010601ｨ ｨｬｨｨ 09 01ｨ ｨｪｨｪ06ｨｦ 06ｨ 05ｨ 09ｨｰｨｨ 0709050706ｨｰ0907 ｨｰ.ｨｪ. 09ｨｰ08ｨｮｨｺｨｰｨｮ08ｨｪ0402 ｨｨ 09ｨｰｨ ｨｰｨｨ09ｨｰｨｨ ﾂ0209ｨｺｨｨ02 ｨｬ02ｨｰ060104. 00 0702080906ｨｦ 0008ｨｮ070702 ｨｬ02ｨｰ06010609 ｨｨ09070605ｨｹ04ｨｮ02ｨｰ0907 09ｨｰ08ｨｮｨｺｨｰｨｮ08ｨ ｨ ｨｪｨ 05ｨｨ04ｨｨ08ｨｮ02ｨｬ060006 ｨｰ02ｨｺ09ｨｰｨ, 09ｨｰ06080402 0302 ｨｪ02 06070208ｨｨ08ｨｮ06ｨｰ ｨｨｨｪ000608ｨｬｨ 02ｨｨ02ｨｦ 06 09ｨｰ08ｨｮｨｺｨｰｨｮ0802 ｨｰ02ｨｺ09ｨｰｨ, ｨ ｨｨ09070605ｨｹ04ｨｮ06ｨｰ, ｨｪｨ 0708ｨｨｨｬ0208, ﾂｨ 09ｨｰ06ｨｰ04 0909ｨｰ0802 ﾂｨ 02ｨｬ0609ｨｰｨｨ 09050609 ｨｨ05ｨｨ 09050609060906 ﾂ02ｨｰｨ ｨｪｨｨｨｦ. 00 ｨｪｨ 09ｨｰ0607ｨｴ02ｨｦ 08ｨ ｨ 06ｨｰ02 08ｨ 0909ｨｬｨ ｨｰ08ｨｨ09ｨ 06ｨｰ0907 08ｨ 0405ｨｨ ﾂｨｪ0402 0708020105060302ｨｪｨｪ0402 09 05ｨｨｨｰ0208ｨ ｨｰｨｮ0802 ｨｬ02ｨｰ060104, 070806ｨｨ04090601ｨｨｨｰ0907 ｨｨ01 ｨ ｨｪｨ 05ｨｨ04 ｨｨ 0908ｨ 09ｨｪ02ｨｪｨｨ02. 080806ｨｬ02 ｨｰ060006, 0708020105ｨ 00ｨ 02ｨｰ0907 ｨｬ0601ｨｨ00ｨｨｨｺｨ 02ｨｨ07 0601ｨｪ060006 ｨｨ04 ｨｬ02ｨｰ06010609, ｨｺ06ｨｰ0608ｨ 07 ｨｮ05ｨｮ ﾂ03ｨ 02ｨｰ ｨｺｨ ﾂ0209ｨｰ0906 020006 08ｨ ｨ 06ｨｰ04. 06ｨ ｨｺ0302, 09 ｨｪｨ 09ｨｰ0607ｨｴ02ｨｦ 08ｨ ｨ 06ｨｰ02 08ｨ 0909ｨｬｨ ｨｰ08ｨｨ09ｨ 06ｨｰ0907 ｨｺ06ｨｬ070604ｨｨ02ｨｨｨｨ ｨｪ0209ｨｺ0605ｨｹｨｺｨｨ01 ｨ 05000608ｨｨｨｰｨｬ0609 ｨｬｨ 03ｨｨｨｪｨｪ060006 06ｨ ｨｮ ﾂ02ｨｪｨｨ07, ﾂｨｰ06 0706040906050702ｨｰ 0106ｨ ｨｨｨｰｨｹ0907 ｨｪｨ ｨｨｨ 06050202 09040906ｨｺ060006 ｨｺｨ ﾂ0209ｨｰ09ｨ.

134 02ｨ ｨｪｨｪｨ 07 08ｨ ｨ 06ｨｰｨ ｨｨｨｬ0202ｨｰ 09050201ｨｮ06ｨｴｨｮ06 09ｨｰ08ｨｮｨｺｨｰｨｮ08ｨｮ. 00 08ｨ 0401020502 1 0708ｨｨ090601ｨｨｨｰ0907 090601020803ｨ ｨｰ0205ｨｹｨｪｨ 07 070609ｨｰｨ ｨｪ0609ｨｺｨ 04ｨ 01ｨ ﾂｨｨ ｨｨ 0909060107ｨｰ0907 0609ｨｪ0609ｨｪ0402 06ｨ 0604ｨｪｨ ﾂ02ｨｪｨｨ07. 00 08ｨ 0401020502 2 070806090601ｨｨｨｰ0907 06ｨ 040608 0906090802ｨｬ02ｨｪｨｪ0401 ｨｬ02ｨｰ06010609 ｨ ｨｪｨ 05ｨｨ04ｨ ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｨ ｨｰ02ｨｺ09ｨｰｨ. 00 08ｨ 0401020502 3 0607ｨｨ090409ｨ 06ｨｰ0907 01ｨ ｨｪｨｪ0402, ｨｪｨ ｨｺ06ｨｰ06080401 09 01ｨ 05ｨｹｨｪ02ｨｦ0302ｨｬ ｨ ｨｮ01ｨｮｨｰ 070806090601ｨｨｨｰ0907 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ04. 04ｨ 04010205 4 09ｨｺ0506 ﾂｨ 02ｨｰ 09 0902ｨ 07 0607ｨｨ09ｨ ｨｪｨｨ02 07080609020102ｨｪｨｪ0401 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ0609 ｨｨ ｨｨ01 080204ｨｮ05ｨｹｨｰｨ ｨｰ04. 06ｨ ｨｺ0302, 09 05ｨｰ06ｨｬ 08ｨ 0401020502 0607ｨｨ09ｨ ｨｪ06 0908ｨ 09ｨｪ02ｨｪｨｨ02 08ｨ 0405ｨｨ ﾂｨｪ0401 0706010106010609 ｨｺ ｨ ｨｪｨ 05ｨｨ04ｨｮ ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｨ ｨｰ02ｨｺ09ｨｰｨ. 1.1 0207080201020502ｨｪｨｨ07 ｨｨ 06ｨ 0604ｨｪｨ ﾂ02ｨｪｨｨ07 05ｨ 01ｨ ｨｪｨ ｨｺ06050502ｨｺ02ｨｨ07 ｨｰ02ｨｺ09ｨｰ06090401 0106ｨｺｨｮｨｬ02ｨｪｨｰ0609 D, ｨｬｨｪ06030209ｨｰ0906 ｨｮ0706ｨｰ0802ｨ 050702ｨｬ0401 09 ｨｪｨｨ01 09050609 W. 08ｨ 030104ｨｦ 0106ｨｺｨｮｨｬ02ｨｪｨｰ d ｨｨ04 ｨｺ06050502ｨｺ02ｨｨｨｨ D 0708020109ｨｰｨ 09050702ｨｰ 0906ｨ 06ｨｦ 0706090502010609ｨ ｨｰ0205ｨｹｨｪ0609ｨｰｨｹ 09050609 W d = (w 1,..., w nd ) ｨｨ04 09050609ｨ 0807 W, 000102 n d 0105ｨｨｨｪｨ 0106ｨｺｨｮｨｬ02ｨｪｨｰｨ d. 08ｨ 030106ｨｬｨｮ 0106ｨｺｨｮｨｬ02ｨｪｨｰｨｮ ｨｬ0603ｨｪ06 070609ｨｰｨ 09ｨｨｨｰｨｹ 09 090606ｨｰ0902ｨｰ09ｨｰ09ｨｨ02 020006 ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｹ t ﾊ T = {0, 1} (0 ｨｪ0200ｨ ｨｰｨｨ09ｨｪ04ｨｦ ｨｺ05ｨ 0909, 1 070604ｨｨｨｰｨｨ09ｨｪ04ｨｦ). 05ｨｮｨｴ0209ｨｰ09ｨｮ02ｨｰ ｨｪ02ｨｨ04090209ｨｰｨｪｨ 07 0202050209ｨ 07 04ｨ 09ｨｨ09ｨｨｨｬ0609ｨｰｨｹ 06ｨｰ06ｨ 08ｨ 0302ｨｪｨｨ02 y 6ﾓ5 : D T, 04ｨｪｨ ﾂ02ｨｪｨｨ07 ｨｺ06ｨｰ060806ｨｦ ｨｨ04090209ｨｰｨｪ04 ｨｰ0605ｨｹｨｺ06 ｨｪｨ 06ｨ ｨｲ02ｨｺｨｰｨ 01 ｨｺ06ｨｪ02 ﾂｨｪ06ｨｦ 06ｨ ｨｮ ﾂｨ 06ｨｴ02ｨｦ 0904ｨ 0608ｨｺｨｨ D m = {(d 1, t 1 ),..., (d m, t m )}. 060802ｨ ｨｮ02ｨｰ0907 070609ｨｰ0806ｨｨｨｰｨｹ ｨ 05000608ｨｨｨｰｨｬ a : D T, ｨｺ06ｨｰ060804ｨｦ 0708ｨｨｨ 05ｨｨ03ｨ 05 ｨ 04 ｨｪ02ｨｨ04090209ｨｰｨｪｨｮ06 0202050209ｨｮ06 04ｨ 09ｨｨ09ｨｨｨｬ0609ｨｰｨｹ ｨｺｨ ｨｺ ｨｪｨ 050502ｨｬ02ｨｪｨｰｨ 01 0904ｨ 0608ｨｺｨｨ, ｨｰｨ ｨｺ ｨｨ ｨｪｨ 090904ｨｬ ｨｬｨｪ06030209ｨｰ0902 D. 020507 060202ｨｪｨｺｨｨ ｨｺｨ ﾂ0209ｨｰ09ｨ 08ｨ ｨ 06ｨｰ04 ｨ 05000608ｨｨｨｰｨｬｨ ｨ ｨｮ0102ｨｬ ｨｨ09070605ｨｹ040609ｨ ｨｰｨｹ ｨｨｨｪ01ｨｨｨｺｨ ｨｰ0608ｨｪｨｮ06 00ｨｮｨｪｨｺ02ｨｨ06 0706ｨｰ0208ｨｹ, ﾂｨ 09ｨｰ06 ｨｨ09070605ｨｹ04ｨｮ02ｨｬｨｮ06 09 04ｨ 01ｨ ﾂｨ 01 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ: L(t, t ) = [t ﾙ t] 06ｨｬ07ｨｨ08ｨｨ ﾂ0209ｨｺｨｨｨｦ 08ｨｨ09ｨｺ 05ｨｰ06 00ｨｮｨｪｨｺ02ｨｨ06ｨｪｨ 05 ｨｺｨ ﾂ0209ｨｰ09ｨ, 01ｨ 08ｨ ｨｺｨｰ0208ｨｨ04ｨｮ06ｨｴｨｨｨｦ 09080201ｨｪ0606 0603ｨｨｨ ｨｺｨｮ ｨ 05000608ｨｨｨｰｨｬｨ a ｨｪｨ 0904ｨ 0608ｨｺ02 X m : Q(a, X m ) = 1 m m ﾆ L(a(x i ), y 6ﾓ5 (x i )). i=1

135 2 0609070605ｨｹ04ｨｮ02ｨｬ0402 ｨｬ02ｨｰ060104 00 070609050201ｨｪｨｨ02 00060104 ﾂｨｨ090506 07ｨｮｨ 05ｨｨｨｺｨ 02ｨｨｨｦ, 06090902ｨｴｨ 06ｨｴｨｨ01 070806ｨ 0502ｨｬｨｮ ｨ ｨｪｨ 05ｨｨ04ｨ ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｨ ｨｰ02ｨｺ09ｨｰｨ, 09ｨｮｨｴ0209ｨｰ0902ｨｪｨｪ06 0906040806090506. 04ｨ 0909ｨｬ06ｨｰ08ｨｨｨｬ ｨｪ02ｨｺ06ｨｰ06080402 070607ｨｮ050708ｨｪ0402 ｨｬ02ｨｰ060104, ｨｺ06ｨｰ06080402 ｨｨ09070605ｨｹ04ｨｮ06ｨｰ0907 09 ｨｪｨ 09ｨｰ0607ｨｴ0202 090802ｨｬ07. 00 08ｨ ｨ 06ｨｰ02 [7] ｨｨ09090502010609ｨ 05ｨ 09ｨｹ 070806ｨ 0502ｨｬｨ 0607080201020502ｨｪｨｨ07 05ｨｬ0602ｨｨ06ｨｪｨ 05ｨｹｨｪ06ｨｦ 06ｨｺ08ｨ 09ｨｺｨｨ 06ｨｰ0404090609 ｨｪｨ ｨｺｨｨｨｪ0600ｨｨ05ｨｹｨｬ04. 04ｨ 0909ｨｬｨ ｨｰ08ｨｨ09ｨ 050609ｨｹ ｨｪ0209ｨｺ0605ｨｹｨｺ06 ｨｬ0601020502ｨｦ 0708020109ｨｰｨ 090502ｨｪｨｨ07 0106ｨｺｨｮｨｬ02ｨｪｨｰ0609 0904ｨ 0608ｨｺｨｨ ｨｮｨｪｨｨ0008ｨ ｨｬｨｬｨｪｨ 07, ｨ ｨｨ0008ｨ ｨｬｨｬｨｪｨ 07, 09 09ｨｨ0102 ｨｰ02ｨｺ09ｨｰ0609, 090609ｨｰ0607ｨｴｨｨ01 ｨｰ0605ｨｹｨｺ06 ｨｨ04 0708ｨｨ05ｨ 00ｨ ｨｰ0205ｨｹｨｪ0401 ｨｨ ｨｰ.01. 0308ｨｨ ｨｮｨｪｨｨ0008ｨ ｨｬｨｬｨｪ06ｨｦ ｨｬ06010205ｨｨ ｨｰ02ｨｺ09ｨｰｨ (ｨｰｨ ｨｺ 0302 ｨｨ04090209ｨｰｨｪ06ｨｦ ｨｺｨ ｨｺ 06ｨｬ020306ｨｺ 0905060907, bagof words) 010205ｨ 02ｨｰ0907 07080201070605060302ｨｪｨｨ02 06 ｨｪ0204ｨ 09ｨｨ09ｨｨｨｬ0609ｨｰｨｨ 09050609, ｨｨ, ｨｰｨ ｨｺｨｨｨｬ 06ｨ 08ｨ 0406ｨｬ ｨｨ00ｨｪ0608ｨｨ08ｨｮ06ｨｰ0907 0506ｨ 0402 09090704ｨｨ ｨｬ020301ｨｮ 09050609ｨ ｨｬｨｨ 09 0708020105060302ｨｪｨｨｨｨ ｨｨ ｨｬ020301ｨｮ 0708020105060302ｨｪｨｨ07ｨｬｨｨ 09 02020506ｨｬ. 0206ｨｺｨｮｨｬ02ｨｪｨｰ d ﾊ D ｨｬ060302ｨｰ ｨ 04ｨｰｨｹ 0708020109ｨｰｨ 090502ｨｪ ｨｺｨ ｨｺ W -ｨｬ0208ｨｪ04ｨｦ 0902ｨｺｨｰ0608 d = (w 1,..., w W ), 000102 W 08ｨ 04ｨｬ0208 09050609ｨ 0807 ( ﾂｨｨ090506 ｨｪ02070609ｨｰ06080706ｨｴｨｨ010907 09050609), ｨ w i, i = 1,..., W 090209 i 060006 09050609ｨ 09 0106ｨｺｨｮｨｬ02ｨｪｨｰ02, 090209 08ｨ 0909 ﾂｨｨｨｰ0409ｨ 050907 0706 09050201ｨｮ06ｨｴｨｨｨｬ 000608ｨｬｨｮ05ｨ ｨｬ: 61 6462 w i = 1, 020905ｨｨ tf i > 0, 6463 w i = 0, 020905ｨｨ tf i = 0, ｨｨ05ｨｨ w i = tf i, 000102 tf i ﾂｨ 09ｨｰ06ｨｰｨ 0909ｨｰ0802 ﾂｨ 02ｨｬ0609ｨｰｨｨ i-060006 09050609ｨ 09 0106ｨｺｨｮｨｬ02ｨｪｨｰ02. 02ｨ ｨｪｨｪ0402 0907060906ｨ 04 0607080201020502ｨｪｨｨ07 090209ｨ 09050609 09 01ｨ 05ｨｹｨｪ02ｨｦ0302ｨｬ ｨ ｨｮ0102ｨｬ ｨｪｨ 040409ｨ ｨｰｨｹ ﾂｨ 09ｨｰ06ｨｰｨｪ04ｨｬ ｨｨ ｨ ｨｨｨｪｨ 08ｨｪ04ｨｬ 090606ｨｰ090209ｨｰ0902ｨｪｨｪ06. 040204ｨｮ05ｨｹｨｰｨ ｨｰ04 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ0609, ｨｺ06ｨｰ06080402 ｨ ｨｮ01ｨｮｨｰ 0607ｨｨ09ｨ ｨｪ04 01ｨ 050202 0706ｨｺｨ 040409ｨ 06ｨｰ, ﾂｨｰ06 ｨ ｨｨｨｪｨ 08ｨｪ0602 0708020109ｨｰｨ 090502ｨｪｨｨ02 ｨｰ02ｨｺ09ｨｰｨ 0904ｨｨ00080409ｨ 02ｨｰ 0706 0908ｨ 09ｨｪ02ｨｪｨｨ06 09 ﾂｨ 09ｨｰ06ｨｰｨｪ04ｨｬ. 0308ｨｨ ｨ ｨｨ0008ｨ ｨｬｨｬｨｪ06ｨｦ ｨｬ06010205ｨｨ (09 06ｨ ｨｴ02ｨｬ 0905ｨｮ ﾂｨ 02 n-0008ｨ ｨｬｨｬｨｪ06ｨｦ) ｨｨ09070605ｨｹ04ｨｮ02ｨｰ0907 0708020109ｨｰｨ 090502ｨｪｨｨ02 0106ｨｺｨｮｨｬ02ｨｪｨｰｨ 09 09ｨｨ0102 n-0008ｨ ｨｬｨｬ (ｨｮ070608070106 ﾂ02ｨｪｨｪ06ｨｦ 0706010706090502010609ｨ ｨｰ0205ｨｹｨｪ0609ｨｰｨｨ 09050609 0106ｨｺｨｮｨｬ02ｨｪｨｰｨ 0105ｨｨｨｪ04 n). 0609070605ｨｹ040609ｨ ｨｪｨｨ02 01ｨ ｨｪｨｪ06ｨｦ ｨｬ06010205ｨｨ 0706040906050702ｨｰ, ｨｪｨ 0708ｨｨｨｬ0208, ｨｮ ﾂｨｨｨｰ0409ｨ ｨｰｨｹ ｨｨｨｪ000608ｨｬｨ 02ｨｨ06 06 09050609060906 ﾂ02ｨｰｨ ｨｪｨｨ0701. 06ｨ ｨｺ0302 ｨ 09ｨｰ060804 08ｨ ｨ 06ｨｰ04 ｨｨ09070605ｨｹ040609ｨ 05ｨｨ ｨｬ02ｨｰｨ -ｨｨｨｪ000608ｨｬｨ 02ｨｨ06, 09090704ｨ ｨｪｨｪｨｮ06 09 ｨｰ02ｨｺ09ｨｰ06ｨｬ, ｨｪｨ 0708ｨｨｨｬ0208, ｨ 0708ｨｨ0608ｨｪｨｮ06 ｨｨｨｪ000608ｨｬｨ 02ｨｨ06 06 ﾂｨ 09ｨｰ0701 0802 ﾂｨｨ 09050609. 0201ｨｪｨ ｨｺ06 ｨｰｨ ｨｺｨ 07 0106070605ｨｪｨｨｨｰ0205ｨｹｨｪｨ 07 ｨｨｨｪ000608ｨｬｨ 02ｨｨ07 ｨｪ02 ｨｮ05ｨｮ ﾂ03ｨｨ05ｨ ｨｺｨ ﾂ0209ｨｰ0906 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ. 00 08ｨ ｨ 06ｨｰ02 ｨｨ09070605ｨｹ040609ｨ 05ｨｨ09ｨｹ

136 09050201ｨｮ06ｨｴｨｨ02 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ060804: SVM, ｨ ｨ ｨｦ0209060909ｨｺｨｨｨｦ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ0608, max-entropy-textclassier. 06ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ04 0706ｨｺｨ 04ｨ 05ｨｨ, ﾂｨｰ06 ｨｪｨ ｨｨ05ｨｮ ﾂ03ｨｨｨｦ 080204ｨｮ05ｨｹｨｰｨ ｨｰ ｨ 0405 070605ｨｮ ﾂ02ｨｪ 09 0706ｨｬ06ｨｴｨｹ06 SVM 09 08ｨ ｨｬｨｺｨ 01 0708ｨｨ04ｨｪｨ ｨｺ0609060006 07080609ｨｰ08ｨ ｨｪ09ｨｰ09ｨ, 04ｨ 01ｨ 09ｨ 02ｨｬ060006 ｨｮｨｪｨｨ0008ｨ ｨｬｨｬｨｪ06ｨｦ ｨｬ06010205ｨｹ06. 0809ｨｰ060804 [9] 07080201050603ｨｨ05ｨｨ ｨ 05000608ｨｨｨｰｨｬ 06ｨ ｨｮ ﾂ02ｨｪｨｨ07 ｨ 0204 ｨｮ ﾂｨｨｨｰ020507 010507 04ｨ 01ｨ ﾂｨｨ 0607080201020502ｨｪｨｨ07 ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｨ 06ｨｰ0404090609. 00 08ｨ ｨ 06ｨｰ02 ｨ 040506 090409ｨｺｨ 04ｨ ｨｪ06 07080201070605060302ｨｪｨｨ02, ﾂｨｰ06 ｨｪｨ ｨｨｨ 06050202 09ｨ 03ｨｪｨ 07 ｨｨｨｪ000608ｨｬｨ 02ｨｨ07 06ｨ 06ｨｰ04040902 090601020803ｨｨｨｰ0907 09 0708ｨｨ05ｨ 00ｨ ｨｰ0205ｨｹｨｪ0401 ｨｨ ｨｪｨ 0802 ﾂｨｨ0701. 020507 070806090208ｨｺｨｨ 05ｨｰ060006 07080201070605060302ｨｪｨｨ07 ｨｺ ｨｰ0209ｨｰｨｮ ｨ 0405ｨ 0708ｨｨｨｬ02ｨｪ02ｨｪｨ ｨ 09ｨｰ06ｨｬｨ ｨｰｨｨ ﾂ0209ｨｺｨ 07 08ｨ 04ｨｬ02ｨｰｨｺｨ ｨｪｨ ﾂｨ 09ｨｰｨｨ 0802 ﾂｨｨ (part-of-speech tagger) 010507 090401020502ｨｪｨｨ07 0008ｨ 04, 090601020803ｨ ｨｴｨｨ01 0708ｨｨ05ｨ 00ｨ ｨｰ0205ｨｹｨｪ0402 (09 09ｨｮｨｴ0209ｨｰ09ｨｨｨｰ0205ｨｹｨｪ04ｨｬｨｨ) ｨｨ05ｨｨ ｨｪｨ 0802 ﾂｨｨ07 (09 0005ｨ 000605ｨ ｨｬｨｨ). 01ｨ 09050201ｨｮ06ｨｴ02ｨｬ 05ｨｰｨ 0702 060708020102050705ｨ 09ｨｹ 05ｨｬ0602ｨｨ06ｨｪｨ 05ｨｹｨｪｨ 07 060202ｨｪｨｺｨ ｨｺｨ 030106ｨｦ 090401020502ｨｪｨｪ06ｨｦ 0008ｨ 0404. 02ｨｪｨ 060708020102050705ｨ 09ｨｹ ｨ 05ｨｨ040609ｨｰｨｹ06 0008ｨ 0404 ｨｺ 05ｨｰｨ 0506ｨｪｨｪ04ｨｬ 09050609ｨ ｨｬ 06excellent07 ｨｨ 06poor07. 00 ｨｺｨ ﾂ0209ｨｰ0902 ｨｬ020804 ｨ 05ｨｨ040609ｨｰｨｨ ｨ 09ｨｰ060804 ｨｨ09070605ｨｹ040609ｨ 05ｨｨ ｨｬ02ｨｰ08ｨｨｨｺｨｮ 0706ｨｰ06 ﾂ02 ﾂｨｪ06ｨｦ 0904ｨ ｨｨｨｬｨｪ06ｨｦ ｨｨｨｪ000608ｨｬｨ 02ｨｨｨｨ (Pointwise Mutual Information), ｨｨ0901060107 ｨｨ04 07080201070605060302ｨｪｨｨ07, ﾂｨｰ06 09040906ｨｺｨ 07 09ｨｰ020702ｨｪｨｹ 090609ｨｬ0209ｨｰｨｪ06ｨｦ 0909ｨｰ0802 ﾂｨ 02ｨｬ0609ｨｰｨｨ 0008ｨ 04 ｨｮｨｺｨ 040409ｨ 02ｨｰ ｨｪｨ ｨｨ01 090106030209ｨｰｨｹ. P MI(word 1, word 2 ) = log 2 P (word 1, word 2 ) P (word 1 ) P (word 2 ) 05ｨｪｨ ﾂ02ｨｪｨｨ07 ｨｬ02ｨｰ08ｨｨｨｺｨｨ ｨ 0405ｨｨ 0708ｨｨｨ 05ｨｨ04ｨｨｨｰ0205ｨｹｨｪ06 070609 ﾂｨｨｨｰｨ ｨｪ04 09 0706ｨｬ06ｨｴｨｹ06 0706ｨｨ09ｨｺ060906ｨｦ 09ｨｨ09ｨｰ02ｨｬ04 Altavista 1 : P MI(word 1, word 2 ) = log 2 hits(word 1 NEAR word 2 ) hits(word 1 ) hits(word 2 ), 000102 hits(query) ﾂｨｨ090506 06ｨｰ0902ｨｰ0609 090401ｨ 09ｨ 02ｨｬ0401 0706 01ｨ ｨｪｨｪ06ｨｬｨｮ 04ｨ 07080609ｨｮ. 0606ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｹ 0008ｨ 0404 polarity 060708020102050705ｨ 09ｨｹ ｨｺｨ ｨｺ polarity(phrase) = P M I(phrase, 06excellent07) 6ﾓ1 P M I(phrase, 06poor07) polarity(phrase) = log 2 hits(phrase NEAR 06excellent07) hits(06poor07) hits(phrase N EAR 06poor07) hits(06excellent07) 020202ｨｪｨｺｨ ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｨ 06ｨｰ040409ｨ 070605ｨｮ ﾂｨ 05ｨ 09ｨｹ ｨｮ09080201ｨｪ02ｨｪｨｨ02ｨｬ 09090201 060202ｨｪ06ｨｺ ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰ02ｨｦ 0008ｨ 04 05ｨｰ060006 06ｨｰ040409ｨ. 0805ｨ 0909 0106ｨｺｨｮｨｬ02ｨｪｨｰｨ (070604ｨｨｨｰｨｨ09ｨｪ04ｨｦ ｨｨ05ｨｨ ｨｪ0200ｨ ｨｰｨｨ09ｨｪ04ｨｦ) 0607080201020507050907 09 0706ｨｬ06ｨｴｨｹ06 07060806000609060006 080203ｨ 06ｨｴ020006 0708ｨ 09ｨｨ05ｨ. 1 http://www.altavista.com/sites/search/adv

137 0207ｨｨ09ｨ ｨｪｨｪ04ｨｦ 070601010601 ｨｪ020705060106 0706ｨｺｨ 04ｨ 05 0902ｨ 07 0708ｨｨ 08020302ｨｪｨｨｨｨ 080701ｨ 04ｨ 01ｨ ﾂ. 0602ｨｬ ｨｪ02 ｨｬ02ｨｪ0202, 080204ｨｮ05ｨｹｨｰｨ ｨｰ04, 070605ｨｮ ﾂ02ｨｪｨｪ0402 ｨｨｨｬ 0708ｨｨ 08020302ｨｪｨｨｨｨ 070806ｨ 0502ｨｬ04 0607080201020502ｨｪｨｨ07 ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｨ 06ｨｰ0404090609 ｨｪｨ ｨｺｨｨｨｪ0600ｨｨ05ｨｹｨｬ04, 06ｨｺｨ 04ｨ 05ｨｨ09ｨｹ ｨｪｨｨ0302, ﾂ02ｨｬ ｨｮ SVM [7]. 00 08ｨ ｨ 06ｨｰ02 [4] 01ｨ ｨｪｨｪ0402 0708020109ｨｰｨ 09050705ｨｨ09ｨｹ ｨｬ06010205ｨｹ06 06ｨｬ0203ｨｺｨ 0905060907 (d = (w 1,..., w n ), 6ﾑ6d ﾊ D). 0201ｨｪｨ ｨｺ06 09 06ｨｰ05ｨｨ ﾂｨｨｨｨ 06ｨｰ [7], 000102 ｨｨ09070605ｨｹ040609ｨ 05ｨｨ09ｨｹ 07080609ｨｰ0402 07060101060104 ｨｺ 0904090203ｨｨ09ｨ ｨｪｨｨ06 09050609 (2), ｨ 09ｨｰ060804 07080201050603ｨｨ05ｨｨ ｨｪ0209ｨｺ0605ｨｹｨｺ06 ｨ 06050202 09050603ｨｪ0401 09020906090401 00ｨｮｨｪｨｺ02ｨｨｨｦ. 00 ｨｺｨ ﾂ0209ｨｰ0902 0609ｨｪ060904 ｨｨ09070605ｨｹ040609ｨ 05ｨ 09ｨｹ 09ｨｰｨ ｨｰｨｨ09ｨｰｨｨ ﾂ0209ｨｺｨ 07 ｨｬ0208ｨ TF-IDF : w i = tf i ﾁ idf i, 6ｦ1 000102 tf i ﾂｨ 09ｨｰ06ｨｰｨ 0909ｨｰ0802 ﾂｨ 02ｨｬ0609ｨｰｨｨ i-0006 09050609ｨ 09 0106ｨｺｨｮｨｬ02ｨｪｨｰ02; 6ｦ1 idf i 06ｨ 08ｨ ｨｰｨｪｨ 07 ﾂｨ 09ｨｰ06ｨｰｨ 0106ｨｺｨｮｨｬ02ｨｪｨｰｨ (inverse document frequency). 0809ｨｰ060804 09ｨｰｨ ｨｰｨｹｨｨ 08ｨ 0909ｨｬ06ｨｰ080205ｨｨ 08ｨ 04ｨｪ0402 ｨｬ0601ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ 05ｨｰ06ｨｦ ｨｬ020804, ｨｪｨ 0708ｨｨｨｬ0208, ｨｬ0601ｨｨ00ｨｨｨｺｨ 02ｨｨ07 6ﾒ2(t) idf: w i = tf i log 2 ( N 1 df i,1 ) 6ﾓ1 tf i log 2 ( N 2 df i,2 ) = tf i log 2 ( N 1 df i,2 N 2 df i,1 ), 6ｦ1 000102 N j ﾂｨｨ090506 ｨｰ0802ｨｪｨｨ08060906 ﾂｨｪ0401 0106ｨｺｨｮｨｬ02ｨｪｨｰ0609 09 ｨｺ05ｨ 090902 j, 6ｦ1 df i,j ﾂｨｨ090506 ｨｰ0802ｨｪｨｨ08060906 ﾂｨｪ0401 0106ｨｺｨｮｨｬ02ｨｪｨｰ0609 ｨｺ05ｨ 0909ｨ j, ｨｺ06ｨｰ06080402 090601020803ｨ ｨｰ 0905060906 i. 02ｨ ｨｪｨｪ04ｨｦ 070601010601 ｨｪ02 0708020105ｨ 00ｨ 02ｨｰ ｨｪｨｨｨｺｨ ｨｺ060006 090005ｨ 03ｨｨ09ｨ ｨｪｨｨ07, ｨｨ 070605ｨｰ06ｨｬｨｮ 090604ｨｪｨｨｨｺｨ 06ｨｰ 070806ｨ 0502ｨｬ04 09 09050609ｨ ｨｬｨｨ, ｨｺ06ｨｰ06080402 0909ｨｰ0802 ﾂｨ 06ｨｰ0907 ｨｰ0605ｨｹｨｺ06 09 0601ｨｪ06ｨｬ ｨｺ05ｨ 090902 (df ij = 0). 020507 08020302ｨｪｨｨ07 05ｨｰ06ｨｦ 070806ｨ 0502ｨｬ04 ｨ 0405 0708020105060302ｨｪ 090005ｨ 0302ｨｪｨｪ04ｨｦ ｨ ｨｪｨ 050600: w i = tf i log 2 ( N 1 df i,2 + 0.5 N 2 df i,1 + 0.5 ) 010608ｨｬｨｨ080609ｨ ｨｪｨｨ02 0902090609 09050609 0601ｨｪ060006 0106ｨｺｨｮｨｬ02ｨｪｨｰｨ d = (w 1,... w n ), 6ﾑ6d ﾊ D 070806ｨｨ04090601ｨｨ050609ｨｹ 0706 000608ｨｬｨｮ05ｨ ｨｬ: ｬd ｬ = 1 ﾌ w 2 1 + + w 2 n (l2), ｨｨ05ｨｨ ｬd ｬ = 1 w 1 + + w n (l1), 05ｨｨｨ 06 ｨｪ02 070806090601ｨｨ050609ｨｹ 0906090902ｨｬ. 000209 09050609ｨ 09 0106ｨｺｨｮｨｬ02ｨｪｨｰ02 04ｨ 01ｨ 09ｨ 050907 ｨｰ0806ｨｦｨｺ06ｨｦ (tf, idf, norm) 000102 000608ｨｬｨｮ0504 010507 08ｨ 09- ﾂ02ｨｰｨ ｨｺ06ｨｬ0706ｨｪ02ｨｪｨｰ ｨ 08ｨ 05ｨｨ09ｨｹ ｨｨ04 ｨｰｨ ｨ 05ｨｨ0204 2. 090405ｨ 07080609020102ｨｪｨ 090208ｨｨ07 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ0609, 09 01060102

138 ｨｺ06ｨｰ06080401 090902090604ｨｬ0603ｨｪ0402 0708020109ｨｰｨ 090502ｨｪｨｨ07 0902090609 09050609 ｨｨ09070605ｨｹ040609ｨ 05ｨｨ09ｨｹ 09 ｨｪ0608ｨｬｨｨ080609ｨｺ06ｨｦ ｨｨ ｨ 0204 ｨｪ0204. 01ｨ ｨｨ05ｨｮ ﾂ03ｨｨ02 080204ｨｮ05ｨｹｨｰｨ ｨｰ04 0706ｨｺｨ 04ｨ 05ｨｨ ｨｺ06ｨｬｨ ｨｨｨｪｨ 02ｨｨｨｨ o6ﾒ2(k)n, b6ﾒ2(t )n. 0207ｨｨ09ｨ ｨｪｨｪ0402 09040302 ｨｬ0601ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ ｨｬ020804 TF-IDF 070604090605ｨｨ05ｨｨ 0106ｨ ｨｨｨｰｨｹ0907 ｨｮ05ｨｮ ﾂ0302ｨｪｨｨ07 080204ｨｮ05ｨｹｨｰｨ ｨｰ0609 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ 0106ｨｺｨｮｨｬ02ｨｪｨｰ0609. 08ｨ ｨ 080209ｨｨｨ ｨｰｨｮ08ｨ TF 08ｨ ｨ 080209ｨｨｨ ｨｰｨｮ08ｨ IDF n (natural) tf n (no) 1 l (logarithm) 1 + log(tf) t (idf) log N df a (augmented) 0.5 + 0.5tf p (prob idf) log N6ﾓ1df max_t(tf) df b(boolean) I[tf i > 0] L(log ave) o(bm25) k (BM25 idf) log N6ﾓ1df+0.5 df+0.5 6ﾒ2(t) (Delta idf) log N 1df 2 N 2 df 1 1+log(tf) 6ﾒ2(t ) (Delta smoothed idf) log N 1df 2 +0.5 1+log(avg_dl) N 2 df 1 +0.5 (k 1 +1)tf k 1 ((16ﾓ1b+b dl 6ﾒ2(k) log (N 16ﾓ1df 1 +0.5)df 2 +0.5 avg d l )+tf (N 2 6ﾓ1df 2 +0.5)df 1 +0.5 06ｨ ｨ 05ｨｨ02ｨ 1: avg_dl 09080201ｨｪ0202 ﾂｨｨ090506 09050609 09 0106ｨｺｨｮｨｬ02ｨｪｨｰｨ 01, dl 0105ｨｨｨｪｨ 0106ｨｺｨｮｨｬ02ｨｪｨｰｨ, k 1 = 1.2, b = 0.95 07ｨ 08ｨ ｨｬ02ｨｰ0804 ｨ 0405ｨｨ 07060106ｨ 08ｨ ｨｪ04 ｨ 09ｨｰ0608ｨ ｨｬｨｨ 09ｨｰｨ ｨｰｨｹｨｨ [4]. 01060904ｨｦ 070601010601 ｨｺ 08020302ｨｪｨｨ06 01ｨ ｨｪｨｪ06ｨｦ 04ｨ 01ｨ ﾂｨｨ ｨ 0405 0708020105060302ｨｪ 09 [5]. 00 020006 08ｨ ｨｬｨｺｨ 01 ｨｺｨ 030104ｨｦ 0106ｨｺｨｮｨｬ02ｨｪｨｰ 0708020109ｨｰｨ 090507050907 09 09ｨｨ0102 0008ｨ 00ｨ. 00020803ｨｨｨｪｨ ｨｬｨｨ 05ｨｰ060006 0008ｨ 00ｨ 0709050706ｨｰ0907 0708020105060302ｨｪｨｨ07, 0804ｨ 08ｨ ｨｬｨｨ ｨｰ.ｨｪ. ｨｺ06050000ｨｨ02ｨｨ02ｨｪｨｰ04 09090704ｨｨ, 08ｨ 0909 ﾂｨｨｨｰ0409ｨ 02ｨｬ0402 09 0706ｨｬ06ｨｴｨｹ06 08ｨ 0405ｨｨ ﾂｨｪ0401 050908ｨｨ09ｨｰｨｨｨｺ. 080806ｨｬ02 ｨｰ060006, 09 ｨｺｨ 030106ｨｬ ｨｰｨ ｨｺ06ｨｬ 0008ｨ 0002 ｨｨｨｬ0206ｨｰ0907 010902 0106070605ｨｪｨｨｨｰ0205ｨｹｨｪ0402 09020803ｨｨｨｪ04 09ｨｮｨ ｨｲ02ｨｺｨｰｨｨ09ｨｪ0402 ｨｨ 06ｨ ｨｲ02ｨｺｨｰｨｨ09ｨｪ0402 0706050609ｨ. 0809ｨｰ060804 0607ｨｨ09ｨ 05ｨｨ ｨ 05000608ｨｨｨｰｨｬ 08ｨ 04ｨ ｨｨ02ｨｪｨｨ07 0106ｨｺｨｮｨｬ02ｨｪｨｰｨ ｨｪｨ 06ｨ ｨｲ02ｨｺｨｰｨｨ09ｨｪ0402 ｨｨ 09ｨｮｨ ｨｲ02ｨｺｨｰｨｨ09ｨｪ0402 0708020105060302ｨｪｨｨ07 ｨｪｨ 0609ｨｪ060902 0706ｨｨ09ｨｺｨ ｨｬｨｨｨｪｨｨｨｬｨ 05ｨｹｨｪ060006 08ｨ 04080204ｨ (0902 ﾂ02ｨｪｨｨ07) 05ｨｰ060006 0008ｨ 00ｨ, 0706090502 ﾂ020006 0708ｨｨｨｬ02ｨｪ0705ｨｨ ｨｬ02ｨｰ060104 ｨｬｨ 03ｨｨｨｪｨｪ060006 06ｨ ｨｮ ﾂ02ｨｪｨｨ07 ｨｰ0605ｨｹｨｺ06 ｨｺ ﾂｨ 09ｨｰ07ｨｬ 0106ｨｺｨｮｨｬ02ｨｪｨｰｨ, 090601020803ｨ ｨｴｨｨｨｬ 05ｨｬ0602ｨｨ06ｨｪｨ 05ｨｹｨｪｨｮ06 06ｨｺ08ｨ 09ｨｺｨｮ. 00 0908ｨ 09ｨｪ02ｨｪｨｨｨｨ 09 070802010401ｨｮｨｴ02ｨｦ 08ｨ ｨ 06ｨｰ06ｨｦ, ｨｰｨ ｨｺ06ｨｦ 070601010601 070604090605ｨｨ05 ｨｮ05ｨｮ ﾂ03ｨｨｨｰｨｹ ｨｺｨ ﾂ0209ｨｰ0906 ｨ ｨｪｨ 05ｨｨ04ｨ (ｨｪｨ 2-3% 0708ｨｨ ｨｨ09070605ｨｹ040609ｨ ｨｪｨｨｨｨ SVM) ｨｨ 09 09080201ｨｪ02ｨｬ 0906ｨｺ08ｨ ｨｰｨｨｨｰｨｹ 08ｨ 04ｨｬ0208 ｨｰ02ｨｺ09ｨｰｨ 06ｨ ｨｮ ﾂｨ 06ｨｴｨｨ01 06ｨｰ0404090609 ｨｪｨ 40%. 000902 08ｨ 0909ｨｬ06ｨｰ0802ｨｪｨｪ0402 08ｨ ｨｪｨｪ0202 07060101060104 ｨｪ02 ｨｮ ﾂｨｨｨｰ0409ｨ 06ｨｰ 09ｨｰ08ｨｮｨｺｨｰｨｮ08ｨｮ 0106ｨｺｨｮｨｬ02ｨｪｨｰｨ, ｨｨｨｪ000608ｨｬｨ 02ｨｨ07 06 ｨｺ06ｨｰ060806ｨｦ ｨｬ060302ｨｰ ｨｮ05ｨｮ ﾂ03ｨｨｨｰｨｹ ｨｰ06 ﾂｨｪ0609ｨｰｨｹ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ. 05ｨｪｨ ｨｪｨｨ02 06 09ｨｰ08ｨｮｨｺｨｰｨｮ0802 0106ｨｺｨｮｨｬ02ｨｪｨｰｨ 0706040906050702ｨｰ, ｨｪｨ 0708ｨｨｨｬ0208, 09090601ｨｨｨｰｨｹ 08ｨ 0405ｨｨ ﾂｨｪ0402 090209ｨ 010507 08ｨ 0405ｨｨ ﾂｨｪ0401 ﾂｨ 09ｨｰ02ｨｦ ｨｰ02ｨｺ09ｨｰｨ (0909020102ｨｪｨｨ07, 04ｨ ｨｺ0506 ﾂ02ｨｪｨｨ07 ｨｨ ｨｰ.01). 090605ｨｹ03ｨｨｨｪ09ｨｰ0906 06ｨｰ0404090609 090601020803ｨ ｨｰ 04ｨｪｨ ﾂｨｨｨｬｨｮ06 ｨｨｨｪ000608ｨｬｨ 02ｨｨ06 09 ｨｺ06ｨｪ0202, 070605ｨｰ06ｨｬｨｮ, 0708ｨｨ0909ｨ ｨｨ09ｨ 07 09050609ｨ ｨｬ ｨｨ04 04ｨ ｨｺ0506 ﾂ02ｨｪｨｨ07

139 ｨ 0605ｨｹ03ｨｨｨｦ 090209, ｨｬ0603ｨｪ06 0106ｨ ｨｨｨｰｨｹ0907 070609040302ｨｪｨｨ02 ｨｺｨ ﾂ0209ｨｰ09ｨ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ. 00 06ｨ ｨｴ02ｨｬ, ｨｬ0603ｨｪ06 010205ｨｨｨｰｨｹ 06ｨｰ040409 ｨｪｨ ｨｪ02ｨｺ06ｨｰ06080602 ｨｺ0605ｨｨ ﾂ0209ｨｰ0906 ﾂｨ 09ｨｰ02ｨｦ ｨｨ 0708ｨｨ0909ｨ ｨｨ09ｨ ｨｰｨｹ 08ｨ 04ｨｪ0402 090209ｨ 09050609ｨ ｨｬ ｨｨ04 08ｨ 04ｨｪ0401 ﾂｨ 09ｨｰ02ｨｦ. 0809ｨｰ060804 09ｨｰｨ ｨｰｨｹｨｨ [8] 07080201050603ｨｨ05ｨｨ ｨｬ02ｨｰ0601 0607080201020502ｨｪｨｨ07 ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｨ 06ｨｰ040409ｨ 09 0706ｨｬ06ｨｴｨｹ06 07060109 ﾂ02ｨｰｨ ｨｪ02ｨｺ06ｨｰ060806ｨｦ ｨｬ02ｨｰ08ｨｨｨｺｨｨ ｨｨ ｨｨ09070605ｨｹ040609ｨ ｨｪｨｨ07 07060806000609060006 080203ｨ 06ｨｴ020006 0708ｨ 09ｨｨ05ｨ. 020507 060202ｨｪｨｨ09ｨ ｨｪｨｨ07 ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｨ 06ｨｰ040409ｨ ｨｨ09070605ｨｹ040609ｨ 050907 ｨ 05000608ｨｨｨｰｨｬ SO-CAL (Semantic Orientation CALculator): ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｹ ｨｺｨ 0301060006 09050609ｨ 0904 ﾂｨｨ09050705ｨ 09ｨｹ 09 0706ｨｬ06ｨｴｨｹ06 0706ｨｨ09ｨｺ060906ｨｦ 09ｨｨ09ｨｰ02ｨｬ04 Google, 07ｨｮｨｰ02ｨｬ 0607080201020502ｨｪｨｨ07 ｨｬ020804 090609ｨｬ0209ｨｰｨｪ06ｨｦ 0909ｨｰ0802 ﾂｨ 02ｨｬ0609ｨｰｨｨ 01ｨ ｨｪｨｪ060006 09050609ｨ ｨｨ 09050609 ｨｨ04 08ｨ 04ｨｬ02 ﾂ02ｨｪｨｪ060006 09050609ｨ 0807; ｨｮ ﾂｨｨｨｰ0409ｨ 050609ｨｹ 0905ｨｨ07ｨｪｨｨ02 09050609-ｨｬ0601ｨｨ00ｨｨｨｺｨ ｨｰ06080609 (ｨｰｨ ｨｺｨｨ01 ｨｺｨ ｨｺ 06really07, 06(the) most07, 06pretty07 ｨｨ ｨｰ.01.) ｨｪｨ 06ｨ ｨｴｨｮ06 05ｨｬ0602ｨｨ06ｨｪｨ 05ｨｹｨｪｨｮ06 06ｨｺ08ｨ 09ｨｺｨｮ 0008ｨ 0404; ｨｰｨ ｨｺ0302 ｨ 09ｨｰ060804 ｨ 05000608ｨｨｨｰｨｬｨ ｨｮ ﾂｨｨｨｰ0409ｨ 05ｨｨ ｨｨｨｪ090208ｨｰｨｨ080609ｨ ｨｪｨｨ02 ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｨ, ｨｪｨ 0708ｨｨｨｬ0208, 09 0706ｨｬ06ｨｴｨｹ06 09050609 06not07, 06never07 ｨｨ ｨｰ.01. 02ｨ ｨｪｨｪ04ｨｦ 070601010601 070604090605ｨｨ05 05ｨｮ ﾂ0302 060202ｨｪｨｨ09ｨ ｨｰｨｹ ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｹ 09050603ｨｪ0401 06ｨｰ0404090609. 00 08ｨ ｨ 06ｨｰ02 [2] ｨ 09ｨｰ060804 ｨｨ09070605ｨｹ040609ｨ 05ｨｨ ｨｰ020608ｨｨ06 08ｨｨｨｰ0608ｨｨ ﾂ0209ｨｺ06ｨｦ 09ｨｰ08ｨｮｨｺｨｰｨｮ0804 (Rhetorical Structure Theory). 02ｨ ｨｪｨｪｨ 07 ｨｰ020608ｨｨ07 0609ｨｪ0609ｨ ｨｪｨ ｨｪｨ ｨｰ06ｨｬ, ﾂｨｰ06 ｨｰ02ｨｺ09ｨｰ 08ｨ 04ｨ ｨｨ09ｨ 02ｨｰ0907 ｨｪｨ ｨｪ02ｨｺ06ｨｰ06080402 ﾂｨ 09ｨｰｨｨ (spans) ｨｨ ｨｬ020301ｨｮ ｨｪｨｨｨｬｨｨ 060708020102050706ｨｰ0907 08ｨｨｨｰ0608ｨｨ ﾂ0209ｨｺｨｨ02 06ｨｰｨｪ060302ｨｪｨｨ07. 00040102050706ｨｰ ｨｪ0209ｨｺ0605ｨｹｨｺ06 ｨｰｨｨ070609 08ｨｨｨｰ0608ｨｨ ﾂ0209ｨｺｨｨ01 06ｨｰｨｪ060302ｨｪｨｨｨｦ: 0706090502010609ｨ ｨｰ0205ｨｹｨｪ0609ｨｰｨｹ (sequence), 070806ｨｰｨｨ0906070609ｨｰｨ 090502ｨｪｨｨ02 (contrast), ｨｺ06ｨｪｨｲ06ｨｪｨｺ02ｨｨ07 (joint) ｨｨ ｨｰ.01. 00 06ｨ ｨｴ02ｨｬ, 09ｨｮｨｴ0209ｨｰ09ｨｮ02ｨｰ 0109ｨ 0907060906ｨ ｨ 070609ｨｰ080602ｨｪｨｨ07 09050603ｨｪ060006 0708020105060302ｨｪｨｨ07: 07ｨ 08ｨ ｨｰｨ ｨｺ09ｨｨ09 [11] ｨｨ 00ｨｨ0706ｨｰｨ ｨｺ09ｨｨ09 [11]. 0308ｨｨ 00ｨｨ0706ｨｰｨ ｨｺ09ｨｨ0902 0601ｨｪｨ ﾂｨ 09ｨｰｨｹ ｨｰ02ｨｺ09ｨｰｨ 0709050702ｨｰ0907 07010806ｨｬ 07010806ｨｬ (nucleus), ｨ 0609ｨｰｨ 05ｨｹｨｪ0402 09ｨ ｨｰ020505ｨｨｨｰｨ ｨｬｨｨ (satellite). 08010806 05ｨｰ06 ｨｪｨ ｨｨｨ 06050202 ｨｨｨｪ000608ｨｬｨ ｨｰｨｨ09ｨｪｨ 07 ﾂｨ 09ｨｰｨｹ ｨｰ02ｨｺ09ｨｰｨ. 05ｨ ｨｰ020505ｨｨｨｰ04 ｨｬ02ｨｪ0202 09ｨ 03ｨｪ0402 ﾂｨ 09ｨｰｨｨ ｨｰ02ｨｺ09ｨｰｨ, 06ｨｪｨｨ 04ｨ 09ｨｨ0907ｨｰ 06ｨｰ 07010208. 0308ｨｨ 0108ｨｮ0006ｨｬ 0907060906ｨ 02 070609ｨｰ080602ｨｪｨｨ07 0708020105060302ｨｪｨｨ07 (07ｨ 08ｨ ｨｰｨ ｨｺ09ｨｨ0902) 090902 ﾂｨ 09ｨｰｨｨ ｨｰ02ｨｺ09ｨｰｨ 0601ｨｨｨｪｨ ｨｺ060906 04ｨｪｨ ﾂｨｨｨｬ04, 090502010609ｨ ｨｰ0205ｨｹｨｪ06 06ｨｪｨｨ 090902 08ｨ 0909ｨｬｨ ｨｰ08ｨｨ09ｨ 06ｨｰ0907 ｨｺｨ ｨｺ 070108ｨ. 0208ｨｮ00ｨｨｨｬｨｨ 09050609ｨ ｨｬｨｨ, 08ｨ 0909ｨｬｨ ｨｰ08ｨｨ09ｨ 06ｨｰ0907 09050603ｨｪ06070601 ﾂｨｨｨｪ02ｨｪｨｪ0402 ｨｨ 09050603ｨｪ060906 ﾂｨｨｨｪ02ｨｪｨｪ0402 0708020105060302ｨｪｨｨ07. 00 ｨｰ020608ｨｨｨｨ 08ｨｨｨｰ0608ｨｨ ﾂ0209ｨｺ06ｨｦ 09ｨｰ08ｨｮｨｺｨｰｨｮ0804 07080609ｨｰ0402 0708020105060302ｨｪｨｨ07 0709050706ｨｰ0907 050502ｨｬ02ｨｪｨｰｨ 08ｨｪ04ｨｬｨｨ ﾂｨ 09ｨｰ07ｨｬｨｨ ｨｰ02ｨｺ09ｨｰｨ, 06ｨｪｨｨ ｨｬ0600ｨｮｨｰ 06ｨ ｨｲ0201ｨｨｨｪ07ｨｰ0907 ｨｨ 06ｨ 08ｨ 040609ｨ ｨｰｨｹ ｨ 06050202 09050603ｨｪ0402 0201ｨｨｨｪｨｨ0204. 02ｨ ｨｪｨｪ04ｨｦ 070601010601 0706040906050702ｨｰ 0607ｨｨ090409ｨ ｨｰｨｹ 09ｨｰ080602ｨｪｨｨ02 ｨｰ02ｨｺ09ｨｰｨ 09 09ｨｨ0102 ｨｨ0208ｨ 0801ｨｨ ﾂ0209ｨｺ06ｨｦ 09ｨｰ08ｨｮｨｺｨｰｨｮ0804 RST-0102080209ｨ [3]. 06ｨ ｨｺ06ｨｦ 0907060906ｨ 0708020109ｨｰｨ 090502ｨｪｨｨ07 ｨｰ02ｨｺ09ｨｰｨ 0706040906050702ｨｰ 09090601ｨｨｨｰｨｹ 08ｨ 0405ｨｨ ﾂｨｪ0402 090209ｨ 010507 09050609 ｨｨ04 08ｨ 04ｨｪ0401 ﾂｨ 09ｨｰ02ｨｦ, ﾂｨｰ06 0706040906050702ｨｰ ｨ 06050202 ｨｰ06 ﾂｨｪ06 0607080201020507ｨｰｨｹ ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｹ 0106ｨｺｨｮｨｬ02ｨｪｨｰｨ 09 02020506ｨｬ.

1310 3 0207ｨｨ09ｨ ｨｪｨｨ02 01ｨ ｨｪｨｪ0401 3.1 02ｨ ｨｪｨｪ0402 020507 07080609020102ｨｪｨｨ07 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ0609 ｨ 0405ｨｨ 0904ｨ 08ｨ ｨｪ04 0109ｨ ｨｪｨ ｨ 0608ｨ 01ｨ ｨｪｨｪ0401: Movie Review Data 2 ｨｨ Multi-Domain Sentiment Dataset 3. Movie Review Data 090601020803ｨｨｨｰ ｨｺ06050502ｨｺ02ｨｨ06 06ｨｰ0404090609 ｨｪｨ ｨｺｨｨｨｪ0600ｨｨ05ｨｹｨｬ04 ｨｨ04090502 ﾂ02ｨｪｨｪ0401 ｨｨ04 Internet Movie Database (IMDb). 090405ｨｨ 06ｨｰ06ｨ 08ｨ ｨｪ04 ｨｰ0605ｨｹｨｺ06 0706050603ｨｨｨｰ0205ｨｹｨｪ0402 ｨｨ ｨｪ0200ｨ ｨｰｨｨ09ｨｪ0402 06ｨｰ04040904. 06ｨ ｨｺ0302, ﾂｨｰ06ｨ 04 ｨｨ04ｨ 0203ｨ ｨｰｨｹ 0106ｨｬｨｨｨｪｨｨ080609ｨ ｨｪｨｨ07 09070202ｨｨ00ｨｨ ﾂ0209ｨｺ06ｨｦ 0502ｨｺ09ｨｨｨｺｨｨ ｨ 040506 ｨｪｨ 05060302ｨｪ06 060008ｨ ｨｪｨｨ ﾂ02ｨｪｨｨ02 ｨｪｨ ｨｺ0605ｨｨ ﾂ0209ｨｰ0906 06ｨｰ0404090609 06ｨｰ 0601ｨｪ060006 ｨ 09ｨｰ0608ｨ (ｨｪ02 ｨ 06050202 20 06ｨｰ0404090609). 00 ｨｨｨｰ060002 ｨ 0405 070605ｨｮ ﾂ02ｨｪ ｨｪｨ ｨ 0608 01ｨ ｨｪｨｪ0401 ｨｨ04 2000 06ｨｰ0404090609: 1000 0706050603ｨｨｨｰ0205ｨｹｨｪ0401 ｨｨ 1000 ｨｪ0200ｨ ｨｰｨｨ09ｨｪ0401. Multi-Domain Sentiment Dataset 090601020803ｨｨｨｰ 06ｨｰ04040904 0706ｨｺｨｮ07ｨ ｨｰ020502ｨｦ ｨｪｨ 08ｨ 0405ｨｨ ﾂｨｪ0402 07080601ｨｮｨｺｨｰ04, ｨｨｨｪ000608ｨｬｨ 02ｨｨ07 ｨ 0405ｨ 070605ｨｮ ﾂ02ｨｪｨ 09 09ｨ ｨｦｨｰｨ Amazon.com. 02ｨ ｨｪｨｪ04ｨｦ ｨｪｨ ｨ 0608 01ｨ ｨｪｨｪ0401 090609ｨｰ06ｨｨｨｰ ｨｨ04 06ｨｰ0404090609 ｨｪｨ ｨｺｨｪｨｨ00ｨｨ, dvd ｨｨ 050502ｨｺｨｰ0806ｨｪｨｨｨｺｨｮ, 0706 2000 06ｨｰ0404090609 ｨｪｨ ｨｺｨ 0301ｨｮ06 ｨｺｨ ｨｰ02000608ｨｨ06, ｨｺ05ｨ 090904 09ｨ ｨ 05ｨ ｨｪ09ｨｨ080609ｨ ｨｪ04 (1000 06ｨｰ0404090609 ｨｪｨ ｨｺｨ 030104ｨｦ ｨｺ05ｨ 0909). 00 ｨｰｨ ｨ 05ｨｨ0202 2 0708ｨｨ09020102ｨｪ04 ｨｪ02ｨｺ06ｨｰ06080402 01ｨ 08ｨ ｨｺｨｰ0208ｨｨ09ｨｰｨｨｨｺｨｨ 01ｨ ｨｪｨｪ0401. ｨｺｨｨｨｪ0600ｨｨ05ｨｹｨｬ04 ｨｺｨｪｨｨ00ｨｨ dvd 050502ｨｺｨｰ0806ｨｪｨｨｨｺｨ 09080201ｨｪ0707 0105ｨｨｨｪｨ 06ｨｰ040409ｨ 629 166 160 103 09080201ｨｪ0707 0105ｨｨｨｪｨ 0706050603ｨｨｨｰ0205ｨｹｨｪ060006 06ｨｰ040409ｨ 593 170 151 103 09080201ｨｪ0707 0105ｨｨｨｪｨ ｨｪ0200ｨ ｨｰｨｨ09ｨｪ060006 06ｨｰ040409ｨ 665 162 169 102 08ｨ 04ｨｬ0208 09050609ｨ 08ｨｨｨｺｨ 39659 22503 21758 11450 06ｨ ｨ 05ｨｨ02ｨ 2: 09ｨ 08ｨ ｨｺｨｰ0208ｨｨ09ｨｰｨｨｨｺｨｨ 01ｨ ｨｪｨｪ0401. 3.2 0308020106ｨ 08ｨ ｨ 06ｨｰｨｺｨ 01ｨ ｨｪｨｪ0401 06ｨ ｨｺ ｨｺｨ ｨｺ ｨｨ09010601ｨｪ0402 01ｨ ｨｪｨｪ0402 0709050706ｨｰ0907 ｨｪ0206ｨ 08ｨ ｨ 06ｨｰｨ ｨｪｨｪ04ｨｬ ｨｰ02ｨｺ09ｨｰ06ｨｬ, ｨ 0405ｨ 07080609020102ｨｪｨ 0708020109ｨ 08ｨｨｨｰ0205ｨｹｨｪｨ 07 06ｨ 08ｨ ｨ 06ｨｰｨｺｨ 010507 0708ｨｨ09020102ｨｪｨｨ07 0106ｨｺｨｮｨｬ02ｨｪｨｰ0609 ｨｺ ｨｪ0608ｨｬｨ 05ｨｨ040609ｨ ｨｪｨｪ06ｨｬｨｮ 09ｨｨ01ｨｮ. 04ｨ 0909ｨｬ06ｨｰ08ｨｨｨｬ ｨｰ08ｨｨ 05ｨｰｨ 07ｨ 0708020106ｨ 08ｨ ｨ 06ｨｰｨｺｨｨ ｨｰ02ｨｺ09ｨｰｨ : 0708ｨｨ09020102ｨｪｨｨ02 ｨｰ02ｨｺ09ｨｰｨ ｨｺ ｨｪｨｨ03ｨｪ02ｨｬｨｮ 080200ｨｨ09ｨｰ08ｨｮ, 09ｨｰ02ｨｬｨｬｨｨｨｪ00, ｨｮ01ｨ 0502ｨｪｨｨ02 080201ｨｺ06 ｨｨ ﾂｨ 09ｨｰ06 0909ｨｰ0802 ﾂｨ 06ｨｴｨｨ010907 09050609. 2 http://www.cs.cornell.edu/people/pabo/movie-review-data/ 3 http://www.cs.jhu.edu/ mdredze/datasets/sentiment/index2.html

1311 05ｨｰ02ｨｬｨｬｨｨｨｪ00 09050609 070806ｨｨ04090601ｨｨｨｰ0907 010507 0708ｨｨ09020102ｨｪｨｨ07 09050609ｨ ｨｺ 020006 0609ｨｪ060902. 0606 0209ｨｰｨｹ 08ｨ 04ｨｪ0402 000608ｨｬ04 09050609ｨ 0708ｨｨ09060107ｨｰ0907 ｨｺ 0201ｨｨｨｪ06ｨｬｨｮ 09ｨｨ01ｨｮ. 00 ｨｪｨ 09ｨｰ0607ｨｴ02ｨｦ 08ｨ ｨ 06ｨｰ02 ｨｨ09070605ｨｹ040609ｨ 050907 09ｨｰ02ｨｬｨｬ0208 030608ｨｰ0208ｨ 4. 06ｨ ｨｺ ｨｺｨ ｨｺ 090902 ｨｪｨ ｨ 060804 01ｨ ｨｪｨｪ0401 ｨｨｨｬ0206ｨｰ ｨ 0605ｨｹ0306ｨｦ 08ｨ 04ｨｬ0208 09050609ｨ 0807, ｨｪ02 08ｨ 0909ｨｬｨ ｨｰ08ｨｨ09ｨ 05ｨｨ09ｨｹ 0708ｨｨ04ｨｪｨ ｨｺｨｨ, ｨｺ06ｨｰ06080402 0909ｨｰ0802 ﾂｨ 06ｨｰ0907 08020302 ﾂ02ｨｬ 04ｨ 01ｨ ｨｪｨｪ0602 070608060006090602 ﾂｨｨ090506 08ｨ 04. 020507 0607080201020502ｨｪｨｨ07 01ｨ ｨｪｨｪ060006 0706080600ｨ ｨ 0405ｨ 07080609020102ｨｪｨ 090208ｨｨ07 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ0609. 030905ｨｨ ｨｪ02 08ｨ 0909ｨｬｨ ｨｰ08ｨｨ09ｨ ｨｰｨｹ 0708ｨｨ04ｨｪｨ ｨｺｨｨ, ｨｺ06ｨｰ06080402 0909ｨｰ0802 ﾂｨ 06ｨｰ0907 08020302, ﾂ02ｨｬ ｨｰ08ｨｨ 08ｨ 04ｨ, ｨｰ06 ｨｺｨ ﾂ0209ｨｰ0906 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ ｨｪ02 ｨｮ01ｨｮ0103ｨｨｨｰ0907, 0706 0908ｨ 09ｨｪ02ｨｪｨｨ06 09 ｨｨ09070605ｨｹ040609ｨ ｨｪｨｨ02ｨｬ 09090201 0708ｨｨ04ｨｪｨ ｨｺ0609, 09ｨｬ. 08ｨｨ09. 1. 84 83 82 dvd el books movies 81 accuracy 80 79 78 77 76 1 2 3 4 5 6 7 threshold 04ｨｨ09. 1: 0606 ﾂｨｪ0609ｨｰｨｹ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ 010507 08ｨ 0405ｨｨ ﾂｨｪ0401 07060806000609 ｨｪｨ ﾂｨ 09ｨｰ06ｨｰｨｮ 0909ｨｰ0802 ﾂｨ 02ｨｬ0609ｨｰｨｨ 0708ｨｨ04ｨｪｨ ｨｺ0609. NB, ｨｬ06010205ｨｹ (1,1). 06ｨ ｨｺ0302 ｨｪ02 ｨｮ ﾂｨｨｨｰ0409ｨ 05ｨｨ09ｨｹ ﾂｨ 09ｨｰ06 0909ｨｰ0802 ﾂｨ 02ｨｬ0402 09050609ｨ (01ｨ ｨｪｨｪ0602 07080206ｨ 08ｨ 040609ｨ ｨｪｨｨ02, 09 0609ｨｪ0609ｨｪ06ｨｬ, 04ｨ ｨｰ08ｨ 00ｨｨ09ｨ 02ｨｰ 07080201050600ｨｨ, 0906060404 ｨｨ ｨｰ.01.). 4 http://www.nltk.org/api/nltk.stem.html

1312 4 040204ｨｮ05ｨｹｨｰｨ ｨｰ04 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ0609 4.1 0609070605ｨｹ04ｨｮ02ｨｬｨ 07 09ｨｨ09ｨｰ02ｨｬｨ 010507 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ0609 000902 0904 ﾂｨｨ090502ｨｪｨｨ07 070806ｨｨ04090601ｨｨ05ｨｨ09ｨｹ ｨｪｨ ｨｺ06ｨｬ07ｨｹ06ｨｰ020802 Toshiba Satellite. 0609070605ｨｹ040609ｨ 050907 070806020209090608 2 010102 Intel Core i5, 4 01ｨ 06070208ｨ ｨｰｨｨ09ｨｪ06ｨｦ 07ｨ ｨｬ07ｨｰｨｨ 1600 000102, 06070208ｨ 02ｨｨ06ｨｪｨｪｨ 07 09ｨｨ09ｨｰ02ｨｬｨ Ubuntu 14.04.2 LTS. 4.2 05ｨｰ08ｨｮｨｺｨｰｨｮ08ｨ 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰｨ 06ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ04 070806090601ｨｨ05ｨｨ09ｨｹ 0706 09050201ｨｮ06ｨｴ02ｨｦ 090102ｨｬ02: ｨｺｨ 0301ｨ 07 ｨｨ09010601ｨｪｨ 07 0904ｨ 0608ｨｺｨ 010205ｨｨ05ｨ 09ｨｹ ｨｪｨ 2 ﾂｨ 09ｨｰｨｨ, 20% 09ｨｰｨ ｨｪ0609ｨｨ05ｨｨ09ｨｹ 09ｨｺ0804ｨｰ06ｨｦ ｨｰ0209ｨｰ060906ｨｦ 0904ｨ 0608ｨｺ06ｨｦ, ｨ 0609ｨｰｨ 05ｨｹｨｪ0402 80% 0904ｨ 0608ｨｺｨｨ 00ｨｨｨｺ09ｨｨ080609ｨ 05ｨｨ09ｨｹ 010507 07080609020102ｨｪｨｨ07 070806020201ｨｮ0804 09ｨｺ0605ｨｹ0407ｨｴ020006 ｨｺ06ｨｪｨｰ08060507 09 020205ｨｹ06 070609040302ｨｪｨｨ07 ｨｮ09ｨｰ06ｨｦ ﾂｨｨ090609ｨｰｨｨ 080204ｨｮ05ｨｹｨｰｨ ｨｰｨ. 0207ｨｨ0302ｨｬ 070806020201ｨｮ08ｨｮ 09ｨｺ0605ｨｹ0407ｨｴ020006 ｨｺ06ｨｪｨｰ08060507: 09ｨｰ0608ｨ 07 ﾂｨ 09ｨｰｨｹ 0904ｨ 0608ｨｺｨｨ 0905ｨｮ ﾂｨ ｨｦｨｪ04ｨｬ 06ｨ 08ｨ 0406ｨｬ 010205ｨｨ05ｨ 09ｨｹ ｨｪｨ 09060902ｨｬｨｹ 0706010904ｨ 060806ｨｺ. 02ｨ 050202, ｨ 040506 070806ｨｨ0409020102ｨｪ06 09060902ｨｬｨｹ 04ｨ 07ｨｮ09ｨｺ0609, 09 01060102 ｨｺ06ｨｰ06080401 ｨｺｨ 0301ｨ 07 0706010904ｨ 0608ｨｺｨ ｨ 0405ｨ ｨｨ09070605ｨｹ040609ｨ ｨｪｨ 09 ｨｺｨ ﾂ0209ｨｰ0902 ｨｰ0209ｨｰ060906ｨｦ 0601ｨｨｨｪ 08ｨ 04. 000902 0609ｨｰｨ 05ｨｹｨｪ0402 0706010904ｨ 0608ｨｺｨｨ, 0708ｨｨ 05ｨｰ06ｨｬ, ｨ 0405ｨｨ ｨｨ09070605ｨｹ040609ｨ ｨｪ04 010507 06ｨ ｨｮ ﾂ02ｨｪｨｨ07 ｨｬ0601020502ｨｦ. 06ｨｰ06000609ｨ 07 ｨｰ06 ﾂｨｪ0609ｨｰｨｹ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ ｨ 0405ｨ 070605ｨｮ ﾂ02ｨｪｨ ｨｮ09080201ｨｪ02ｨｪｨｨ02ｨｬ 080204ｨｮ05ｨｹｨｰｨ ｨｰ0609 09090201 090609ｨｹｨｬｨｨ 04ｨ 07ｨｮ09ｨｺ0609. 06ｨ ｨｺｨｨｨｬ 06ｨ 08ｨ 0406ｨｬ, 09 ｨｺｨ 030106ｨｬ 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ02 0904 ﾂｨｨ09050706ｨｰ0907 010902 090205ｨｨ ﾂｨｨｨｪ04: ｨｰ06 ﾂｨｪ0609ｨｰｨｹ ｨｪｨ 09ｨｺ0605ｨｹ0407ｨｴ02ｨｬ ｨｺ06ｨｪｨｰ08060502 09 090609ｨｹｨｬｨｹ06 00060501ｨ ｨｬｨｨ ｨｨ ｨｰ06 ﾂｨｪ0609ｨｰｨｹ ｨｪｨ 09ｨｺ0804ｨｰ06ｨｦ ｨｰ0209ｨｰ060906ｨｦ 0904ｨ 0608ｨｺ02. 4.3 0805ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ060804 00 01ｨ ｨｪｨｪ06ｨｦ 08ｨ ｨ 06ｨｰ02 ｨ 0405ｨｨ 08ｨ 0909ｨｬ06ｨｰ0802ｨｪ04 09050201ｨｮ06ｨｴｨｨ02 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ060804: 05ｨｨｨｪ02ｨｦｨｪ04ｨｦ SVM, SVM 09 RBF 07010806ｨｬ, 0109ｨｮ01090506ｨｦｨｪｨ 07 ｨｪ02ｨｦ0806ｨｪｨｪｨ 07 0902ｨｰｨｹ 09 09ｨｨ00ｨｬ06ｨｨ01ｨ 05ｨｹｨｪ06ｨｦ 00ｨｮｨｪｨｺ02ｨｨ02ｨｦ ｨ ｨｺｨｰｨｨ09ｨ 02ｨｨｨｨ (NN) ｨｨ ｨｪｨ ｨｨ09ｨｪ04ｨｦ ｨ ｨ ｨｦ0209060909ｨｺｨｨｨｦ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ0608 (NB). 02ｨｪｨｨ 0709050706ｨｰ0907 0601ｨｪｨｨｨｬｨｨ ｨｨ04 09ｨ ｨｬ0401 08ｨ 0907080609ｨｰ08ｨ ｨｪ02ｨｪｨｪ0401 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ06080609, ｨｨ09070605ｨｹ04ｨｮ02ｨｬ0401 010507 08020302ｨｪｨｨ07 04ｨ 01ｨ ﾂｨｨ 0607080201020502ｨｪｨｨ07 ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｨ ｨｰ02ｨｺ09ｨｰｨ. 030605ｨｰ06ｨｬｨｮ ｨｨｨｬ02ｨｪｨｪ06 06ｨｪｨｨ ｨ 0405ｨｨ 0904ｨ 08ｨ ｨｪ04 010507 07080609020102ｨｪｨｨ07 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ0609. 020507 SVM ｨｨ ｨｪ02ｨｦ0806ｨｪｨｪ06ｨｦ 0902ｨｰｨｨ ｨ 0405ｨ 070806ｨｨ0409020102ｨｪｨ ｨｪｨ 09ｨｰ0806ｨｦｨｺｨ 07ｨ 08ｨ ｨｬ02ｨｰ080609 0706 0902ｨｰｨｺ02. SVM ｨｪｨ 09ｨｰ0806ｨｦｨｺｨ 07ｨ 08ｨ ｨｬ02ｨｰ08ｨ 080200ｨｮ050708ｨｨ04ｨ 02ｨｨｨｨ C; SVM 09 RBF 07010806ｨｬ ｨｪｨ 09ｨｰ0806ｨｦｨｺｨ 07ｨ 08ｨ ｨｬ02ｨｰ08ｨ 080200ｨｮ050708ｨｨ04ｨ 02ｨｨｨｨ C ｨｨ 03ｨｨ08ｨｨｨｪ04 070108ｨ ｦﾃ; NN 070601ｨ 0608 ｨｺ0605ｨｨ ﾂ0209ｨｰ09ｨ ｨｪ02ｨｦ0806ｨｪ0609 ｨｪｨ 09ｨｺ0804ｨｰ06ｨｬ ｨｮ080609ｨｪ02 ｨｨ ｨｪｨ 09ｨｰ0806ｨｦｨｺｨ ｨｺ06050000ｨｨ02ｨｨ02ｨｪｨｰｨ 09ｨｺ06080609ｨｰｨｨ 06ｨ ｨｮ ﾂ02ｨｪｨｨ07.

1313 4.4 0308060008ｨ ｨｬｨｬｨｪｨ 07 0802ｨ 05ｨｨ04ｨ 02ｨｨ07 06ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ04 ｨ 0405ｨｨ 0802ｨ 05ｨｨ040609ｨ ｨｪ04 ｨｪｨ 070404ｨｺ02 0708060008ｨ ｨｬｨｬｨｨ080609ｨ ｨｪｨｨ07 Python 2.7.6 09 ｨｨ09070605ｨｹ040609ｨ ｨｪｨｨ02ｨｬ ｨ ｨｨｨ 05ｨｨ06ｨｰ02ｨｺ scikit-learn 14.1 5 ｨｨ nltk 6. 06ｨ ｨｺ0302 ｨ 0405ｨ ｨｨ09070605ｨｹ040609ｨ ｨｪｨ ｨ ｨｨｨ 05ｨｨ06ｨｰ02ｨｺｨ Vowpal Wabbit (VW) 7. 0308060008ｨ ｨｬｨｬｨｪｨｮ06 0802ｨ 05ｨｨ04ｨ 02ｨｨ06 ｨｬ0603ｨｪ06 ｨｮ09050609ｨｪ06 08ｨ 04010205ｨｨｨｰｨｹ ｨｪｨ 010902 ﾂｨ 09ｨｰｨｨ. 03020809ｨ 07 ﾂｨ 09ｨｰｨｹ 09ｨｺ0506 ﾂｨ 02ｨｰ 09 0902ｨ 07 0708020106ｨ 08ｨ ｨ 06ｨｰｨｺｨｮ ｨｰ02ｨｺ09ｨｰｨ, ｨ ｨｰｨ ｨｺ0302 08ｨ 04ｨ ｨｨ02ｨｪｨｨ02 ｨｺ06050502ｨｺ02ｨｨｨｨ ｨｪｨ ｨｺ06ｨｪｨｰ080605ｨｹｨｪｨｮ06 ｨｨ 06ｨ ｨｮ ﾂｨ 06ｨｴｨｮ06 0904ｨ 0608ｨｺｨｨ. 02ｨ 050202, 010507 070609ｨｰ0608ｨｪ060006 090609070806ｨｨ0409020102ｨｪｨｨ07 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ0609, 0708020106ｨ 08ｨ ｨ 06ｨｰｨ ｨｪｨｪ0402 01ｨ ｨｪｨｪ0402 09060108ｨ ｨｪ0705ｨｨ09ｨｹ 09 000608ｨｬｨ ｨｰ02 svmlight 8. 00ｨｰ0608ｨ 07 ﾂｨ 09ｨｰｨｹ 0708060008ｨ ｨｬｨｬ04 090601020803ｨｨｨｰ ｨｺ0601, 0802ｨ 05ｨｨ04ｨｮ06ｨｴｨｨｨｦ ｨｪ0207060908020109ｨｰ0902ｨｪｨｪ06 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨ06 0106ｨｺｨｮｨｬ02ｨｪｨｰ0609. 09ｨｨ09ｨｰｨｨｨｪ00 0708060008ｨ ｨｬｨｬｨｪ06ｨｦ 0802ｨ 05ｨｨ04ｨ 02ｨｨｨｨ 0708ｨｨ09020104ｨｪ 09 0708ｨｨ05060302ｨｪｨｨｨｨ 08. 4.5 0609070605ｨｹ04ｨｮ02ｨｬ0402 ｨｬ02ｨｰ060104 04ｨ 0909ｨｬ06ｨｰ08ｨｨｨｬ 08ｨ 0405ｨｨ ﾂｨｪ0402 ｨｬ06010205ｨｨ 0708ｨｨ04ｨｪｨ ｨｺ0609060006 0708020109ｨｰｨ 090502ｨｪｨｨ07 01ｨ ｨｪｨｪ0401: ｨｮｨｪｨｨ0008ｨ ｨｬｨｬｨｪｨｮ06, ｨ ｨｨ0008ｨ ｨｬｨｬｨｪｨｮ06 ｨｨ ｨｰ.01. 00 ｨｰｨ ｨ 05ｨｨ0202 3 0708ｨｨ09020102ｨｪ04 04ｨｪｨ ﾂ02ｨｪｨｨ07 ｨｰ06 ﾂｨｪ0609ｨｰｨｨ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ 05ｨｰｨｨ01 ｨｬ0601020502ｨｦ ｨｪｨ 09ｨｺ0605ｨｹ0407ｨｴ02ｨｬ ｨｺ06ｨｪｨｰ08060502. 05010209ｨｹ ｨｨ 01ｨ 050202, 070601 06ｨ 0604ｨｪｨ ﾂ02ｨｪｨｨ02ｨｬ (1, n) 07060108ｨ 04ｨｮｨｬ0209ｨ 02ｨｰ0907 ｨｺ06ｨｬｨ ｨｨｨｪｨ 02ｨｨ07 ｨｮｨｪｨｨ0008ｨ ｨｬｨｬ, ｨ ｨｨ0008ｨ ｨｬｨｬ ｨｨ n-0008ｨ ｨｬｨｬ. (1, n) ( ﾂ) ｨｺ06ｨｬｨ ｨｨｨｪｨ 02ｨｨ07 1-n 0008ｨ ｨｬｨｬ, ﾂｨ 09ｨｰ06ｨｰｨｪ0602 0708020109ｨｰｨ 090502ｨｪｨｨ02 0902090609 (2). 020507 ｨｺｨ 0301060006 ｨｪｨ ｨ 0608ｨ 01ｨ ｨｪｨｪ0401 03ｨｨ08ｨｪ04ｨｬ ｨ 040506 090401020502ｨｪ06 05ｨｮ ﾂ030202 04ｨｪｨ ﾂ02ｨｪｨｨ02. 08 090902ｨｬ 0907060906ｨ ｨ ｨｬ 0708020109ｨｰｨ 090502ｨｪｨｨ07 0708ｨｨ04ｨｪｨ ｨｺ0609 ｨ 0405ｨ 0708ｨｨｨｬ02ｨｪ02ｨｪｨ ｨｪ0608ｨｬｨｨ080609ｨｺｨ, 0706 000608ｨｬｨｮ0502 (l2) (01ｨ ｨｪｨｪｨ 07 ｨｪ0608ｨｬｨ ｨ 0405ｨ 0904ｨ 08ｨ ｨｪｨ 0706090502 07080609020102ｨｪｨｨ07 090208ｨｨｨｨ 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ0609 09 08ｨ 0405ｨｨ ﾂｨｪ04ｨｬｨｨ 09ｨｨ01ｨ ｨｬｨｨ ｨｪ0608ｨｬｨｨ080609ｨｺｨｨ). 0606 ﾂｨｪ0609ｨｰｨｹ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ 0904ｨ 060806ｨｺ 09 ｨｪ0608ｨｬｨｨ080609ｨ ｨｪｨｪ04ｨｬｨｨ 0708ｨｨ04ｨｪｨ ｨｺｨ ｨｬｨｨ 09040302, ﾂ02ｨｬ ｨ 0204 ｨｪ0608ｨｬｨｨ080609ｨｺｨｨ. 020507 09090201 ｨｪｨ ｨ 06080609 01ｨ ｨｪｨｪ0401 ｨｪｨ ｨｨ05ｨｮ ﾂ03ｨｨ02 080204ｨｮ05ｨｹｨｰｨ ｨｰ04 0706ｨｺｨ 040409ｨ 02ｨｰ 1-2 0008ｨ ｨｬｨｬｨｪ0602 ｨｨ 1-3 0008ｨ ｨｬｨｬｨｪ0602 0708ｨｨ04ｨｪｨ ｨｺ06090602 0708020109ｨｰｨ 090502ｨｪｨｨ02. 05ｨ ｨｬ02ｨｰｨｨｨｬ, ﾂｨｰ06 ｨｮ090205ｨｨ ﾂ02ｨｪｨｨ02 ﾂｨｨ0905ｨ n-0008ｨ ｨｬｨｬ ｨｪ02 01ｨ 02ｨｰ 0708ｨｨ080609ｨｰｨ ｨｺｨ ﾂ0209ｨｰ09ｨ, ｨ 08ｨ 04ｨｬ020804 0708ｨｨ04ｨｪｨ ｨｺ0609060006 07080609ｨｰ08ｨ ｨｪ09ｨｰ09ｨ 0708ｨｨ 05ｨｰ06ｨｬ 09ｨｨ05ｨｹｨｪ06 ｨｮ090205ｨｨ ﾂｨｨ09ｨ 06ｨｰ0907. 09ｨｨｨｪｨ 08ｨｪ0602 0708020109ｨｰｨ 090502ｨｪｨｨ02 0902090609 09050609 0106ｨｺｨｮｨｬ02ｨｪｨｰｨ 01ｨ 02ｨｰ ｨ 06050202 09040906ｨｺｨｨ02 0706ｨｺｨ 04ｨ ｨｰ0205ｨｨ ｨｺｨ ﾂ0209ｨｰ09ｨ, 0706 0908ｨ 09ｨｪ02ｨｪｨｨ06 09 ﾂｨ 09ｨｰ06ｨｰｨｪ04ｨｬ ｨ ｨｪｨ 05060006ｨｬ. 5 http://scikit-learn.org/stable/ 6 http://www.nltk.org/ 7 https://github.com/johnlangford/vowpal_wabbit/wiki 8 http://scikit-learn.org/stable/modules/generated/sklearn.datasets.dump_svmlight_ file.html

1314 dvd dvd dvd 0505ｨｺｨｺｨｺ000000ｨｨ 0505-0505- ｨｺｨｪｨｨ- ｨｺｨｪｨｨ- ｨｺｨｪｨｨ- ｨｺ/00 ｨｺ/00 ｨｺ/00 NN SVM NB NN SVM NB NN SVM NB NN SVM NB (1,1) 79.5 80.25 80 79.05 78.29 78.19 80 81.56 82.06 85.56 86.81 83.31 (1,1) ( ﾂ) 80.4 81.15 82.05 80.3 79.42 80.98 81.5 82.31 82.98 86.18 87.1 84.7 (1,2) 83.5 83 80.75 81.12 79.14 80.44 83.31 83.62 84.94 85.63 87.38 84.44 (1,2) ( ﾂ) 82.12 81.97 78.8 79.92 78.2 79.74 82.5 81.8 83.44 84.1 86.9 82.14 (1,3) 82.5 82.75 81.25 80.62 79.57 79.5 83 83.69 85.69 84.31 87.19 85.19 (1,3) ( ﾂ) 81.9 82.05 80.22 79.5 78 77.91 82.1 84.1 84.14 83.6 86.12 83.8 (1,4) 83 83 81.75 80.75 79.43 79.88 83.06 83.69 85.1 85.44 86.8 85.44 (1,4) ( ﾂ) 81.5 82.1 79.85 79.44 76.4 77.6 80 81.7 82.78 83.2 85.1 84.14 (2,2) 78.25 77 80.25 79.31 77.79 74.88 80.19 81.19 83.25 83.75 82.31 84.44 (2,2) ( ﾂ) 77.5 76.1 79.1 78 76.14 74.04 79.4 80 81.75 82.13 80.4 82.28 (3,3) 68.75 72.5 72.25 72.56 69.79 67.94 73.69 75.69 76.88 79.88 78.44 80.75 (3,3) ( ﾂ) 66 70.7 70.65 70.12 65.1 64.19 72.05 73.8 74.57 77 77.5 79.1 (4,4) 61.75 65.5 63.75 64.25 63.21 62.25 65.5 68.19 63.81 71.5 72.12 74.94 (4,4) ( ﾂ) 60.5 63.2 60.4 62.8 62.1 60.5 63.97 66.91 62 69.41 70.14 72.2 06ｨ ｨ 05ｨｨ02ｨ 3: 0606 ﾂｨｪ0609ｨｰｨｹ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ (09 %) 08ｨ 0405ｨｨ ﾂｨｪ0401 ｨｬ0601020502ｨｦ 0708020109ｨｰｨ 090502ｨｪｨｨ07 0708ｨｨ04ｨｪｨ ｨｺ0609. 00 ｨｰｨ ｨ 05ｨｨ0202 4 090407ｨｨ09ｨ ｨｪ04 080204ｨｮ05ｨｹｨｰｨ ｨｰ04 ｨｰ06 ﾂｨｪ0609ｨｰｨｨ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ ｨｪｨ 09ｨｺ0605ｨｹ0407ｨｴ02ｨｬ ｨｺ06ｨｪｨｰ08060502 06ｨｰ0404090609 ｨｪｨ dvd. 020507 09090201 ｨｬ0601020502ｨｦ 0708020109ｨｰｨ 090502ｨｪｨｨ07 01ｨ ｨｪｨｪ0401 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ0608 SVM c RBF 07010806ｨｬ 01ｨ 04ｨｰ ｨｪｨ ｨｨ01ｨｮ0103ｨｨ02 080204ｨｮ05ｨｹｨｰｨ ｨｰ04. 01ｨ 0609ｨｰｨ 05ｨｹｨｪ0401 ｨｪｨ ｨ 0608ｨ 01 01ｨ ｨｪｨｪ0401 01ｨ ｨｪｨｪｨ 07 ｨｰ02ｨｪ0102ｨｪ02ｨｨ07 09060108ｨ ｨｪ0702ｨｰ0907. 00 01ｨ 05ｨｹｨｪ02ｨｦ0302ｨｬ 06ｨｰｨｺｨ 0302ｨｬ0907 06ｨｰ 08ｨ 0909ｨｬ06ｨｰ0802ｨｪｨｨ07 01ｨ ｨｪｨｪ060006 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ0608ｨ, 020905ｨｨ ｨｪ02 06000609060802ｨｪ06 0108ｨｮ000602. 00 ｨｰｨ ｨ 05ｨｨ0202 5 070802010609ｨｰｨ 090502ｨｪ04 080204ｨｮ05ｨｹｨｰｨ ｨｰ04 0908ｨ 09ｨｪ02ｨｪｨｨ07 08ｨ 0405ｨｨ ﾂｨｪ0401 ｨｬ0601ｨｨ00ｨｨｨｺｨ 02ｨｨｨｦ TF- IDF, 0607ｨｨ09ｨ ｨｪｨｪ0401 09 08ｨ 0401020502 2. 01ｨ 0706ｨｬｨｪｨｨｨｬ, ﾂｨｰ06 ｨｨ09070605ｨｹ040609ｨ 05ｨ 09ｨｹ ｨｬ06010205ｨｹ 0708020109ｨｰｨ 090502ｨｪｨｨ07 0106ｨｺｨｮｨｬ02ｨｪｨｰｨ 090209ｨ ｨｬｨｨ 09050609: d = (w 1,..., w n ), 6ﾑ6d ﾊ D. 000209 09050609ｨ w i 04ｨ 01ｨ 09ｨ 050907 ｨｰ0806ｨｦｨｺ06ｨｦ (tf, idf, norm), 000608ｨｬｨｮ0504 010507 08ｨ 09 ﾂ02ｨｰｨ ｨｺ06ｨｬ0706ｨｪ02ｨｪｨｰ ｨ 08ｨ 05ｨｨ09ｨｹ ｨｨ04 ｨｰｨ ｨ 05ｨｨ0204 2. 06ｨ ｨｺ ｨｺｨ ｨｺ 06ｨ ｨｴ0202 ﾂｨｨ090506 ｨｺ06ｨｬｨ ｨｨｨｪｨ 02ｨｨｨｦ ｨ 0605ｨｹ030602 09 ｨｰｨ ｨ 05ｨｨ0202 0708ｨｨ09020102ｨｪ04 080204ｨｮ05ｨｹｨｰｨ ｨｰ04 ｨｰ0605ｨｹｨｺ06 010507

1315 (1,1) (1,2) (1,3) (1,4) (2,2) (3, 3) (4, 4) NN 79.5 83.5 82.5 83 78.25 68.75 61.75 SVM 80.25 83 82.75 83 77 72.5 65.5 SVM RBF 77.5 76.9 77.25 76.75 75.5 67.9 63.5 NB 80 80.75 81.25 81.75 80.25 72.25 63.75 06ｨ ｨ 05ｨｨ02ｨ 4: 0508ｨ 09ｨｪ02ｨｪｨｨ02 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ06080609. 01ｨ ｨ 0608 01ｨ ｨｪｨｪ0401 dvd. 05ｨｮ ﾂ03ｨｨ01 ｨｰ080602ｨｺ. 06ｨｺ09070208ｨｨｨｬ02ｨｪｨｰｨ 05ｨｹｨｪ06 ｨ 040506 ｨｮ09ｨｰｨ ｨｪ06090502ｨｪ06, ﾂｨｰ06 ｨｪ0608ｨｬｨｨ080609ｨ ｨｪｨｨ02 0708ｨｨ04ｨｪｨ ｨｺ0609 ｨｬ060302ｨｰ 01ｨ ｨｰｨｹ 09ｨｮｨｴ0209ｨｰ0902ｨｪｨｪ04ｨｦ (0106 5%) 0708ｨｨ080609ｨｰ 09 ｨｺｨ ﾂ0209ｨｰ0902. 0308ｨｨｨｬ02ｨｪ02ｨｪｨｨ02 l2 ｨｪ0608ｨｬｨｨ080609ｨｺｨｨ 01ｨ 02ｨｰ ｨ 06050202 09040906ｨｺｨｨ02 080204ｨｮ05ｨｹｨｰｨ ｨｰ04 0708ｨｨ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ, ﾂ02ｨｬ 0708ｨｨｨｬ02ｨｪ02ｨｪｨｨ02 l1 ｨｪ0608ｨｬｨｨ080609ｨｺｨｨ. 01ｨ ｨｨ05ｨｮ ﾂ03ｨｨ02 080204ｨｮ05ｨｹｨｰｨ ｨｰ04 0706ｨｺｨ 04ｨ 05ｨｨ ｨｰ0806ｨｦｨｺｨｨ (n, t, l2) ｨｨ (l, 6ﾒ2(k), l2). 00 09ｨｰｨ ｨｰｨｹｨｨ [4] ｨｪｨ ｨｨ05ｨｮ ﾂ03ｨｨ02 080204ｨｮ05ｨｹｨｰｨ ｨｰ04 0706ｨｺｨ 04ｨ 05ｨｨ ｨｰ0806ｨｦｨｺｨｨ (l, 6ﾒ2(k), l2) ｨｨ (l, t, l2). 0809ｨｰ060804 09ｨｰｨ ｨｰｨｹｨｨ 010507 060202ｨｪｨｺｨｨ 070609ｨｰ080602ｨｪｨｪ06ｨｦ ｨｬ06010205ｨｨ ｨｨ09070605ｨｹ040609ｨ 05ｨｨ LOO ｨｺ06ｨｪｨｰ080605ｨｹ. 0004ｨ 0608 LOO ｨ 0405 09090704ｨ ｨｪ 09 ｨｰ02ｨｬ, ﾂｨｰ06 08ｨ 09 ﾂ02ｨｰ 04ｨｪｨ ﾂ02ｨｪｨｨｨｦ TF ｨｨ IDF ﾂｨｮ0909ｨｰ09ｨｨｨｰ020502ｨｪ ｨｺ 08ｨ 04ｨｬ0208ｨ ｨｬ ｨｰ0802ｨｪｨｨ08060906 ﾂｨｪ06ｨｦ 0904ｨ 0608ｨｺｨｨ. 00 01ｨ ｨｪｨｪ06ｨｦ 08ｨ ｨ 06ｨｰ02, ｨｺｨ ｨｺ ｨｮ0302 06ｨｰｨｬ02 ﾂｨ 050609ｨｹ 08ｨ ｨｪ0202, 010507 ｨｮｨｪｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ 080204ｨｮ05ｨｹｨｰｨ ｨｰ0609 08ｨ 0405ｨｨ ﾂｨｪ0401 ｨｬ02ｨｰ06010609 0906 09090201 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰｨ 01 070806090601ｨｨ050907 ｨｺ06ｨｪｨｰ080605ｨｹ 0706 090609ｨｹｨｬｨｨ ｨ 0506ｨｺｨ ｨｬ. dvd dvd dvd 0505ｨｺｨ 0505ｨｺｨ 0505ｨｺｨ ｨｺｨｪｨｨ00ｨｨ ｨｺｨｪｨｨ00ｨｨ ｨｺｨｪｨｨ00ｨｨ ｨｺ/00 ｨｺ/00 ｨｺ/00 NN SVM NB NN SVM NB NN SVM NB NN SVM NB (n,t) 83.25 83 83.19 80 81.79 81.69 82.13 85.88 86.56 86.31 87.69 86.38 (l,k) 79.5 82.5 82.8 79.38 81.71 81.8 81.25 83.5 84.14 85.75 86.12 86.87 (l,6ﾒ2(k)) 83.75 83.25 83 81.86 80.75 80.14 83.1 82.75 80.63 86.19 87.44 86 (o,t) 77.75 79.75 80.5 76.75 78.75 80.43 79.44 83 83.56 82.69 84.69 83 06ｨ ｨ 05ｨｨ02ｨ 5: 0606 ﾂｨｪ0609ｨｰｨｹ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ (09 %) 08ｨ 0405ｨｨ ﾂｨｪ0401 ｨｬ0601ｨｨ00ｨｨｨｺｨ 02ｨｨｨｦ TF-IDF. 07ｨｪｨｨ0008ｨ ｨｬｨｬ04. 0508ｨ 09ｨｪｨｨｨｬ 080204ｨｮ05ｨｹｨｰｨ ｨｰ04 08ｨ 0405ｨｨ ﾂｨｪ0401 ｨｬ0601ｨｨ00ｨｨｨｺｨ 02ｨｨｨｦ TF-IDF 09 080204ｨｮ05ｨｹｨｰｨ ｨｰｨ ｨｬｨｨ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ 09 0905ｨｮ ﾂｨ 02 0708020109ｨｰｨ 090502ｨｪｨｨ07 0708ｨｨ04ｨｪｨ ｨｺ0609 ｨｺｨ ｨｺ ｨ ｨｨｨｪｨ 08ｨｪ0401 ｨｨ05ｨｨ ﾂｨ 09ｨｰ06ｨｰｨｪ0401 ｨｮｨｪｨｨ0008ｨ ｨｬｨｬ. 0606 ﾂｨｪ0609ｨｰｨｹ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ 09090201 0904ｨ 060806ｨｺ 09040302 ｨｮ TF-IDF ｨｬ06010205ｨｨ, ﾂ02ｨｬ ｨｮ 07080609ｨｰ06ｨｦ ｨ ｨｨｨｪｨ 08ｨｪ06ｨｦ ｨｨ05ｨｨ ﾂｨ 09ｨｰ06ｨｰｨｪ06ｨｦ n-0008ｨ ｨｬｨｬｨｪ06ｨｦ ｨｬ06010205ｨｨ (09ｨｬ. ｨｰｨ ｨ 05ｨｨ0204 3, 5).

1316 02ｨ 050202, 08ｨ 0909ｨｬ06ｨｰ08ｨｨｨｬ 0601ｨｨｨｪ ｨｨ04 07080609ｨｰ02ｨｦ03ｨｨ01 09ｨｰ08ｨｮｨｺｨｰｨｮ08ｨｪ0401 0706010106010609: ｨ ｨｮ0102ｨｬ ｨｨ09070605ｨｹ040609ｨ ｨｰｨｹ ｨｮｨｪｨｨ0008ｨ ｨｬｨｬｨｪｨｮ06 ｨｬ06010205ｨｹ 0708020109ｨｰｨ 090502ｨｪｨｨ07 0708ｨｨ04ｨｪｨ ｨｺ0609 ｨｨ ｨ ｨｮ0102ｨｬ 0708ｨｨ0909ｨ ｨｨ09ｨ ｨｰｨｹ 08ｨ 04ｨｪ0402 090209ｨ 09050609ｨ ｨｬ ｨｨ04 08ｨ 0405ｨｨ ﾂｨｪ0401 ﾂｨ 09ｨｰ02ｨｦ ｨｰ02ｨｺ09ｨｰｨ. 0206ｨｺｨｮｨｬ02ｨｪｨｰ ｨ ｨｮ0102ｨｬ 010205ｨｨｨｰｨｹ ｨｪｨ 010902, ｨｰ08ｨｨ, ﾂ02ｨｰ040802 ｨｨ 0707ｨｰｨｹ 08ｨ 09ｨｪ0401 ﾂｨ 09ｨｰ02ｨｦ. 00 ｨｰｨ ｨ 05ｨｨ0202 6 0708ｨｨ09020102ｨｪ04 ｨｪｨ ｨｨ05ｨｮ ﾂ03ｨｨ02 04ｨｪｨ ﾂ02ｨｪｨｨ07 ｨｰ06 ﾂｨｪ0609ｨｰｨｨ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ ｨｪｨ 09ｨｺ0605ｨｹ0407ｨｴ02ｨｬ ｨｺ06ｨｪｨｰ08060502 ｨｨ ｨｪｨ 09ｨｺ0804ｨｰ06ｨｦ ｨｰ0209ｨｰ060906ｨｦ 0904ｨ 0608ｨｺ02. 02ｨ ｨｪｨｪ04ｨｦ 070601010601 ｨｪ0204ｨｪｨ ﾂｨｨｨｰ0205ｨｹｨｪ06 ｨｮ090205ｨｨ ﾂｨｨ09ｨ 02ｨｰ ｨｰ06 ﾂｨｪ0609ｨｰｨｹ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ ｨｪｨ ｨｪｨ ｨ 060802 06ｨｰ0404090609 ｨｪｨ 050502ｨｺｨｰ0806ｨｪｨｨｨｺｨｮ ｨｨ ｨｺｨｨｨｪ0600ｨｨ05ｨｹｨｬ04. 020507 0609ｨｰｨ 05ｨｹｨｪ0401 0109ｨｮ01 ｨｪｨ ｨ 06080609 (06ｨｰ04040904 ｨｪｨ ｨｺｨｪｨｨ00ｨｨ ｨｨ dvd) 080204ｨｮ05ｨｹｨｰｨ ｨｰ04 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ ｨ 0204 0904090203ｨｨ09ｨ ｨｪｨｨ07 05ｨｮ ﾂ0302. dvd 0505-ｨｺｨ ｨｺｨｪｨｨ00ｨｨ ｨｺ/00 cv ht cv ht cv ht cv ht ｨ 0204 0904090203ｨｨ09ｨ ｨｪｨｨ07 80.25 78.75 79.05 78.75 82.06 80.5 86.81 85.75 2 ﾂｨ 09ｨｰｨｨ 79.4 74.25 81.72 81.25 82.04 82 87.05 86.5 3 ﾂｨ 09ｨｰｨｨ 79.63 77.5 82.1 81.75 84 82.75 87.22 86.75 4 ﾂｨ 09ｨｰｨｨ 80.17 78.25 80.93 80 81.7 80.25 86.98 86 5 ﾂｨ 09ｨｰ02ｨｦ 79.9 76 80.05 77.75 81.41 79.5 85.63 82.5 070604ｨｨ02ｨｨ07 09050609ｨ 78.8 74.75 81.84 79.75 80.02 77.5 85.4 84 06ｨ ｨ 05ｨｨ02ｨ 6: 0606 ﾂｨｪ0609ｨｰｨｹ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ (09 %) 010507 ｨｮｨｪｨｨ0008ｨ ｨｬｨｬｨｪ060006 0708020109ｨｰｨ 090502ｨｪｨｨ07 09 070208020904090203ｨｨ09ｨ ｨｪｨｨ02ｨｬ 06ｨｰ010205ｨｹｨｪ0401 ﾂｨ 09ｨｰ02ｨｦ 0106ｨｺｨｮｨｬ02ｨｪｨｰｨ. 04ｨ 0909ｨｬ06ｨｰ08ｨｨｨｬ 09ｨｰ08ｨｮｨｺｨｰｨｮ08ｨｪ04ｨｦ 070601010601, 0607ｨｨ09ｨ ｨｪｨｪ04ｨｦ 09 09ｨｰｨ ｨｰｨｹ02 [8]. 09ｨｮ0102ｨｬ ｨｨ09070605ｨｹ040609ｨ ｨｰｨｹ 0802ｨ 05ｨｨ04ｨ 02ｨｨ06 07ｨ 08090208ｨ 010507 RST 0708020105060302ｨｪｨｪｨｮ06 Feng ｨｨ Hirst 9. 020507 0904 ﾂｨｨ090502ｨｪｨｨ07 ｨｰ06ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｨ 06ｨｰ010205ｨｹｨｪ060006 09050609ｨ ｨ ｨｮ0102ｨｬ ｨｨ09070605ｨｹ040609ｨ ｨｰｨｹ ｨｺ060807ｨｮ09 SentiWordNet 10. 02ｨ ｨｪｨｪ04ｨｦ ｨｺ060807ｨｮ09 0706040906050702ｨｰ 010507 ｨｺｨ 0301060006 09050609ｨ 08ｨ 0909 ﾂｨｨｨｰｨ ｨｰｨｹ 060202ｨｪｨｺｨｮ 04ｨ 0706050603ｨｨｨｰ0205ｨｹｨｪ04ｨｦ ｨｨ ｨｪ0200ｨ ｨｰｨｨ09ｨｪ04ｨｦ ｨｺ05ｨ 0909. 0606ｨｪｨ 05ｨｹｨｪ0609ｨｰｨｹ 0909020006 0106ｨｺｨｮｨｬ02ｨｪｨｰｨ ｨ ｨｮ0102ｨｬ 0904 ﾂｨｨ090507ｨｰｨｹ ｨｮ09080201ｨｪ02ｨｪｨｨ02ｨｬ 09090201 060202ｨｪ06ｨｺ, 09 ｨｮ ﾂ02ｨｰ06ｨｬ ｨｪ02ｨｺ06ｨｰ06080401 08ｨｨｨｰ0608ｨｨ ﾂ0209ｨｺｨｨ01 06ｨｰｨｪ060302ｨｪｨｨｨｦ, ｨｰｨ ｨｺｨｨ01 ｨｺｨ ｨｺ 06ｨｰ08ｨｨ02ｨ ｨｪｨｨ02 ｨｨ ｨｮ09ｨｨ0502ｨｪｨｨ02. 040204ｨｮ05ｨｹｨｰｨ ｨｰ04 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰｨ ｨｪｨ ｨｮｨｺｨ 04ｨ ｨｪｨｪ0401 ｨｪｨ ｨ 0608ｨ 01 01ｨ ｨｪｨｪ0401 070802010609ｨｰｨ 090502ｨｪ04 09 ｨｰｨ ｨ 05ｨｨ0202 7. 07 ﾂ04ｨｰ 0601ｨｪ06090802ｨｬ02ｨｪｨｪ06 ｨｨ 06ｨｰ08ｨｨ02ｨ ｨｪｨｨ07, ｨｨ ｨｮ09ｨｨ0502ｨｪｨｨ07 ｨｮ090205ｨｨ ﾂｨｨ09ｨ 02ｨｰ ｨｰ06 ﾂｨｪ0609ｨｰｨｹ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ. 9 http://www.cs.toronto.edu/ weifeng/software.html 10 http://sentiwordnet.isti.cnr.it/

1317 0201ｨｪｨ ｨｺ06, 0706 0908ｨ 09ｨｪ02ｨｪｨｨ06, ｨｪｨ 0708ｨｨｨｬ0208, 09 TF-IDF 010507 ｨｮｨｪｨｨ0008ｨ ｨｬｨｬ 080204ｨｮ05ｨｹｨｰｨ ｨｰ04 070605ｨｮ ﾂｨｨ05ｨｨ09ｨｹ 01ｨｮ0302. dvd 0505-ｨｺｨ ｨｺｨｪｨｨ00ｨｨ ｨｺ/00 cv ht cv ht cv ht cv ht ｨｮ09ｨｨ0502ｨｪｨｨ02 81.5 79.25 80.14 79.75 84.5 82.75 86.93 85.75 06ｨｰ08ｨｨ02ｨ ｨｪｨｨ02 82.84 80.75 80.6 79.75 85.8 82.25 87.4 86.5 ｨｮ09ｨｨ0502ｨｪｨｨ02 ｨｨ 06ｨｰ08ｨｨ02ｨ ｨｪｨｨ02 83.1 81.5 81.23 80.25 86.4 84.5 87.12 86.25 06ｨ ｨ 05ｨｨ02ｨ 7: 0606 ﾂｨｪ0609ｨｰｨｹ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ (09 %) 09ｨｰ08ｨｮｨｺｨｰｨｮ08ｨｪ060006 ｨｬ02ｨｰ0601ｨ. TF-IDF ｨｬ06010205ｨｹ 01ｨ 02ｨｰ ｨｪｨ ｨｨ05ｨｮ ﾂ03ｨｨ02 080204ｨｮ05ｨｹｨｰｨ ｨｰ04 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ, 0706070806ｨ ｨｮ02ｨｬ 020006 02ｨｴ04 ｨｮ05ｨｮ ﾂ03ｨｨｨｰｨｹ. 030609ｨｰｨ 09ｨｨｨｬ 05ｨｺ09070208ｨｨｨｬ02ｨｪｨｰ04 09 ｨ ｨｨ0008ｨ ｨｬｨｬｨｪ06ｨｦ ｨｬ06010205ｨｹ06 0708020109ｨｰｨ 090502ｨｪｨｨ02ｨｬ 0106ｨｺｨｮｨｬ02ｨｪｨｰｨ. 0004 ﾂｨｨ090502ｨｪｨｨ02 0902090609 ｨ ｨｮ0102ｨｬ 070806090601ｨｨｨｰｨｹ 0706 0708ｨｨ09020102ｨｪｨｪ04ｨｬ 08ｨ ｨｪ0202 000608ｨｬｨｮ05ｨ ｨｬ. 040204ｨｮ05ｨｹｨｰｨ ｨｰ04 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ 010507 ｨｰｨ ｨｺ060006 0708020109ｨｰｨ 090502ｨｪｨｨ07 070802010609ｨｰｨ 090502ｨｪ04 09 ｨｰｨ ｨ 05ｨｨ0202 8. 05010209ｨｹ ｨｨ 01ｨ 050202, 09ｨｨｨｬ090605 b 09 06ｨ 0604ｨｪｨ ﾂ02ｨｪｨｨ0701 0604ｨｪｨ ﾂｨ 02ｨｰ ｨ ｨｨ0008ｨ ｨｬｨｬｨｪ0602 0708020109ｨｰｨ 090502ｨｪｨｨ02. 020507 01ｨ ｨｪｨｪ0401, 090601020803ｨ ｨｴｨｨ01 06ｨｰ04040904 ｨｪｨ dvd ｨｨ ｨｺｨｨｨｪ0600ｨｨ05ｨｹｨｬ04 ｨｰ06 ﾂｨｪ0609ｨｰｨｹ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ ｨｮ090205ｨｨ ﾂｨｨ05ｨ 09ｨｹ ｨｨ 0709050702ｨｰ0907 05ｨｮ ﾂ03ｨｨｨｬ 04ｨｪｨ ﾂ02ｨｪｨｨ02ｨｬ ｨｰ06 ﾂｨｪ0609ｨｰｨｨ 010507 05ｨｰｨｨ01 ｨｪｨ ｨ 06080609, 09080201ｨｨ 08ｨ 0909ｨｬ06ｨｰ0802ｨｪｨｪ0401 08ｨ ｨｪ0202 09 01ｨ ｨｪｨｪ06ｨｦ 08ｨ ｨ 06ｨｰ02. dvd dvd dvd 0505ｨｺｨｺｨｺ000000ｨｨ 0505-0505- ｨｺｨｪｨｨ- ｨｺｨｪｨｨ- ｨｺｨｪｨｨ- ｨｺ/00 ｨｺ/00 ｨｺ/00 NN SVM NB NN SVM NB NN SVM NB NN SVM NB (n,t)b 82.75 83.05 82.06 79.63 81.07 81.12 82.38 85.44 84.81 86.75 86.56 85.31 (l,k)b 78.57 82.75 81.44 78.06 81.29 80.74 82.88 84.12 82.7 85.44 87.06 85.34 (l,6ﾒ2(k))b 83.88 84.05 84.25 80.38 80.93 80.1 84.56 84.25 83.74 86.6 87.92 86.4 (o,t)b 79.25 79 80.12 75 79.93 80.12 80.75 83.5 80.75 84.69 85.38 83.7 06ｨ ｨ 05ｨｨ02ｨ 8: 0606 ﾂｨｪ0609ｨｰｨｹ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ (09 %) 08ｨ 0405ｨｨ ﾂｨｪ0401 ｨｬ0601ｨｨ00ｨｨｨｺｨ 02ｨｨｨｦ TF-IDF. 09ｨｨ0008ｨ ｨｬｨｬ04.

1318 dvd dvd dvd 0505ｨｺｨｺｨｺ000000ｨｨ 0505-0505- ｨｺｨｪｨｨ- ｨｺｨｪｨｨ- ｨｺｨｪｨｨ- ｨｺ/00 ｨｺ/00 ｨｺ/00 NN SVM NB NN SVM NB NN SVM NB NN SVM NB (1,2) 83.5 83 80.75 81.12 79.14 80.44 83.31 83.62 84.94 85.63 87.38 84.44 (1,3) 82.5 82.75 81.25 80.62 79.57 79.5 83 83.69 85.69 84.31 87.19 85.19 (n,t) 83.25 83 83.19 80 81.79 81.69 82.13 85.88 86.56 86.31 87.69 86.38 (l,6ﾒ2(k)) 83.75 83.25 83 81.86 80.75 80.14 83.1 82.75 80.63 86.19 87.44 86 (l,6ﾒ2(k))b 83.88 84.05 84.25 80.38 80.93 80.1 84.56 84.25 83.74 86.6 87.92 86.4 06ｨ ｨ 05ｨｨ02ｨ 9: 0508ｨ 09ｨｪ02ｨｪｨｨ02 08ｨ 0405ｨｨ ﾂｨｪ0401 ｨｬ0601020502ｨｦ 0708020109ｨｰｨ 090502ｨｪｨｨ07 01ｨ ｨｪｨｪ0401. 4.6 0806ｨｬ070604ｨｨ02ｨｨ07 ｨｬ02ｨｰ06010609 00 01ｨ ｨｪｨｪ06ｨｦ 08ｨ ｨ 06ｨｰ02 ｨ 0405ｨｨ 08ｨ 0909ｨｬ06ｨｰ0802ｨｪ04 0109ｨ 0907060906ｨ ｨ ｨｺ06ｨｬ070604ｨｨ02ｨｨｨｨ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ06080609: 00060506090609ｨ ｨｪｨｨ02 ｨｨ ｨｺ06ｨｬ070604ｨｨ02ｨｨ07 ｨｪｨ ｨｨ09ｨｪ060006 ｨ ｨ ｨｦ0209060909ｨｺ060006 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ0608ｨ ｨｨ SVM. 04ｨ 0909ｨｬ06ｨｰ08ｨｨｨｬ 0706010806ｨ ｨｪ0202 ｨｺｨ 030104ｨｦ ｨｨ04 05ｨｰｨｨ01 0907060906ｨ 0609. 02ｨ ｨｮ ﾂｨｨｨｬ ｨｪ0209ｨｺ0605ｨｹｨｺ06 ｨｪｨ ｨｨ09ｨｪ0401 ｨ ｨ ｨｦ0209060909ｨｺｨｨ01 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ06080609 ｨｪｨ 08ｨ 0405ｨｨ ﾂｨｪ0401 ｨｬ060102050701 0708020109ｨｰｨ 090502ｨｪｨｨ07 01ｨ ｨｪｨｪ0401. 05 0706ｨｬ06ｨｴｨｹ06 070806020201ｨｮ0804 09ｨｺ0605ｨｹ0407ｨｴ020006 ｨｺ06ｨｪｨｰ08060507 0904ｨ 020802ｨｬ ｨｰ02 ｨｬ06010205ｨｨ, ｨｪｨ ｨｺ06ｨｰ06080401 06ｨ ｨｮ ﾂ02ｨｪｨｪ0402 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ060804, 01ｨ 06ｨｰ ｨｪｨ ｨｨ05ｨｮ ﾂ03ｨｨ02 080204ｨｮ05ｨｹｨｰｨ ｨｰ04. 06ｨ ｨｺ ｨｺｨ ｨｺ ｨ ｨ ｨｦ0209060909ｨｺｨｨｨｦ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ0608 06070208ｨｨ08ｨｮ02ｨｰ 0902080607ｨｰｨｪ0609ｨｰ07ｨｬｨｨ, ｨｬ0603ｨｪ06 070605ｨｮ ﾂｨｨｨｰｨｹ 060202ｨｪｨｺｨｮ 0902080607ｨｰｨｪ0609ｨｰｨｨ 06ｨｰｨｪ020902ｨｪｨｨ07 ｨｺｨ 0301060006 06ｨ ｨｲ02ｨｺｨｰｨ ｨｺ 0607080201020502ｨｪｨｪ06ｨｬｨｮ ｨｺ05ｨ 0909ｨｮ. 06ｨｰｨｨ 0902080607ｨｰｨｪ0609ｨｰｨｨ ｨｨ ｨ ｨｮ0102ｨｬ 070601ｨ 09ｨ ｨｰｨｹ ｨｪｨ 09010601 SVM. 00 ｨｪｨ 09ｨｰ0607ｨｴ02ｨｦ 08ｨ ｨ 06ｨｰ02 ｨ 0405ｨｨ 08ｨ 0909ｨｬ06ｨｰ0802ｨｪ04 08ｨ 0405ｨｨ ﾂｨｪ0402 ｨｺ06ｨｬｨ ｨｨｨｪｨ 02ｨｨｨｨ ｨｬ0601020502ｨｦ 0708020109ｨｰｨ 090502ｨｪｨｨ07 0708ｨｨ04ｨｪｨ ｨｺ0609, ｨｪｨ ｨｨ05ｨｮ ﾂ03ｨｨ02 ｨｺ06ｨｬｨ ｨｨｨｪｨ 02ｨｨｨｨ 090407ｨｨ09ｨ ｨｪ04 09 ｨｰｨ ｨ 05ｨｨ0202 10. 0208ｨｮ0006ｨｦ, 08ｨ 0909ｨｬ06ｨｰ0802ｨｪｨｪ04ｨｦ 09 01ｨ ｨｪｨｪ06ｨｦ 08ｨ ｨ 06ｨｰ02, ｨｬ02ｨｰ0601 ｨｺ06ｨｬ070604ｨｨ02ｨｨｨｨ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ06080609 05ｨｰ06 00060506090609ｨ ｨｪｨｨ02 0706 ｨ 0605ｨｹ03ｨｨｨｪ09ｨｰ09ｨｮ. 0004ｨ 020802ｨｬ ｨｪｨ ｨｨ05ｨｮ ﾂ03ｨｨ02 ｨｬ06010205ｨｨ 0708ｨｨ04ｨｪｨ ｨｺ06090401 0708020109ｨｰｨ 090502ｨｪｨｨｨｦ ｨｨ 06ｨ ｨｮ ﾂｨｨｨｬ ｨｪｨ ｨｪｨｨ01 08ｨ 0405ｨｨ ﾂｨｪ0402 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ060804. 020507 09090201 0106ｨｺｨｮｨｬ02ｨｪｨｰ0609 ｨｺｨ 030104ｨｦ ｨｨ04 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ06080609 0708060006050609ｨｮ02ｨｰ 04ｨ 090906ｨｦ ｨｺ05ｨ 0909, 09 ｨｺｨ ﾂ0209ｨｰ0902 06ｨｰ0902ｨｰｨ 0904ｨ 020802ｨｬ ｨｰ06ｨｰ ｨｺ05ｨ 0909, 04ｨ ｨｺ06ｨｰ060804ｨｦ ｨｪｨ ｨ 020802ｨｰ0907 ｨ 0605ｨｹ0302 0909020006 00060506090609. 08ｨ ﾂ0209ｨｰ0906 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ 0708ｨｨ ｨｺ06ｨｬ070604ｨｨ02ｨｨｨｨ ｨｪ0209ｨｺ0605ｨｹｨｺｨｨ01 ｨｬ02ｨｰ06010609 ｨｬｨ 03ｨｨｨｪｨｪ060006 06ｨ ｨｮ ﾂ02ｨｪｨｨ07 0709050702ｨｰ0907 ｨｪｨ ｨｨ05ｨｮ ﾂ03ｨｨｨｬ ｨｪｨ 09ｨｺ0605ｨｹ0407ｨｴ02ｨｬ ｨｺ06ｨｪｨｰ08060502. 030609ｨｬ06ｨｰ08ｨｨｨｬ, ｨｺｨ ｨｺ ｨｨ04ｨｬ02ｨｪｨｨｨｰ0907 ｨｰ06 ﾂｨｪ0609ｨｰｨｹ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ ｨｪｨ 09ｨｺ0804ｨｰ06ｨｦ 0904ｨ 0608ｨｺ02. 00 ｨｰｨ ｨ 05ｨｨ02ｨ 01 10 14 090601020803ｨ ｨｰ0907 080204ｨｮ05ｨｹ-

1319 ｨｪｨ ｨ 0608 01ｨ ｨｪｨｪ0401 ｨｺ06ｨｬｨ ｨｨｨｪｨ 02ｨｨ07 cv ht dvd (n,t)+(n,t)b+(1,4)+(l,6ﾒ2(k))b 85.98 83.25 0505-ｨｺｨ (1,2)+(n,t)+(l,k)+(n,t)b 82.14 81.25 ｨｺｨｪｨｨ00ｨｨ (1,3)+(1,4)+(n,t) 87 85.25 ｨｺ/00 (1,2) + (1,3) +(1,4)+ (n,t) 87.38 86.5 06ｨ ｨ 05ｨｨ02ｨ 10: NB + SVM. ｨｪｨ ｨ 0608 01ｨ ｨｪｨｪ0401 ｨｺ06ｨｬｨ ｨｨｨｪｨ 02ｨｨ07 cv ht dvd (n,t)+(1,4)+(l,6ﾒ2(k))b 85.78 83.75 0505-ｨｺｨ (n,t)+(l,k)+(n,t)b 81.7 80.25 ｨｺｨｪｨｨ00ｨｨ (1,3)+(1,4)+(n,t) 86.98 85 ｨｺ/00 (1,3) +(1,4)+ (n,t) 86.31 85.5 06ｨ ｨ 05ｨｨ02ｨ 11: 01060506090609ｨ ｨｪｨｨ02 NB. ｨｰｨ ｨｰ04 ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ 01ｨ ｨｪｨｪ0401 ｨｬ02ｨｰ06010609 ｨｪｨ 09ｨｺ0605ｨｹ0407ｨｴ02ｨｬ ｨｺ06ｨｪｨｰ08060502 ｨｨ ｨｪｨ 07080609020806 ﾂｨｪ06ｨｦ ｨｰ0209ｨｰ060906ｨｦ 0904ｨ 0608ｨｺ02. 08ｨ ｨｺ ｨｨ 0603ｨｨ01ｨ 050609ｨｹ, ｨｰ06 ﾂｨｪ0609ｨｰｨｹ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ ｨｪｨ 07080609020806 ﾂｨｪ06ｨｦ 0904ｨ 0608ｨｺ02 07ｨ 01ｨ 02ｨｰ. 4.7 000409060104 6ｦ1 01ｨ ｨｨ05ｨｮ ﾂ03ｨｨ02 080204ｨｮ05ｨｹｨｰｨ ｨｰ04 ｨｮ01ｨ 050609ｨｹ 070605ｨｮ ﾂｨｨｨｰｨｹ 09 0706ｨｬ06ｨｴｨｹ06 0708ｨｨｨｬ02ｨｪ02ｨｪｨｨ07 ｨｺ06ｨｬ070604ｨｨ02ｨｨｨｨ ｨ 05000608ｨｨｨｰｨｬ0609. 02ｨ ｨ 08ｨ 0909ｨｬ06ｨｰ0802ｨｪｨｪ0401 ｨｬ02ｨｰ0601ｨ 070609ｨｰ080602ｨｪｨｨ07 ｨｺ06ｨｬ070604ｨｨ02ｨｨｨｨ 0706ｨｺｨ 04ｨ 05ｨｨ 0906070609ｨｰｨ 09ｨｨｨｬ0402 080204ｨｮ05ｨｹｨｰｨ ｨｰ04 (09ｨｬ. ｨｰｨ ｨ 05ｨｨ02ｨｮ 14). 6ｦ1 020507 ｨｪｨ ｨ 06080609 06ｨｰ0404090609 ｨｪｨ 050502ｨｺｨｰ0806ｨｪｨｨｨｺｨｮ ｨｨ ｨｺｨｨｨｪ0600ｨｨ05ｨｹｨｬ04 ｨｪｨ ｨｨ05ｨｮ ﾂ03ｨｨ02 080204ｨｮ05ｨｹｨｰｨ ｨｰ04 ｨ 0405ｨｨ 070605ｨｮ ﾂ02ｨｪ04 0708ｨｨ ｨｨ09070605ｨｹ040609ｨ ｨｪｨｨｨｨ 00060506090609ｨ ｨｪｨｨ07 0706 ｨ 0605ｨｹ03ｨｨｨｪ09ｨｰ09ｨｮ c ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ ｨｰ060806ｨｬ SVM. 6ｦ1 020507 06ｨｰ0404090609 ｨｪｨ dvd 07080601ｨｮｨｺ02ｨｨ06 ｨｬｨ ｨｺ09ｨｨｨｬｨｮｨｬ ｨｰ06 ﾂｨｪ0609ｨｰｨｨ ｨｺ05ｨ 0909ｨｨ00ｨｨｨｺｨ 02ｨｨｨｨ ｨ 0405 010609ｨｰｨｨ00ｨｪｨｮｨｰ, ｨｰｨ ｨｺ0302, 09 0706ｨｬ06ｨｴｨｹ06 00060506090609ｨ ｨｪｨｨ02 0706 ｨ 0605ｨｹ03ｨｨｨｪ09ｨｰ09ｨｮ, ｨｪ06 ｨｮ0302 c ｨｪ02ｨｦ0806ｨｪｨｪ06ｨｦ 0902ｨｰｨｹ06.