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DEIM Forum 2012 B4-1 700 8530 3-1-1 700 8530 3-1-1 E-mail:, {yoshio,ohta}@de.cs.okayama-u.ac.jp YouTube YouTube ( ) YouTube A recommendation system for unexpected videos using user connections Toru YOSHIO and Manabu OHTA Faculty of Engineering, Okayama University 3-1-1, Tsushima-naka, Kita-ku, Okayama, 700 8530 Japan Graduate School of Natural Science and Technology, Okayama University 3-1-1, Tsushima-naka, Kita-ku, Okayama, 700 8530 Japan E-mail:, {yoshio,ohta}@de.cs.okayama-u.ac.jp Key words Video recommendation YouTube User connection 1. YouTube [1] 2011 5 1 7 [2] [3] [4] [3] YouTube 3 2 3 4 5 2. YouTube tf-idf [5] YouTube Data API [6] 15

YouTube [7] A B [8] [8] YouTube () ( ) YouTube YouTube 3. 3. 1 YouTube 3. 1. 1 YouTube Data API [6] ( 1) 2011 12 2012 1 ( ) YouTube ( 1 YouTube ) 2011 12 [10], 3. 1. 2 YouTube Data API ( 2)

3 2 YouTube 4.2 3. 2 3.1.2 ChaSen [11] the for how termmi [12] 3. 2. 1 termmi termmi Perl TermExtract [13] [14] termmi [12] 3. 2. 2 termmi 0 1 0 1 termmi 1 0 0.6 0.3 0.3 0.1 4.1 3. 3 3. 3. 1 ( ) ( ) 2 3 3 User Fav ( ) CSn CSr Frd 3 20 5

2 3. 3. 2 3.3.1 3.2.2 0 1 ( 1 ) 0.9 0.5 0.2 0 3.3.1 0.2 20 0.2 0.2 5 0.2 4.2 3.3.1 3.3.2 2 Bing API [15] 4. 3 4. 1 4.2 Reach for Crew 2006 3.3.2 1 2 55 2 1 3. 3. 3 3.3.1 3.3.2 [4] 3.3.1 3.3.2 YouTube 1 3.3.2 20.45 16.97 ReachforCrew 2.83 2.83 2.45 2.45 2.00 doubledutch 1.41 1.41 1.41 ReachforCrew Performance bydoubledutchteam 1.41 D 1.41 double 1.00

2 1901.39 517.20 320.31 B 188.00 B 186.11 185.95 TV 185.18 167.71 alttype 156.73 113.95 KBS 100.96 http 78.00 61.19 YouTube 60.00 3 3.3.1 517.20 20.45 16.97 ReachforCrew 2.83 2.83 2.45 2.45 2.00 doubledutch 1.41 1.41 1.41 ReachforCrew Performance bydoubledutchteam 1.41 D 1.41 double 1.00 3.3.1 3 Reach for Crew 2006 4 5 1 2,105 2 5,745 2 6,474 2 1,545 15,869 3.3.1 3.3.2 6 6 13.3.1 ( 1) 23.3.2 ( 2) 20 1 2 1 4 5 6 Reach for Crew 2006

4 Fav-Fav 29 CSn-CSn 8 Fav 5 Frd-CSn 5 Fav-CSn 3 CSn 3 CSn-Fav 2 CSn-Frd 2 7 Frd-CSn 2 Fav-Frd 2 10 2 10 20 6 1 20 2 19 1 20 12 6 2 2 19 13 3 2 1 1 2 YouTube 1 2 7 4 2 3.3.2 ( 2) 0.2 7 4 (Fav) (CSn) 4. 2 4.1 3 Google YouTube Google [ ] [ (2) (1) (0)] 1 2 4.1 5 Rec1 ( 1) Rec2-sim0.2 0.2 ( 2) Rec2-simMax ( 2) Rec1-val Rec1 Rec2-val-sim0.2 Rec2-sim0.2 Rec2-val-simMax Rec2-simMax YouTube Google YouTube YouTube 1 1 (CSr) 2 4. 2. 1 3.1.2 3 1 2 1 20 5 2 4. 2. 2 7 3.3.2 2 0.2 4.2.1 7 5 6 TAS tas 01 06 ACIDMAN - Acoustic TOP GUN DANGER ZONE HD CM 1 8 DRAGON QUEST CM Mix AKB AKB48 1 YouTube [16]

8 1 2 9 4. 2. 3 20 8 YouTube 6 1 4.2.2 Google YouTube Data API Google 8 8 5 Rec1-val Rec2-val-sim0.2 Rec2-val-simMax Rec1 Rec2-sim0.2 Rec2-simMax [0 1 2] ( 2) 8 2 0.2 8 9 J E 9 7 Fav-Fav 11 Fav-CSn 5 Fav 5 CSn 4 CSn-Fav 4 CSr-Fav 3 CSn-CSn 3 Fav-CSr 3 4. 3 Google YouTube 3.3.2 0.2 0.5 Google YouTube Rec1-val Rec2-val-simMax 1 2 (Rec1-val Rec2-val-simMax) 2 7 7 5. 1

2 ( ) ( ) Google YouTube 2 [1] YouTube : http://www.youtube.com/ [2] Thanks, YouTube community, for two BIG gifts on our sixth birthday! : http://youtube-global.blogspot.com/2011/05/thanks-youtubecommunity-for-two-big.html [3], (1),, Vol22, No6, pp.826-837(2007) [4],,,, Weblog,. B, J88-B(7), 1258-1266, 2005 [5],,, tf-idf,. AI, 109(439), 7-10, 2010 [6] YouTube API : http://code.google.com/intl/ja/apis/youtube/overview.html [7],,, DEIM Forum 2010 A3-1 [8],,, YouTube,. ( 6 ), 2011 [9] : http://www.nicovideo.jp/ [10] : https://groups.google.com/a/googleproductforums.com/forum / topic/youtube-ja/uklbezsg8eo [11] : http://chasen.naist.jp/hiki/chasen/ [12] Windows Termmi : http://gensen.dl.itc.u-tokyo.ac.jp/termmi.html [13] Perl TermExtract : http://gensen.dl.itc.u-tokyo.ac.jp/termextract.html [14] : http://gensen.dl.itc.u-tokyo.ac.jp/#sys [15] Bing API : http://www.bing.com/toolbox/bingdeveloper/ [16] YouTube : http://dame3212.net/?p=2993