YouTube [7] A B [8] [8] YouTube () ( ) YouTube YouTube YouTube YouTube Data API [6] ( 1) ( ) YouTube ( 1 YouTube ) 2011

Size: px
Start display at page:

Download "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"

Transcription

1 DEIM Forum 2012 B , 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, Japan Graduate School of Natural Science and Technology, Okayama University 3-1-1, Tsushima-naka, Kita-ku, Okayama, Japan , {yoshio,ohta}@de.cs.okayama-u.ac.jp Key words Video recommendation YouTube User connection 1. YouTube [1] [2] [3] [4] [3] YouTube YouTube tf-idf [5] YouTube Data API [6] 15

2 YouTube [7] A B [8] [8] YouTube () ( ) YouTube YouTube YouTube YouTube Data API [6] ( 1) ( ) YouTube ( 1 YouTube ) [10], YouTube Data API ( 2)

3 3 2 YouTube ChaSen [11] the for how termmi [12] termmi termmi Perl TermExtract [13] [14] termmi [12] termmi termmi ( ) ( ) User Fav ( ) CSn CSr Frd

4 ( 1 ) Bing API [15] Reach for Crew [4] YouTube ReachforCrew doubledutch ReachforCrew Performance bydoubledutchteam 1.41 D 1.41 double 1.00

5 B B TV alttype KBS http YouTube ReachforCrew doubledutch ReachforCrew Performance bydoubledutchteam 1.41 D 1.41 double Reach for Crew , , , ,545 15, ( 1) ( 2) Reach for Crew 2006

6 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 YouTube ( 2) (Fav) (CSn) Google YouTube Google [ ] [ (2) (1) (0)] Rec1 ( 1) Rec2-sim ( 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) TAS tas ACIDMAN - Acoustic TOP GUN DANGER ZONE HD CM 1 8 DRAGON QUEST CM Mix AKB AKB48 1 YouTube [16]

7 YouTube Google YouTube Data API Google Rec1-val Rec2-val-sim0.2 Rec2-val-simMax Rec1 Rec2-sim0.2 Rec2-simMax [0 1 2] ( 2) 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 Google YouTube Google YouTube Rec1-val Rec2-val-simMax 1 2 (Rec1-val Rec2-val-simMax)

8 2 ( ) ( ) Google YouTube 2 [1] YouTube : [2] Thanks, YouTube community, for two BIG gifts on our sixth birthday! : [3], (1),, Vol22, No6, pp (2007) [4],,,, Weblog,. B, J88-B(7), , 2005 [5],,, tf-idf,. AI, 109(439), 7-10, 2010 [6] YouTube API : [7],,, DEIM Forum 2010 A3-1 [8],,, YouTube,. ( 6 ), 2011 [9] : [10] : / topic/youtube-ja/uklbezsg8eo [11] : [12] Windows Termmi : [13] Perl TermExtract : [14] : [15] Bing API : [16] YouTube :

1996 2000 2004 1984 2005 7150 000 9 500 9 4 13 10 95 11 11 12 20002004 9 70

1996 2000 2004 1984 2005 7150 000 9 500 9 4 13 10 95 11 11 12 20002004 9 70 14 2006 1 Key Words 2002 3 1 2 3 3 1 2 3 1969 1987 69 1996 2000 2004 1984 2005 7150 000 9 500 9 4 13 10 95 11 11 12 20002004 9 70 14 2006 1 15 71 72 1 22 6 32 9 200 6 3 1 2 2000 10 1 2003 10 2005 6 5 4

More information

立命館21_川端先生.indd

立命館21_川端先生.indd 21 119-132 2010 ( ) ' Key Words 119 21 2010 7 1962 2001 2001 2007 1982 1988 1997 2007 1997 1998 1863 1880 1 1998 1998 2001 1599 120 121 1599 1695 8 1695 1714 4 1714 1715 5 1715 100 1812 9 1812 1864 2001

More information

Bleutooth 2009 Bluetooth Ver.3.0 Bluetooth LAN Bluetooth Bluetooth Bluetooth 2. Bluetooth ( Bluetooth) Bluetooth ( Bluetooth) 2. 1 Bluetooth IEEE802.1

Bleutooth 2009 Bluetooth Ver.3.0 Bluetooth LAN Bluetooth Bluetooth Bluetooth 2. Bluetooth ( Bluetooth) Bluetooth ( Bluetooth) 2. 1 Bluetooth IEEE802.1 DEIM Forum 2011 B9-4 Bluetooth 111 111 1-1 E-mail: {tomomi,komiyama,shimoda,yokota}@c.oka-pu.ac.jp, [email protected] Bluetooth Bluetooth Bleutooth Bluetooth Bluetooth Bluetooth,, Examination of Positional

More information

main.dvi

main.dvi DEIM Forum 2018 J7-3 305-8573 1-1-1 305-8573 1-1-1 305-8573 1-1-1 () 151-0053 1-3-15 6F URL SVM Identifying Know-How Sites basedonatopicmodelandclassifierlearning Jiaqi LI,ChenZHAO, Youchao LIN, Ding YI,ShutoKAWABATA,

More information

Graduate School of Clinical Psychology, Kibi International University 8 Iga-machi, Takahashi, Okayama, Japan(716-8508) Research Institute of Clinical Psychology, Kibi International University Department

More information

,, WIX. 3. Web Index 3. 1 WIX WIX XML URL, 1., keyword, URL target., WIX, header,, WIX. 1 entry keyword 1 target 1 keyword target., entry, 1 1. WIX [2

,, WIX. 3. Web Index 3. 1 WIX WIX XML URL, 1., keyword, URL target., WIX, header,, WIX. 1 entry keyword 1 target 1 keyword target., entry, 1 1. WIX [2 DEIM Forum 2013 B10-4 Web Index 223-8522 3-14-1 E-mail: [email protected], [email protected], URL WIX, Web Web Index(WIX). WIX, WIX.,,. Web Index, Web, Web,, Related Contents Recommendation

More information

. Yahoo! 1!goo 2 QA..... QA Web Web 2 3 4 5 6 7 8 2. [1]Web Web Yin [2] Web Web Web. [3] Web Wikipedia 1 2

. Yahoo! 1!goo 2 QA..... QA Web Web 2 3 4 5 6 7 8 2. [1]Web Web Yin [2] Web Web Web. [3] Web Wikipedia 1  2 DEIM Forum 211 F6-3 Web 35 855 1 2 35 855 1 2 11 843 2 1 2 E-mail: [email protected], {yohei,satoh}@slis.tsukuba.ac.jp, [email protected] QA Web Web Web QA Diversified-query Generating System Using

More information

DEIM Forum 2010 A3-3 Web Web Web Web Web. Web Abstract Web-page R

DEIM Forum 2010 A3-3 Web Web Web Web Web. Web Abstract Web-page R DEIM Forum 2010 A3-3 Web Web 305 8550 1 2 305 8550 1 2 E-mail: [email protected], [email protected] Web Web Web. Web Abstract Web-page Recommendation System based on the Keyword transitions

More information

fiš„v5.dvi

fiš„v5.dvi (2001) 49 2 293 303 VRML 1 2 3 2001 4 12 2001 10 16 Web Java VRML (Virtual Reality Modeling Language) VRML Web VRML VRML VRML VRML Web VRML VRML, 3D 1. WWW (World Wide Web) WWW Mittag (2000) Web CGI Java

More information

Q A Q Q Q Q 50

Q A Q Q Q Q 50 Faculty of Engineering 1. 2. 3. 4. keyword 49 Q A Q Q Q Q 50 Faculty of Engineering 51 Q A Q A Q Q Q Q 52 Faculty of Engineering 53 Q A Q A Q Q Q Q 54 Faculty of Engineering 55 Q A Q A Q Q Q Q 56 Faculty

More information

27 YouTube YouTube UGC User Generated Content CDN Content Delivery Networks LRU Least Recently Used UGC YouTube CGM Consumer Generated Media CGM CGM U

27 YouTube YouTube UGC User Generated Content CDN Content Delivery Networks LRU Least Recently Used UGC YouTube CGM Consumer Generated Media CGM CGM U YouTube 2016 2 16 27 YouTube YouTube UGC User Generated Content CDN Content Delivery Networks LRU Least Recently Used UGC YouTube CGM Consumer Generated Media CGM CGM UGC UGC YouTube k-means YouTube YouTube

More information

第62巻 第1号 平成24年4月/石こうを用いた木材ペレット

第62巻 第1号 平成24年4月/石こうを用いた木材ペレット Bulletin of Japan Association for Fire Science and Engineering Vol. 62. No. 1 (2012) Development of Two-Dimensional Simple Simulation Model and Evaluation of Discharge Ability for Water Discharge of Firefighting

More information

DEIM Forum 2010 D Development of a La

DEIM Forum 2010 D Development of a La DEIM Forum 2010 D5-3 432-8011 3-5-1 E-mail: {cs06062,cs06015}@s.inf.shizuoka.ac.jp, {yokoyama,fukuta,ishikawa}@.inf.shizuoka.ac.jp Development of a Large-scale Visualization System Based on Sensor Network

More information

01.12期・井須英次1.doc

01.12期・井須英次1.doc Forum 21 Forum 21 Forum 21 Forum 21 Forum 21 Forum 21 Forum 21 Forum 21 Forum 21 Forum 21 Forum 21 21 Forum 21 Forum 21 Forum 21 Forum 21 21 Forum 21 21 Forum 21 Forum 21 Forum 21 Forum 21 Forum 21 Forum

More information

1.3期・井上健0.doc

1.3期・井上健0.doc Forum 21 Forum 21 Forum 21 Forum 21 Forum 21 Forum 21 Forum 21 Forum 21 Forum 21 Forum 21 Forum 21 Forum 21 Forum 21 10 14 8 6.5 2 37 3 10 30 100 21,002 12 9,401 56 2 11 5 ( ) 231011 22.8 21.016.815.715.214.314.713.310.610.8

More information

untitled

untitled 1 211022 2 11150 211022384 3 1000 23% 77% 10% 10% 5% 20% 15% 40% 5% 3% 8% 16% 15% 42% 5% 6% 4 =1000 = 66 5 =1000 = 59 6 52%(42% 1000 7 56% 41% 40% 97% 3% 11%, 2% 3%, 41 7% 49% 30%, 18%, 40%, 83% =1000

More information

06_学術.indd

06_学術.indd Arts and Sciences Development and usefulness evaluation of a remote control pressured pillow for prone position 1 36057 2 45258 2 29275 3 3 4 1 2 3 4 Key words: pressured pillow prone position, stomach

More information

<30323334333697A796BD8AD991E58A77976C2D8CBE8CEA837083938374838C83628367945B956983665B835E2E706466>

<30323334333697A796BD8AD991E58A77976C2D8CBE8CEA837083938374838C83628367945B956983665B835E2E706466> 2Graduate School of Language Education and Information Science (LEIS) 3 4Graduate School of Language Education and Information Science (LEIS) 5 6Graduate School of Language Education and Information Science

More information

IPSJ SIG Technical Report Vol.2011-EC-19 No /3/ ,.,., Peg-Scope Viewer,,.,,,,. Utilization of Watching Logs for Support of Multi-

IPSJ SIG Technical Report Vol.2011-EC-19 No /3/ ,.,., Peg-Scope Viewer,,.,,,,. Utilization of Watching Logs for Support of Multi- 1 3 5 4 1 2 1,.,., Peg-Scope Viewer,,.,,,,. Utilization of Watching Logs for Support of Multi-View Video Contents Kosuke Niwa, 1 Shogo Tokai, 3 Tetsuya Kawamoto, 5 Toshiaki Fujii, 4 Marutani Takafumi,

More information

1405350.indd

1405350.indd Guidebook Faculty of Engineering, The University of Tokushima http://www.tokushima-u.ac.jp/e/ Guidebook Faculty of Engineering, The University of Tokushima http://www.ce.tokushima-u.ac.jp Civil and

More information

IPSJ SIG Technical Report Vol.2009-DPS-141 No.20 Vol.2009-GN-73 No.20 Vol.2009-EIP-46 No /11/27 1. MIERUKEN 1 2 MIERUKEN MIERUKEN MIERUKEN: Spe

IPSJ SIG Technical Report Vol.2009-DPS-141 No.20 Vol.2009-GN-73 No.20 Vol.2009-EIP-46 No /11/27 1. MIERUKEN 1 2 MIERUKEN MIERUKEN MIERUKEN: Spe 1. MIERUKEN 1 2 MIERUKEN MIERUKEN MIERUKEN: Speech Visualization System Based on Augmented Reality Yuichiro Nagano 1 and Takashi Yoshino 2 As the spread of the Augmented Reality(AR) technology and service,

More information

Naturalistae-森定.indd

Naturalistae-森定.indd Naturalistae, no. 9, 2004, 15-31 Vegetation and its changes on the Teshima Island in 20 years, Kagawa Prefecture, Japan Abstract:We drew a vegetation map of the Teshima Island (34 29ʼN, 134 50ʼE; highest

More information

DPA,, ShareLog 3) 4) 2.2 Strino Strino STRain-based user Interface with tacticle of elastic Natural ObjectsStrino 1 Strino ) PC Log-Log (2007 6)

DPA,, ShareLog 3) 4) 2.2 Strino Strino STRain-based user Interface with tacticle of elastic Natural ObjectsStrino 1 Strino ) PC Log-Log (2007 6) 1 2 1 3 Experimental Evaluation of Convenient Strain Measurement Using a Magnet for Digital Public Art Junghyun Kim, 1 Makoto Iida, 2 Takeshi Naemura 1 and Hiroyuki Ota 3 We present a basic technology

More information

2

2 () () 980-8578 Tel: 022-795-6092 Fax: 022-795-6096 email: 1. 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 17 46 47 4.1.1

More information

ActionScript Flash Player 8 ActionScript3.0 ActionScript Flash Video ActionScript.swf swf FlashPlayer AVM(Actionscript Virtual Machine) Windows

ActionScript Flash Player 8 ActionScript3.0 ActionScript Flash Video ActionScript.swf swf FlashPlayer AVM(Actionscript Virtual Machine) Windows ActionScript3.0 1 1 YouTube Flash ActionScript3.0 Face detection and hiding using ActionScript3.0 for streaming video on the Internet Ryouta Tanaka 1 and Masanao Koeda 1 Recently, video streaming and video

More information

表紙PDF作成用/PDF表紙作成用

表紙PDF作成用/PDF表紙作成用 200 Vol.51 No.2 Jpn J School Health Jpn J School Health Graduate School of Education, Okayama University Jpn J School Health Jpn J School Health p p p p p p p pp p p p p p p p p p p p ppp Jpn J School

More information

WebRTC P2P Web Proxy P2P Web Proxy WebRTC WebRTC Web, HTTP, WebRTC, P2P i

WebRTC P2P Web Proxy P2P Web Proxy WebRTC WebRTC Web, HTTP, WebRTC, P2P i 26 WebRTC The data distribution system using browser cache sharing and WebRTC 1150361 2015/02/27 WebRTC P2P Web Proxy P2P Web Proxy WebRTC WebRTC Web, HTTP, WebRTC, P2P i Abstract The data distribution

More information