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1 DEIM Forum 2016 H F gs14043@s.inf.shizuoka.ac.jp, m-hirota@oita-ct.ac.jp, hiro@c-point.co.jp, yokoyama@inf.shizuoka.ac.jp (Venue) Venue () Venue [] SNS [LINK] Venue Venue Venue Venue Venue Venue HyperlocalLocal ExpertFoursquare 1. SNS SNS [ ] 1 (Venue) Venue Venue ( (e.g. )) Venue ( ) SNS [LINK] Venue Venue ,795( Venue 2,461) 6,565,776 PV 1, ,140 Venue Venue Venue LINK [1] Venue 1http:// 2http://linkz.jp/index.html/

2 3 Venue Venue Venue Venue Venue Venue SNS [2] Venue Venue [3] Venue Venue Venue [4] / Venue [5] Venue Venue Foursquare Venue Foursquare km 10,918 Venue 3http:// 04.pdf 2. 2 [6] [7] distance dependent Chinese Restaurant Process(dd-CRP) 2. 3 Bao [8] Foursquare Bao Foursquare Bao Venue Venue Venue Venue Venue Venue [9] (e.g. ) Venue Venue Foursquare Venue 3. 1 Venue Venue Venue Venue

3 1 1 1 Venue Venue ()/ ()/ () ()/()/ () ()/ () ()/ ()/ () 3. 1 Venue Venue Venue Venue Venue Venue Kuromoji 4 NAIST Japanese Dictionary 5 Venue 1 Venue 1 Foursquare Venue 16km Venue Foursquare API 6 Venue name ( ) (e.g. CLOCHE () ) 4 4http:// 5http://sourceforge.jp/projects/naist-jdic/ 6https://developer.foursquare.com/ 1 (e.g. ) (e.g. ) e.g. e.g. ) e.g. CLOCHE () CLOCHE ) (F-) Venue Venue Venue (e.g. Japanese Restaurant Sake Bar ) Venue Venue Foursquare Venue Venue Google Geocoding 7 Neighborhood e.g. 16km F- Foursquare Venue Venue 3. 2 Venue Venue Venue () () Venue u Venue v Score uv ( (e.g. )) Score uv Score uv t j = λ τ T j (0 < λ < 1) (1) Score uv = (a j + i j ) t j (2) j J uv 7

4 2 2 () (a) () (b) () t j j τ T j j a j j i j j J uv u Venue v j t j Khy [10] (1) λ (fogetting factor) λ λ ( ) a j j Venue e.g. Japanese Restaurant i j j 1 1 Kherf [11] Web

5 3 Rank Author Score 1 kokoron bistro33vin choupapa 90 4 cocollo harahettanya atelierlachouchoute 10 Rank Author Score 1 kokoron bistro33vin harahettanya choupapa atelierlachouchoute cocollo 6.62 Rank Author Score 1 atelierlachouchoute choupapa kokoron harahettanya cocollo bistro33vin 1.01 (a) (b) λ = (c) λ = ,052,326 Foursquare Venue , Venue Foursquare Food Nightlife Spot Bed & Breakfast Boarding House Hostel Hotel Motel Resort Food NightlifeSpot () Venue (a) 6 2(a) () Venue 11 Yahoo (b) 6 2(b) WordNet 14 2(a) 2(b) Venue OpenStreetMap 15 Venue Venue (Venue ) (1) λ() (1) τ (a) 3(b) 3(c) 8http://tabelog.com/ 9http://gourmet.livedoor.com/ 10http:// 11http://travel.rakuten.co.jp/ 12http://travel.yahoo.co.jp/ 13http:// 14http://nlpwww.nict.go.jp/wn-ja/ 15http:// 3(a) 3(b) (1) λ (c) (1) λ (a) 3(b) 3(c) 3(b) 3(c) (1) λ author bistro33vin 3(a) 2 3(b) 2 3(c) 42 bistro33vin author atelierlachouchoute 3(a) 79 3(b) 6 3(c) 1 atelierlachouchoute (1) λ λ 4. 3 Google Google 16 Venue hamazo.tv ( Venue site:hamazo.tv) Google Venue 2(a) 2(b) 16https://

6 Google Google 5 Google Google Web ( RSS) Google Venue PR 5. SNS [LINK] LINK GPS Venue Venue Venue LINK PC (Android 17 ios 18 ) LINK 3 foursquare Venue https://itunes.apple.com/jp/app/link/id ?mt=8 3 LINK Venue CSV.jp 19 (Venue ) Google Geocoding URL (e.g ) 6 6(a) 6(f) 20 CS CS CS (a) 4 PC LINK 4 Venue OpenStreetMap Venue 4 LINK Venue Venue 19http://teldata.jp/ 20http://review.rakuten.co.jp/ 21http://life.oricon.co.jp/ 22http:// 23http://beauty.hotpepper.jp/ 24http:// 25http://4travel.jp/

7 6 () () () (a) ( ) (b) ( ) (c) ( ) () () (d) ( ) (e) ( ) (f) ( ) Venue 6. (Venue) Venue Venue () Venue ( ) SNS [LINK] (1) λ Venue Venue 3 Venue Venue [1] Local Expert [2] 2011 [3] [4] Blog [5] [6] [7] [8] Jie BaoYu ZhengMohamed F. Mokbel Location-based and Preference-Aware Recommendation Using Sparse Geo-

8 図 4 LINK への導入 (PC 版) Social Networking Data ACM SIGSPATIAL GIS [9] 稲垣 陽一 中島 伸介 張 建偉 中本 レン 桑原 雄 ブロガ体 験熟知度に基づくブログランキングシステムの開発および評価 情報処理学会論文誌 データベース Vol.3 No.3 pp [10] Sophoin Khy Yoshiharu Ishikawa Hiroyuki Kitagawa A Novelty-based Clustering Method for On-line Documents World Wide Web Journal Vol.11 No.1 pp [11] M. L. Kherfi D. Ziou A. Bernardi Image Retrieval from the World Wide Web: Issues, Techniques, and Systems ACM Computing Surveys Vol.36 No.1 pp

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