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1 c Twitter Twitter Twitter Twitter API 1. Twitter SNS Facebook mixi [1] No ALBERT EV ALBERT NIKE FuelBand GL Copyright c by ORSJ. Unauthorized reproduction of this article is prohibited.

2 3. 7 GALAPAGOS A01SH ipad mini kindle fire Nexus7 Xperia Tablet AT570 pad 2. Twitter Twitter Twitter 2.1 Twitter Twitter Twitter Twitter Twitter Twitter Twitter Twitter 2.2 Twitter Twitter Twitter [2] Twitter Twitter Twitter 2.3 Twitter Twitter API Rate Limits 1 API [3] Twitter API Twitter REST API [4] Topsy Otter API [5] (1) REST API Search Search API Copyright c by ORSJ. Unauthorized reproduction of this article is prohibited

3 Search API API [6]. (2) Streaming API Streaming API Twitter API statuses/firehose 1 statuses/sample statuses/firehose Twitter Streaming API Twitter (3) Otter API Search Otter API Twitter Search API 1 Otter API API Twitter Search API API API API 2.4 Twitter Twitter Twitter Search API Rate Limits Streaming API statuses/sample 1 Streaming API Search API Twitter Streaming API 1 Streaming API Trie 1 Trie Trie dbcca 1 Trie Copyright c by ORSJ. Unauthorized reproduction of this article is prohibited.

4 dbcca bc bcc 1 Trie Trie 1,000 Trie Streaming API (statuses/sample) Trie Aho-Corasick [7] 1 Trie Kleinberg [8] Twitter Copyright c by ORSJ. Unauthorized reproduction of this article is prohibited

5 表 1 バーストが見られた商品のバースト理由 図 3 全商品のツイート時系列推移 リツイートするという連鎖反応によって 急激にその 話題に関するツイートが増加すると考えられる これ Wi-Fi 版も出てくれないかなぁ Xperia Tablet Z は ipad よりも薄くて軽いのに防水仕様 週アス PLUS #asciiplus 次に 各ワードが時系列でどのように変化をしてい るかを分析した 前記のとおり ツイートデータには バースト現象があり 中長期の予測をするにはそのま まのデータでは判断しにくいことから 10 日移動平均 をとり さらに対数をとったグラフを図 3 に示した 新 規商業施設の関連ワード上位ツイートは ほぼ KITTE と HIKARIE で占めているが 3 月 15 日の東急東横 Twitter@tenin sato 2013 年 1 月 21 日 より引用 c by Copyright 3.2 トレンド分析 線の地下化 3 月 21 日の KITTE オープンが重なった ORSJ. Unauthorized reproduction of this article is prohibited. オペレーションズ リサーチ

6 ALBERT 1 KITTE HIKARIE K EL ALBERT 4. Twitter 2013 Twitter 1 1/ Twitter [1] 2013 BP 2012 [2] richo [3] REST API Rate Limiting in v1.1, Copyright c by ORSJ. Unauthorized reproduction of this article is prohibited

7 twiter.com/docs/rate-limiting/ [4] REST API v1.1 Resources, com/docs/api/ [5] otterapi wiki/resources [6] Using the Twitter Search API, tter.com/docs/using-search [7] A. V. Aho and M. J. Corasick Efficient String Matching: An Aid to Bibliographic Search, Communications of the ACM 18(6), , June [8] J. Kleinberg, Bursty and Hierarchical Structure in Streams, In Proc. 8th SIGKDD, , Copyright c by ORSJ. Unauthorized reproduction of this article is prohibited.

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