By Dell Zhang, Karl Prior, Mark Levene, Robert Mao, Diederik van Liere (auth.), Shuigeng Zhou, Songmao Zhang, George Karypis (eds.)
This ebook constitutes the refereed court cases of the eighth overseas convention on complex info Mining and functions, ADMA 2012, held in Nanjing, China, in December 2012. The 32 typical papers and 32 brief papers offered during this quantity have been conscientiously reviewed and chosen from 168 submissions. they're equipped in topical sections named: social media mining; clustering; computing device studying: algorithms and purposes; class; prediction, regression and popularity; optimization and approximation; mining time sequence and streaming info; internet mining and semantic research; information mining functions; seek and retrieval; details suggestion and hiding; outlier detection; subject modeling; and knowledge dice computing.
Read or Download Advanced Data Mining and Applications: 8th International Conference, ADMA 2012, Nanjing, China, December 15-18, 2012. Proceedings PDF
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Extra info for Advanced Data Mining and Applications: 8th International Conference, ADMA 2012, Nanjing, China, December 15-18, 2012. Proceedings
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Resorted to the synonym and antonym relationship in WordNet to predict the orientation of the candidate words [8]. Kim and Hovy proposed two probabilistic models to estimate the strength of polarity [4]. In their models, synonyms were used as features. Their basic hypothesis was that the synonyms had the same orientation and the antonyms had the opposite orientation. Esuli et al. utilized the glosses in WordNet to represent the candidate word and based on the new representation the word was classified into positive and negative categories [5].
This is probably because Weibo has provided more convenient user interface when typing the emoticons. Fig 1 shows some examples of microblogs in Weibo. ӺཙᱟᡁӪ⭏ѝᴰՏབྷⲴаཙˈҏᱟᡁᴰӛਇⲴаཙ Today is the greatest day in my life, and it is also my most enjoyable day 䰪㵌Ԝ൘а䎧ྭᔰᗳˈྭѵ⋑䘉Ѹ㚊൘а䎧⡡Ԝ Long time no see, girls! It’s happy we meet again. Love you 㔃ႊⵏᱟ㠚⇱ᖒ䊑Ⲵ⍫ Marriage is really a self-destructive job ৸㻛ಙỖ䟂ˈ৸н⸕䚃ࠐᰦ㜭ⶑл৫ҶDŽ✖н✖ I was awakened up by the nightmare again. I don’t know when I can fell asleep Fig. 1.
For example, ”not happy” is not stronger than ”sad” on expressing the negative emotions. In Algorithm 1, if the sum sentiscore > 0, then this microblog is regarded as positive. If the sum sentiscore < 0, the microblog is regarded as negative. Otherwise, it is neutral. The Algorithm 1 is easy to understand, and its performance mainly depends on the quality of the sentiment lexicon. In the next section, Algorithm 1 is used to evaluate different sentiment lexicons. 1 Experiments Experiment Setup Training Dataset.