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Crossing Media Streams with Sentiment: Domain Adaptation in Blogs, Reviews and Twitter
Published on Jul 06, 20122985 Views
Most sentiment analysis studies address classification of a single source of data such as reviews or blog posts. However, the multitude of social media sources available for text analysis lends itself
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Chapter list
Crossing Media Streams with Sentiment: Domain Adaptation in Blogs, Reviews, and Twitter00:00
Ways of sharing data00:37
ICWSM chatter01:03
Questions01:08
Why?02:20
Contributions02:53
Gathering Data (1)03:25
Gathering Data (2)04:35
Gathering Data (3)05:12
Labeling06:26
Table (1)07:38
Table (2)08:26
Blogs Reviews Twitter09:15
Sentiment in SM Streams is Different10:26
Cross-Stream Adaptation11:02
Targets12:27
Adapting from a single stream13:56
Adapting from multiple streams (1)14:59
Adapting from multiple streams (2)15:37
Topic-independent adaptation16:09
Cross-Topic Adaptation16:58
Conclusions18:00
More questions19:35
Contact21:05