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020 ▼a 9781614997511 ▼q (electronic bk.)
020 ▼a 1614997519 ▼q (electronic bk.)
020 ▼z 9781614997504 ▼q (print)
0291 ▼a CHVBK ▼b 495243884
0291 ▼a CHNEW ▼b 000966534
035 ▼a (OCoLC)993432979
040 ▼a N$T ▼b eng ▼e rda ▼e pn ▼c N$T ▼d IOSPR ▼d IDEBK ▼d EBLCP ▼d BTCTA ▼d N$T ▼d OCLCF ▼d OCLCQ ▼d MERUC ▼d IDB ▼d YDX ▼d 248032
049 ▼a MAIN
050 4 ▼a QA76.5913
072 7 ▼a COM ▼x 000000 ▼2 bisacsh
08204 ▼a 006 ▼2 23
1001 ▼a Saif, Hassan, ▼e author.
24510 ▼a Semantic sentiment analysis in social streams / ▼c Hassan Saif.
264 1 ▼a Amsterdam, Netherlands : ▼b IOS Press ; ▼a Berlin, Germany : ▼b Akademische Verlagsgesellschaft, ▼c 2017.
300 ▼a 1 online resource.
336 ▼a text ▼b txt ▼2 rdacontent
337 ▼a computer ▼b c ▼2 rdamedia
338 ▼a online resource ▼b cr ▼2 rdacarrier
4901 ▼a Studies on the semantic web ; ▼v vol. 030
504 ▼a Includes bibliographical references.
5050 ▼a Title Page; Dedication; Statement; Abstract; Acknowledgements; Contents; List of Figures; List of Tables; 1 Introduction; 1.1 Motivation; 1.1.1 Sentiment Analysis of Twitter: Gaps and Challenges; 1.1.2 From Affect Words to Words' Semantics; 1.2 Research Questions, Hypotheses and Contributions; 1.3 Thesis Methodology and Outline; 1.4 Publications; Background; 2 Literature Review; 2.1 Background; 2.1.1 Fundamentals; 2.1.2 A Note on Terminology; 2.2 Sentiment Analysis of Twitter; 2.2.1 Traditional Sentiment Analysis Approaches; 2.2.1.1 The Machine Learning Approach
5058 ▼a 2.2.1.2 The Lexicon-based Approach2.2.1.3 The Hybrid Approach; 2.2.1.4 Discussion; 2.3 Semantic Sentiment Analysis; 2.3.1 Contextual Semantics; 2.3.2 Conceptual Semantics; 2.4 Summary and Discussion; 2.4.1 Discussion; Semantic Sentiment Analysis of Twitter; 3 Contextual Semantics for Sentiment Analysis of Twitter; 3.1 Introduction; 3.2 The SentiCircle Representation of Words' Semantics; 3.2.1 Overview; 3.2.2 SentiCircle Construction Pipeline; 3.2.2.1 Term Indexing; 3.2.2.2 Context Vector Generation; 3.2.2.3 SentiCircle Generation; 3.2.2.4 Senti-Median: The Overall Contextual Sentiment Value
5058 ▼a 3.3 SentiCircles for Sentiment Analysis3.3.1 Entity-level Sentiment Detection; 3.3.2 Tweet-level Sentiment Detection; 3.3.2.1 The Median Method; 3.3.2.2 The Pivot Method; 3.3.2.3 The Pivot-Hybrid Method; 3.3.3 Evaluation Setup; 3.3.3.1 Datasets; 3.3.3.2 Sentiment Lexicons; 3.3.3.3 Baselines; 3.3.3.4 Thresholds and Parameters Tuning; 3.3.4 Evaluation Results; 3.3.4.1 Entity-Level Sentiment Detection; 3.3.4.2 Tweet-Level Sentiment Detection; 3.3.4.3 Impact on Words' Sentiment; 3.4 SentiCircles for Adapting Sentiment Lexicons; 3.4.1 Evaluating SentiStrength on the Adapted Thelwall-Lexicon
5058 ▼a 3.5 Runtime Analysis3.6 Discussion; 3.7 Summary; 4 Conceptual Semantics for Sentiment Analysis of Twitter; 4.1 Introduction; 4.2 Conceptual Semantics for Supervised Sentiment Analysis; 4.2.1 Extracting Conceptual Semantics; 4.2.2 Conceptual Semantics Incorporation; 4.2.3 Evaluation Setup; 4.2.3.1 Datasets; 4.2.3.2 Semantic Concepts Extraction; 4.2.3.3 Baselines; 4.2.4 Evaluation Results; 4.2.4.1 Results on Incorporating Semantic Features; 4.2.4.2 Comparison of Results; 4.3 Conceptual Semantics for Lexicon-based Sentiment Analysis; 4.3.1 Enriching SentiCircles with Conceptual Semantics
5058 ▼a 4.3.2 Evaluation Results4.4 Discussion; 4.5 Summary; 5 Semantic Patterns for Sentiment Analysis of Twitter; 5.1 Introduction; 5.2 Related Work; 5.3 Semantic Sentiment Patterns of Words; 5.3.1 Syntactical Preprocessing; 5.3.2 Capturing Contextual Semantics and Sentiment of Words; 5.3.3 Extracting Patterns from SentiCircles; 5.4 Evaluation Setup; 5.4.1 Tweet-Level Evaluation Setup; 5.4.2 Entity-Level Evaluation Setup; 5.4.3 Evaluation Baselines; 5.4.4 Number of SS-Patterns in Data; 5.5 Evaluation Results; 5.5.1 Results of Tweet-Level Sentiment Classification
5880 ▼a Online resource; title from PDF title page (IOS Press, viewed July 11, 2017).
590 ▼a eBooks on EBSCOhost ▼b All EBSCO eBooks
650 0 ▼a Semantic computing.
650 0 ▼a Social media.
650 7 ▼a COMPUTERS / General ▼2 bisacsh
650 7 ▼a Semantic computing. ▼2 fast ▼0 (OCoLC)fst01748947
650 7 ▼a Social media. ▼2 fast ▼0 (OCoLC)fst01741098
655 4 ▼a Electronic books.
830 0 ▼a Studies on the Semantic Web ; ▼v vol. 030.
85640 ▼u http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=1549267
938 ▼a YBP Library Services ▼b YANK ▼n 14681531
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938 ▼a ProQuest MyiLibrary Digital eBook Collection ▼b IDEB ▼n cis38464111
938 ▼a EBSCOhost ▼b EBSC ▼n 1549267
938 ▼a Baker and Taylor ▼b BTCP ▼n BK0021159548
990 ▼a 관리자