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camIi |
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2210080840689 |
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OCoLC |
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20180222153224 |
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m o d |
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cr cnu|||unuuu |
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170711s2017 ne ob 000 0 eng d |
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▼a9781614997511▼q(electronic bk.) |
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▼a1614997519▼q(electronic bk.) |
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▼z9781614997504▼q(print) |
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▼aCHVBK▼b495243884 |
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▼aCHNEW▼b000966534 |
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▼a(OCoLC)993432979 |
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▼aN▼beng▼erda▼epn▼cN▼dIOSPR▼dIDEBK▼dEBLCP▼dBTCTA▼dN▼dOCLCF▼dOCLCQ▼dMERUC▼dIDB▼dYDX▼d221008 |
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▼aQA76.5913 |
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▼aCOM▼x000000▼2bisacsh |
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▼a006▼223 |
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▼aSaif, Hassan,▼eauthor. |
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▼aSemantic sentiment analysis in social streams /▼cHassan Saif. |
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▼aAmsterdam, Netherlands :▼bIOS Press ;▼aBerlin, Germany :▼bAkademische Verlagsgesellschaft,▼c2017. |
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▼a1 online resource. |
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▼atext▼btxt▼2rdacontent |
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▼acomputer▼bc▼2rdamedia |
338
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▼aonline resource▼bcr▼2rdacarrier |
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▼aStudies on the semantic web ;▼vvol. 030 |
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▼aIncludes bibliographical references. |
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▼aTitle 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 |
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▼a2.2.1.2 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 |
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▼a3.3 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 |
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▼a3.5 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 |
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▼a4.3.2 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 |
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▼aOnline resource; title from PDF title page (IOS Press, viewed July 11, 2017). |
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▼aeBooks on EBSCOhost▼bAll EBSCO eBooks |
650
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▼aSemantic computing. |
650
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▼aSocial media. |
650
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▼aCOMPUTERS / General▼2bisacsh |
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▼aSemantic computing.▼2fast▼0(OCoLC)fst01748947 |
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▼aSocial media.▼2fast▼0(OCoLC)fst01741098 |
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▼aElectronic books. |
830
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▼aStudies on the Semantic Web ;▼vvol. 030. |
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▼uhttp://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=1549267 |
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▼aYBP Library Services▼bYANK▼n14681531 |
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▼aEBL - Ebook Library▼bEBLB▼nEBL4908232 |
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▼aProQuest MyiLibrary Digital eBook Collection▼bIDEB▼ncis38464111 |
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▼aEBSCOhost▼bEBSC▼n1549267 |
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▼aBaker and Taylor▼bBTCP▼nBK0021159548 |