Multimodal Sentiment Analysis 1st ed. 2018(Socio-Affective Computing Vol.8) H c. 250 p. 80 illus., 60 illus. in color. 18
Poria, Soujanya, Hussain, Amir, Cambria, Erik 著
目次
Preface 1 Introduction and MotivationResearch Challenges in Text-Based Sentiment AnalysisResearch Challenges in Multimodal Sentiment AnalysisOverview of the Proposed FrameworkContributions of this BookBook Organisation 2 BackgroundAffective ComputingSentiment AnalysisPattern Recognition Feature SelectionModel Evaluation Techniques Model Validation TechniquesClassification TechniquesFeature-Based Text RepresentationConclusion 3 Literature Survey and DatasetsIntroductionAvailable DatasetsVisual, Audio Features for Affect RecognitionMultimodal Affect RecognitionAvailable APIsDiscussionConclusion 4 Concept Extraction from Natural Text for Concept Level Text AnalysisIntroductionThe patterns for concept extractionExperiments and ResultsConclusion 5 EmoSenticSpace: Dense concept-based affective features with common-sense knowledgeIntroductionLexical Resources UsedFeatures Used for ClassificationFuzzy ClusteringHard ClusteringImplementationDirect Evaluation Of The Assigned Emotion LabelsConstruction Of EmosenticspacePerformance on ApplicationsSummary of Lexical Resources and Features UsedConclusion 6 Sentic Patterns: Sentiment Data Flow Analysis by Means of Dynamic Linguistic PatternsIntroductionGeneral rulesCombining sentic patterns with machine learning for text-basedsentiment analysisEvaluationConclusion 7 Combining Textual Clues with Audio-Visual Information for Multimodal Sentiment AnalysisIntroductionExtracting Features from Textual DataExtracting Features from Visual DataExtracting Features from Audio DataExperimental ResultsSpeeding up the computational time: The role of ELMImproved multimodal sentiment analysis: Deep learning-basedvisual feature extractionConvolutional Recurrent Multiple Kernel Learning (CRMKL)Experimental Results and DiscussionConclusion 8 Conclusion and Future WorkSocial ImpactAdvantagesLimitationsFuture Work Index
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