Decoding intricacies of human nature from social network communications
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M. L. Gavrilova
Abstract
In the rapidly evolving area of cognitive informatics and data mining, behavioral profiling of online communications is one of the most dynamic areas of interest. It has numerous connections to other areas, such as linguistics, sentiment analysis, visualization, robotics, emotion recognition, e-learning, natural communication and humor recognition. This chapter explores the state-of-the-art machine learning methods for online pattern analytics and user behavior recognition. Typical applications are in domains of cybersecurity, virtual reality, human-computer interaction, e-commerce and e-education. User identification based on a combination of visual cues, social network activities, spatio-temporal communication patterns, online communication style, habits as well as linguistic patterns expressed in those activities are emerging research directions discussed in this chapter.
Abstract
In the rapidly evolving area of cognitive informatics and data mining, behavioral profiling of online communications is one of the most dynamic areas of interest. It has numerous connections to other areas, such as linguistics, sentiment analysis, visualization, robotics, emotion recognition, e-learning, natural communication and humor recognition. This chapter explores the state-of-the-art machine learning methods for online pattern analytics and user behavior recognition. Typical applications are in domains of cybersecurity, virtual reality, human-computer interaction, e-commerce and e-education. User identification based on a combination of visual cues, social network activities, spatio-temporal communication patterns, online communication style, habits as well as linguistic patterns expressed in those activities are emerging research directions discussed in this chapter.
Kapitel in diesem Buch
- Frontmatter I
- Preface V
- Contents VII
- Introduction 1
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Part 1: Script-based semantics
- Scripts, frames, and other semantic objects 11
- Script-based approach towards taxis connectors 43
- Ontological and grammatical constraints on metaphor productivity 55
- Meaning amalgamation, phrasal stress, and earning money 77
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Part 2: Humor
- Knowledge about humor 93
- Domains of humor: Challenges from psychology 115
- Victor Raskin’s overlooked analysis of political jokes 139
- Joke construction and joke structure 167
- ‘Stop kidding, I’m serious’: Failed humor in French conversations 191
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Part 3: Ontological semantics
- Scripts in the Ontological Semantic Theory of Humor 229
- Which fuzzy logic operations are most appropriate for ontological semantics: Theoretical explanation of empirical observations 257
- Decoding intricacies of human nature from social network communications 269
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Part 4: Other applications
- A creative approach for linguistic funny business: Using linguistic paradigms and taxonomies 281
- Tourism after the Arab Spring in Tunisia: An analysis of advertising campaigns 305
- Names Index 315
- Subject Index 321
Kapitel in diesem Buch
- Frontmatter I
- Preface V
- Contents VII
- Introduction 1
-
Part 1: Script-based semantics
- Scripts, frames, and other semantic objects 11
- Script-based approach towards taxis connectors 43
- Ontological and grammatical constraints on metaphor productivity 55
- Meaning amalgamation, phrasal stress, and earning money 77
-
Part 2: Humor
- Knowledge about humor 93
- Domains of humor: Challenges from psychology 115
- Victor Raskin’s overlooked analysis of political jokes 139
- Joke construction and joke structure 167
- ‘Stop kidding, I’m serious’: Failed humor in French conversations 191
-
Part 3: Ontological semantics
- Scripts in the Ontological Semantic Theory of Humor 229
- Which fuzzy logic operations are most appropriate for ontological semantics: Theoretical explanation of empirical observations 257
- Decoding intricacies of human nature from social network communications 269
-
Part 4: Other applications
- A creative approach for linguistic funny business: Using linguistic paradigms and taxonomies 281
- Tourism after the Arab Spring in Tunisia: An analysis of advertising campaigns 305
- Names Index 315
- Subject Index 321
