Pre-conference tutorial on “Emotion Analysis & Applications” at ICON
2014
Speakers: Aditya Joshi, Research Scholar, IITB-Monash Research Academy; Ravindra Soni, Masters Student, IIT Bombay
Advisor: Prof. Pushpak Bhattacharyya, Vijay and Sita Vashee Chair Professor, IIT Bombay
Location: ICON
2014, Goa University, Goa, India
Date: 18th December, 2014
Time: 2:00pm – 5:30pm
If you attended the tutorial, we would love to hear from you. Please fill our feedback form at: https://docs.google.com/forms/d/1PTfRmqF7ATKwynDiX9PO_HN4BnIs2c-Uz4-AfzjiukE/viewform
Outline
The tutorial will cover a literature survey of key papers in Emotion Analysis and Applications.
· Motivation and Definition
· Preliminaries
o Emotions in psychology literature
o Machine Learning Basics (Classification, Typical classifiers, topic models)
· Emotion Lexicons
o LIWC
o ANEW & ANEW-Spanish
o Chinese Emotion Lexicon
o Emotion Lexicon by Saif Mohammad and Peter Turney
o Wordnet-Affect
o An interactive case-study with the audience (Surprise!)
· Emotion Analysis approaches (In a timeline manner)
o Rule-based system that uses OMCS to discover emotion-provoking events
o Rule-based system that uses emoticons and emotion lexicon
o EA of blogs
o Systems that compare rule-based, supervised and similarity-based techniques for EA
o Statistical system that uses web to discover emotion-provoking events
o Identifying emotional emails using intelligently engineered features
o EA for tweets using hashtag and emoticon labels
o An interactive case-study with the audience (Surprise!)
The slides will appear here. Watch this page for more.
Last Updated on: 16th December, 2014