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COMS 6998: Advanced Topics in Spoken Language Processing
Note: Schedule and readings are subject to change.
Date
Topic
Readings
Assignments
Week 1: 9/5
Introduction to SLP
Week 2: 9/12
From Sounds to Language
Jurafsky & Martin Chapter 7
(sections 1-3)
Week 3: 9/19
Acoustics of Speech
Jurafsky & Martin Chapter 7
(sections 4-7)
Praat tutorial
Download
Praat
and bring laptop to class
HW1 Assigned
Week 4: 9/26
Analyzing Speech Prosody
ToBI Conventions
Modeling Prosody
Prosody and Meaning
HW1 Due
Week 5: 10/3
Spoken Dialogue Systems
Jurafsky & Martin Chapter 24
Jurafsky
& Martin Chapter 25
HW2 Assigned
Week 6: 10/10
Text-to-Speech Synthesis
Jurafsky & Martin Chapter 8
Merlin Tutorial
HW2 Due
Week 7: 10/17
Automatic Speech Recognition
Jurafsky & Martin Chapter 9
Deng & Yu Chapter 7
Week 8: 10/24
Speech Analysis: Personality and Mental State
Automatic Recognition of Personality in Conversation
Detecting late-life depression in Alzheimer's disease through analysis of speech and languaage
Project Proposals Due
Week 9: 10/31
Speech Analysis: Deception and Trust
Acoustic-Prosodic Indicators of Deception and Trust in Interview Dialogues
The sound of trustworthiness: Acoustic-based modulation of perceived voice personality
(*optional*) Actual and Perceived Cues to Deception: A Closer Look at Speech
Week 10: 11/7
Speech Analysis: Sarcasm and Humor
"Sure, I did the right thing": A system for sarcasm detection in speech
"Yeah, right": Sarcasm recognition for spoken dialogue systems
Multimodal Indicators of Humor in Videos
Week 11: 11/14
Speech Analysis: Emotion
Classifying Subject Ratings of Emotional Speech Using Acoustic Features
Using Context to Improve Emotion Detection in Spoken Dialog Systems
Adieu features? end-to-end speech emotion recognition using a deep convolutional recurrent network
Literature Review Due
Week 12: 11/21
Speech Analysis: Entrainment
Measuring acoustic-prosodic entrainment with respect to multiple levels and dimensions
Mark My Words! Linguistic Style Accommodation in Social Media
Prosodic entrainment in Mandarin and English: a cross-linguistic comparison
Week 13: 11/28
Thanksgiving; no class
Week 14: 12/5
Final Project Presentations