Teaching

CS6998: Topics in Speech Processing: Computational Approaches to Emotional Speech, Fall 2009

Time: Mon 4:10-6:00
Place: TBA

Professor Julia Hirschberg (Office Hours TBA)
julia@cs.columbia.edu, 212-939-7114

Teaching Assistant TBA (Office Hours TBA)

Announcements | Academic Integrity | Description
Readings | Resources | Requirements | Syllabus

Description

This course introduces students to research on emotional speech and its applications in call centers, tutoring systems, and medical diagnosis. We will explore state-of-the-art work on recognizing and producing classic emotions automatically. Emotions such as anger, happiness, sadness, and uncertainty are important to recognize in online dialogue systems and to produce in computer games. We will also study the recognition of other types of speaker state, including deceptive and charismatic speech, and the uses of acoustic and prosodic information in medical domains, for the diagnosis of mental and physical conditions. Classes will be lecture and discussion with an emphasis on group participation. There are no prerequisites for the course and no exams.

Requirements

Students will lead one class discussion, prepare several homework assignments, prepare weekly discussion questions based on assigned readings, and prepare a term project. The Columbia Speech Lab is available for use in homeworks on a signup basis.

All students are required to have a Computer Science Account for this class. To sign up for one, go to the CRF website and then click on "Apply for an Account".

Homework submission procedure.

Academic Integrity

Copying or paraphrasing someone's work (code included), or permitting your own work to be copied or paraphrased, even if only in part, is not allowed, and will result in an automatic grade of 0 for the entire assignment or exam in which the copying or paraphrasing was done. Your grade should reflect your own work. If you believe you are going to have trouble completing an assignment, please talk to the instructor or TA in advance of the due date.

Readings

Required readings will be available on line.

Announcements

Resources

Syllabus

Date Topic Readings Reports & HW
Sep 14
Introduction The Love Detector; Emotional Synthetic Speech

Sep 21
Evidence of Emotion: Theory, Experiments and Corpora
Wiltingetal06; Enos&Hirschberg06;
Nisimuraelal06; Cornelius00

Sep 28
Cues to Emotion: Face, Body, Brain
Johnstoneetal06, Ekman video;
Ekman bio;
cf FACS

Oct 5
Cues to Emotion: Language Gupta&Rajput07; cf DAL, Praat Yanushevskayaetal05 HW1 due
Oct 12
Techniques for Emotion Classification
Kumaretal06; Satohetal07;
Cowie00;
cf. Feeltrace

Oct 19
Cultural Differences
Braun&Katerbow05; Shahidetal07;
Ekman&Friesen03

Oct 26
Producing Emotional Speech
Cahn90; Eideetal04;
Beskow&Nordenberg06
cf Synface demo

Nov 9
Emotion in IVR Systems:  Anger and Frustration
Liscombeetal05Devillers&Vidrascu06

Nov 16
Emotion in Tutoring Systems: Confidence and Confusion
Aietal06; Liscombeetal05b

Nov 23
Emotion in Meetings:  Hot Spots and Laughter
Wrede&Shriberg03; Laskowski&Burger07

Nov 30
Deception Detection
Hirschbergetal05; Eriksson&Lacerda07
YouDecide

Dec 7
Medical Diagnosis
Luoetal06; Levitetal01; Kalioubyetal06

Dec 14
Modeling Other Speaker State:  Sarcasm, Charisma, Urgent/Personal
Teppermanetal06; Biadsyetal08;
Ringel&Hirschberg02

Dec 23


Projects due

 

Julia Hirshberg Portrait

Julia Hirschberg
Professor, Computer Science

Columbia University
Department of Computer Science
1214 Amsterdam Avenue
M/C 0401
450 CS Building
New York, NY 10027

email: julia@cs.columbia.edu
phone: (212) 939-7114

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Columbia University Department of Computer Science / Fu Foundation School of Engineering & Applied Science
450 Computer Science Building / 1214 Amsterdam Avenue, Mailcode: 0401 / New York, New York 10027-7003
Tel: 1.212.939.7000 / Fax: 1.212.666.0140