H1 Syllabus -- Modeling of Language Phenomena
| Instructors: Chilin Shih and Greg P. Kochanski |
May 20 - August 8, 2002, 6:00 - 9:25 P.M.,
Wednesdays |
The goal of this course is to apply statistical and
mathematical and physiological concepts to understand and to
provide a quantitative description of language. We emphasize
hands-on experience using on-line databases, testing and
verifying hypotheses, and acquiring basic computational skills.
Students will use their knowledge to build a software model of
phoneme duration, and also to identify which language a document
is in.
There is one required textbook: Cartoon Guide: The Cartoon
Guide to Statistics, by Larry Gonick and Woollcott Smith.
HarperPerennial, 1993, New York. ISBN 0-06-273102-5.
H2
Syllabus H3 Probability concepts:
Conditional probabilities, Bayes' Theorem, MAP (Maximum
A-posteriori Estimation), Good-Turing estimation.
H3
Statistical concepts:
Frequency, ratio, rank, mean, median, standard deviation,
Zipf's law, graphical display, N-grams, CART, multiple linear
regression.
H3 Linguistics concepts:
Linguistic units: phones, syllables, words, phone per second,
documents, linguistic distribution, durations, document
language.
H3 Physiological Concepts:
Articulator motions, articulatory definition of phonemes,
springs, masses, and accelerations, muscle physiology, control
strategies.
H3 Applications:
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H3 Computation skills:
Unix file management, pipe, tr, sort, uniq, basic programming:
sh, awk.
