This course will introduce students to computational linguistics (CL) and natural language processing (NLP), a field combining insights from linguistics and computer science. The course is concerned with concepts, models, and algorithms to interpret, generate, and learn natural languages, as well as applications of NLP.
We will look at the different levels of linguistic analysis: morphology, morpho-syntax, syntax, and lexical semantics. In so doing, we will move from simple representations of language, such as finite-state techniques and n-gram analysis, to more advanced representations, such as those found in context-free and unification-based parsing. Emphasis will be placed on parsing techniques in this course.
Instructor:
Markus Dickinson
Office:
Memorial Hall (MM) 317)
Phone:
(812) 856-2535
E-mail:
md7 AT edu.indiana (flipped around)
Office hours:
| M | 11:00am-12:00pm |
| W | 1:30-2:30pm |
| or by appointment |
Meeting time:
TR 1:00-2:15pm
Classroom:
Lindley Hall (LH) 030
Course website:
http://jones.ling.indiana.edu/~mdickinson/08/545/
| Participation | 10% | |
| Homeworks | 60% | (=8@7.5% each) |
| Project | 30% |
| A | 93-100 | B+ | 87-89 | C+ | 77-79 | D+ | 67-69 | F | 0-59 |
| A- | 90-92 | B | 83-86 | C | 73-76 | D | 60-66 | ||
| B- | 80-82 | C- | 70-72 |
Academic misconduct is not allowed in this course. The Indiana University Code of Student Rights, Responsibilities, and Conduct (http://dsa.indiana.edu/Code/) defines academic misconduct as ``any activity that tends to undermine the academic integrity of the institution . . . Academic misconduct may involve human, hard-copy, or electronic resources . . . Academic misconduct includes, but is not limited to . . . cheating, fabrication, plagiarism, interference, violation of course rules, and facilitating academic misconduct'' (II. G.1-6).
Students who need an accommodation based on the impact of a disability should contact me to arrange an appointment as soon as possible to discuss the course format, to anticipate needs, and to explore potential accommodations.
I rely on Disability Services for Students for assistance in verifying the need for accommodations and developing accommodation strategies. Students who have not previously contacted Disability Services are encouraged to do so (812-855-7578; http://www.indiana.edu/~iubdss/).
| Month | Date | Day | Topic | Reading | Assignments |
| Jan. | 8 | T | Intro to class (.pdf, 2x3.pdf) | ch. 1 | |
| 10 | R | Regular expressions & Automata (.pdf, 2x3.pdf) | ch. 2 | ||
| 15 | T | Regular expressions & Automata | |||
| 17 | R | Morphology (.ppt) | ch. 3 | ||
| 22 | T | Finite-State Transducers (FSTs) | HW1 due | ||
| 24 | R | N-grams (.pdf, 2x3.pdf) | ch. 6 | ||
| 29 | T | N-grams | |||
| 31 | R | Part-of-speech (POS) tagging (.ppt) | ch. 8 | HW2 due | |
| Feb. | 5 | T | POS tagging | app. D | |
| 7 | R | POS tagging | |||
| 12 | T | Basics of set theory (.pdf, 2x3.pdf) | HW3 due | ||
| 14 | R | Grammar complexity (.pdf, 2x3.pdf) | ch. 13 | ||
| 19 | T | Context-Free Grammars (CFGs) (.pdf, 2x3.pdf) | ch. 9 | ||
| 21 | R | CFGs | |||
| 26 | T | CFGs & Parsing (.pdf, 2x3.pdf) | ch. 10 | HW4 due | |
| 28 | R | CFGs & Parsing | |||
| Mar. | 4 | T | More on chart parsing | ||
| 6 | R | Definite clause grammars (.pdf, 2x3.pdf) | HW5 due | ||
| 11 | T | SPRING BREAK | |||
| 13 | R | SPRING BREAK | |||
| 18 | T | Dependency parsing (.pdf) | |||
| 20 | R | Dependency parsing | |||
| 25 | T | Unification-based parsing (.pdf, 2x3.pdf) | ch. 11 | ||
| 27 | R | Unification-based parsing | |||
| Apr. | 1 | T | Unification-based parsing | HW6 due | |
| 3 | R | No class | |||
| 8 | T | Probabilistic parsing (.ppt) | ch. 14 | ||
| 9 | W | (Optional) Practical session: 2:30-3:45pm, MM401 | |||
| 10 | R | Probabilistic parsing | HW7 due | ||
| 15 | T | Partial parsing (.pdf, 2x3.pdf) | ch. 10.5, Abney 1991 | ||
| 17 | R | Semantic parsing (.pdf, 2x3.pdf) | ch. 15 | ||
| 18 | F | (Optional) Practical session: 12:30-1:45pm, MM401 | |||
| 22 | T | Project Presentations | HW8 due | ||
| 24 | R | Project Presentations | |||
| May | 1 | R | Written projects due | 5pm |
And here's a page of potentially useful links that we discussed in class.