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||<style="vertical-align: top;">7/21/2009||<style="color:navy; vertical-align: top;">'''An introduction to logistic regression in R''' and '''What to do if there is (seems to be) no right corpus for your purpose? Don't panic!'''[[BR]]We discuss the process of selecting a corpus, trade-off between more available annotation and more available data, adding additional annotation, using text-corpora for syntactic searches, using the web as a corpus, and how to further enrich your corpus data base (e.g. with ngram information) .... basically, we'll go through a bag of tricks. We will also use this class to catch up with left-overs from previous classes.||Baayen (2008) -- only Section 6.3 [20pp] [[BR]] Jaeger (2008) [13pp] [[BR]]Johnson (2009) [25pp][[BR]][[BR]]Optional readings on [wiki:Self:HlpLab/LSA09/References#statistics Statistics]||12pm, Wed, 7/22/09|| ||<style="vertical-align: top;">7/21/2009||<style="color:navy; vertical-align: top;">'''An introduction to logistic regression in R''' attachment:Lecture5.R ||Baayen (2008) -- only Section 6.3 [20pp] [[BR]] Jaeger (2008) [13pp] [[BR]]Johnson (2009) [25pp][[BR]][[BR]]Optional readings on [wiki:Self:HlpLab/LSA09/References#statistics Statistics]||12pm, Wed, 7/22/09||


[wiki:HlpLab/LSA09/Syllabus Syllabus] | [wiki:HlpLab/LSA09/Assignments Assignments] | [wiki:HlpLab/LSA09/People People] | [wiki:HlpLab/LSA09/CorporaTutorials Corpora & Tutorials] | [wiki:HlpLab/LSA09/References Readings] | [http://lsa2009.berkeley.edu/courses/lsa125.html Offical LSA course page]


Syllabus

The class has three themes:

  • To introduce you to psycholinguistic theories of variation in production. What drives speakers' choices between different word orders (e.g. in the ditransitive alternation), different morphological variants (e.g. contracted vs. full auxiliaries)? Do they avoid potential ambiguities or try to ease production or comprehension processing in some other form?

    To provide you with an introduction to at least one syntactic search software (TGrep2) and tools we developed to combine output of this search software into a database that you can import into excel or a statistics program (these tools are in the developmental stage and have not been release previously). We also plan to give you a super fast intro to the basics of the statistical methods employed in modern corpus-based research on language production.

    To provide a forum for a discussion of the relative trade-offs of corpus-based vs. experiment-based psycholinguistic research. What does corpus-based work to offer? What are the current limitations?

This is an introductory class. I was asked by the LSA to provide a basic introduction and since many of you have not worked with corpora before, we will probably not get into the more advanced statistical aspects of corpus-based work, but I hope that we can give you enough of a background to get you started on corpus-based work and to connect to the community of researchers that is doing this type of work.

Date

Description/Notes

Readings for this class

Assignment due

7/7/2009

Psycholinguistic accounts of processing and communicative efficiencyBRAvailability, Alignment, Domain Minimization, Ambiguity Avoidance, and Uniform Information Density attachment:Lecture1.pdf

Jaeger and Norcliffe (in press) -- only Section 2 [7pp] BRBranigan et al. (2007) [18pp] BRHawkins (2007) [21pp]BRHaywood et al. (2005) [5pp]BRBROptional readings on [wiki:HlpLab/LSA09/References accessibility], [wiki:HlpLab/LSA09/References dependency minimization], and [wiki:HlpLab/LSA09/References ambiguity avoidance]

12pm, Fr, 7/10/09

7/8/2009

You are highly encouraged to attend the [http://www.hlplab.wordpress.com/lsa09regression/ evening tutorial on logistic regression] BR(Note: different time & location: TBA, 7-9pm)

7/9/2009

An introduction to TGrep2: a syntactic search softwareBR(laptops welcome) attachment:Lecture2.pdf

TGrep2 Manual

7/14/2009

The relation between psycholinguistic and other approachesBRmore on psycholinguistic accounts; also grammaticalization, semantic accounts, sociolinguistic accounts attachment:Lecture3.pdf

Jaeger (submitted) [33pp]BR Frank and Jaeger (2008) [6pp] BRBresnan and Hay (2007) [15pp]BRBROptional readings on [wiki:HlpLab/LSA09/References Uniform Information Density], [wiki:HlpLab/LSA09/References gradient grammar and grammaticalization of variation], [wiki:HlpLab/LSA09/References semantic accounts], and [wiki:HlpLab/LSA09/References sociolinguistic and variationist work]

12pm, Fr, 7/17/09

7/15/2009

If you're interested in the analysis of continuous corpus outcomes such as word durations, pitch accents, etc., consider attending the [http://www.hlplab.wordpress.com/lsa09regression/ evening tutorial on linear mixed models] BR(Note: different time & location: TBA, 7-9pm)

7/16/2009

More on TGrep2 and the TGrep2 Database ToolsBR(laptops welcome) attachment:Lecture4.pdf

TDT manual

7/21/2009

An introduction to logistic regression in R attachment:Lecture5.R

Baayen (2008) -- only Section 6.3 [20pp] BR Jaeger (2008) [13pp] BRJohnson (2009) [25pp]BRBROptional readings on [wiki:HlpLab/LSA09/References Statistics]

12pm, Wed, 7/22/09

7/23/2009

Corpora vs. Experiments: Trade-offs (... and a bit more statistics)BRWe'll discuss the advantages and disadvantages of corpora compared to running experiments in the lab. This will lead us to look a bit more at mixed models which provide control for individual speaker effects which make the analysis of corpus data more complicated. I hope that most of you can attend the evening tutorials, so that we can use this session to go through more advanced questions and for questions you have regarding your final projects.


[wiki:HlpLab/LSA09/Syllabus Syllabus] | [wiki:HlpLab/LSA09/Assignments Assignments] | [wiki:HlpLab/LSA09/People People] | [wiki:HlpLab/LSA09/CorporaTutorials Corpora & Tutorials] | [wiki:HlpLab/LSA09/References Readings] | [http://lsa2009.berkeley.edu/courses/lsa125.html Offical LSA course page]


LSA09Syllabus (last edited 2011-08-09 18:32:56 by echidna)

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