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course:schedule [2009/11/23 08:46]
alexlenci
course:schedule [2010/11/01 14:07] (current)
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-====== Distributional Semantic Models (ESSLLI 2009)  ====== +The page you're looking for has moved to [[http://wordspace.collocations.de/doku.php/course:esslli2009:schedule]].
- +
-[[course:start|Start page]] – +
-**Schedule** – +
-[[course:material|Downloads & Links]] – +
-[[course:bibliography|Bibliography]] +
- +
- +
-===== Schedule & handouts ===== +
- +
-Credits: Some of the slides in the course are based on an earlier DSM course taught by Marco Baroni +
- +
-== Introduction == +
-{{esslli.dsm.intro.pdf|Slides}} +
- +
-== Foundations of DSMs (Mon, 27 July) == +
- +
-  * general introduction & background +
-  * DSMs in a nutshell +
-  * the DSM parameter space: a taxonomy +
-{{esslli.dsm.1.pdf|Slides}}, {{esslli.dsm.1.handout.pdf | Handout}}  +
-== Matrix algebra & vector spaces (Tue, 28 July) == +
- +
-  * matrix representation, foundations of matrix algebra +
-  * geometric analysis (norms, distances, similarity & angles) +
-  * implementation: R as an interactive DSM laboratory +
-{{:course:02_matrix_algebra.slides.pdf|Slides}}, {{:course:02_matrix_algebra.handout.pdf|Handout}} – {{:course:dsm_lab.R|DSM lab (R script)}}, [[http://www.collocations.de/data/bnc_vobj_filtered.txt.gz|bnc_vobj_filtered.txt.gz]] (15 MB) – {{:course:homework.r|Homework (R script)}}, [[http://www.collocations.de/data/potter_tokens.txt.gz|potter_tokens.txt.gz]] (8.9M) +
- +
-== DSMs in computational linguistics and cognitive science (Wed, 29 July) == +
- +
-  * What can we do with DSM vectors? +
-  * Do DSMs capture interesting aspects of word meaning? +
-{{esslli.dsm.2.pdf|Slides}}, {{esslli.dsm.2.handout.pdf | Handout}}, {{bnc.svd.concnouns.hclus.pdf | Concrete nouns clustering}}, {{bnc.svd.concnouns.mds.pdf | Concrete nouns MDS}} +
- +
-== Geometric interpretation of DSM spaces (Thu, 30 July) == +
- +
-  * more advanced matrix algebra +
-  * distances, norms and angles +
-  * principal components analysis (PCA) as noise reduction +
-{{:course:04_geometric_methods.slides.pdf|Slides}}, {{:course:04_geometric_methods.handout.pdf|Handout}} +
- +
-== SVD (Fri, 31 July, part A) == +
- +
-  * singular value decomposition (SVD) +
-  * managing high-dimensional DSMs (SVD, random indexing) +
-{{:course:05a_svd.slides.pdf|Slides}}, {{:course:05a_svd.handout.pdf|Handout}} +
- +
-== Challenges for DSMs & current research (Fri, 31 July, part B) == +
- +
-  * looking for a unified model +
-  * DSMs and compositionality +
- +
-{{esslli.dsm.3.pdf|Slides}}, {{esslli.dsm.3.handout.pdf | Handout}}+
  
 +[[:course:esslli2009:schedule|Click here]] to go to the page.