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| - | ====== Distributional Semantic Models (ESSLLI 2009) ====== | + | The page you're looking for has moved to [[http:// |
| - | [[course:start|Start page]] – | + | [[:course:esslli2009:schedule|Click here]] to go to the page. |
| - | **Schedule** – | + | |
| - | [[course:material|Downloads & Links]] – | + | |
| - | [[course:bibliography|Bibliography]] | + | |
| - | + | ||
| - | + | ||
| - | ===== Schedule & handouts ===== | + | |
| - | + | ||
| - | == 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}}, | + | |
| - | + | ||
| - | == Matrix algebra & vector spaces (Tue, 28 July) == | + | |
| - | + | ||
| - | * matrix representation, | + | |
| - | * geometric analysis (norms, distances, similarity & angles) | + | |
| - | * implementation: | + | |
| - | {{: | + | |
| - | + | ||
| - | == Applications of DSMs (Wed, 29 July) == | + | |
| - | + | ||
| - | * What can we do with DSM vectors? | + | |
| - | * Do DSMs capture interesting aspects of word meaning? | + | |
| - | + | ||
| - | == Manipulating & understanding DSM spaces (Thu, 30 July) == | + | |
| - | + | ||
| - | * more advanced matrix algebra & implementation | + | |
| - | * singular value decomposition (SVD) | + | |
| - | * managing high-dimensional DSMs (SVD, random indexing) | + | |
| - | * visualisation and intuitive interpretation | + | |
| - | * mathematical properties of special DSMs | + | |
| - | + | ||
| - | == Challenges for DSMs & current research (Fri, 31 July) == | + | |
| - | + | ||
| - | * looking for a unified model | + | |
| - | * connection to formal semantics: compositionality, | + | |
| - | * holographic memory, probabilistic approaches | + | |