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http://hdl.handle.net/1942/8046
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DC Field | Value | Language |
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dc.contributor.author | HOLLANDERS, Goele | - |
dc.contributor.author | BEX, Geert Jan | - |
dc.contributor.author | GYSSENS, Marc | - |
dc.contributor.author | TUYLS, Karl | - |
dc.contributor.author | WESTRA, Ronald | - |
dc.date.accessioned | 2008-03-19T08:59:29Z | - |
dc.date.available | 2008-03-19T08:59:29Z | - |
dc.date.issued | 2007 | - |
dc.identifier.citation | DASTANI, Mohammad Mehdi & DE JONG, Edwin (Ed.) Proceedings of the 19th Belgian-Dutch Conference on Artificial Intelligence, November 2007, Utrecht, The Netherlands. p. 359-360. | - |
dc.identifier.uri | http://hdl.handle.net/1942/8046 | - |
dc.description.abstract | In this paper [1] we study the identification of sparse interaction networks, from a given set of observations, as a machine learning problem. An example of such a network is a sparse gene-protein interaction network, for more details see [2]. Sparsity means that we are provided with a small data set and a high number of unknown components of the system, most of which are zero. Under these circumstances, a model needs to be learned that fits the underlying system, capable of generalization. This corresponds to the student-teacher setting in machine learning. | - |
dc.language.iso | en | - |
dc.title | On Phase Transitions in Learning Sparse Networks | - |
dc.type | Proceedings Paper | - |
local.bibliographicCitation.authors | DASTANI, Mohammad Mehdi | - |
local.bibliographicCitation.authors | DE JONG, Edwin | - |
local.bibliographicCitation.conferencedate | November 5-6, 2007 | - |
local.bibliographicCitation.conferencename | Belgian-Dutch Conference on Artificial Intelligence (BNAIC 2007) | - |
dc.bibliographicCitation.conferencenr | 19 | - |
local.bibliographicCitation.conferenceplace | Utrecht, the Netherlands | - |
dc.identifier.epage | 360 | - |
dc.identifier.spage | 359 | - |
local.bibliographicCitation.jcat | C2 | - |
local.type.specified | Proceedings Paper | - |
dc.bibliographicCitation.oldjcat | C2 | - |
local.bibliographicCitation.btitle | Proceedings of the 19th Belgian-Dutch Conference on Artificial Intelligence, November 2007, Utrecht, The Netherlands | - |
item.accessRights | Open Access | - |
item.fulltext | With Fulltext | - |
item.fullcitation | HOLLANDERS, Goele; BEX, Geert Jan; GYSSENS, Marc; TUYLS, Karl & WESTRA, Ronald (2007) On Phase Transitions in Learning Sparse Networks. In: DASTANI, Mohammad Mehdi & DE JONG, Edwin (Ed.) Proceedings of the 19th Belgian-Dutch Conference on Artificial Intelligence, November 2007, Utrecht, The Netherlands. p. 359-360.. | - |
item.contributor | HOLLANDERS, Goele | - |
item.contributor | BEX, Geert Jan | - |
item.contributor | GYSSENS, Marc | - |
item.contributor | TUYLS, Karl | - |
item.contributor | WESTRA, Ronald | - |
Appears in Collections: | Research publications |
Files in This Item:
File | Description | Size | Format | |
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BNAIC2007.pdf | Published version | 77.26 kB | Adobe PDF | View/Open |
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