DC Field | Value | Language |
---|---|---|
dc.contributor.author | Triantafyllou, Ioannis | - |
dc.contributor.author | Demiros, Iason | - |
dc.contributor.author | Piperidis, Stelios | - |
dc.date.accessioned | 2023-10-20T06:34:46Z | - |
dc.date.available | 2023-10-20T06:34:46Z | - |
dc.date.issued | 2001 | - |
dc.identifier | google_scholar-g0O7Ih0AAAAJ:WF5omc3nYNoC | - |
dc.identifier.other | g0O7Ih0AAAAJ:WF5omc3nYNoC | - |
dc.identifier.uri | https://uniwacris.uniwa.gr/handle/3000/561 | - |
dc.description.abstract | Several text classification methods have been adopted and extensively tested in the past, yielding promising results. Related research has concentrated on the calibration of the main attributes of each method. However, no essential effort has been made to improve the discrimination capacity of the learning space, prior to classification, using text-data mining techniques. We propose a two level text classification model. The first level consists in clustering the classes using a self-organizing map. Subsequently, a text classifier completes the task, by surveying a reduced space, but with enhanced discrimination capacity. | en_US |
dc.language.iso | en | en_US |
dc.relation.ispartof | Proceedings of RANLP-2001: Recent Advances in Natural Language Processing | en_US |
dc.source | RANLP-2001: Recent Advances in Natural Language Processing, 2001 | - |
dc.title | Two level self-organizing approach to text classification | en_US |
dc.type | Conference Paper | en_US |
dc.relation.conference | RANLP-2001: Recent Advances in Natural Language Processing | en_US |
dc.relation.dept | Department of Archival, Library and Information Studies | en_US |
dc.relation.faculty | School of Administrative, Economics and Social Sciences | en_US |
dc.link | http://archive.ilsp.gr/administrator/components/com_jresearch/files/publications/RANLP2001-Text_Classification-final.pdf | en_US |
dc.collaboration | University of West Attica (UNIWA) | en_US |
dc.subject.field | Social Sciences | en_US |
dc.journals | Open Access | en_US |
dc.publication | Peer Reviewed | en_US |
dc.country | Greece | en_US |
item.fulltext | No Fulltext | - |
item.grantfulltext | none | - |
item.openairetype | Conference Paper | - |
item.languageiso639-1 | en | - |
item.cerifentitytype | Publications | - |
item.openairecristype | http://purl.org/coar/resource_type/c_18cf | - |
crisitem.author.dept | Department of Archival, Library and Information Studies | - |
crisitem.author.faculty | School of Administrative, Economics and Social Sciences | - |
crisitem.author.orcid | 0000-0001-5273-0855 | - |
crisitem.author.parentorg | School of Administrative, Economics and Social Sciences | - |
Appears in Collections: | Conference Papers or Poster or Presentation / Δημοσιεύσεις σε Συνέδρια |
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