Приказ основних података о дисертацији
Treniranje strukturnih klasifikatora za različite funkcije gubitaka sa primenom na probleme klasifikovanja sekvenci
Training Structured Classifiers for Different Loss Functions with the Application to Sequence Labeling Problems
dc.contributor.advisor | Todorović, Branimir | |
dc.contributor.other | Ćirić, Miroslav | |
dc.contributor.other | Stanimirović, Predrag | |
dc.contributor.other | Stanković, Miomir | |
dc.contributor.other | Stoimenov, Leonid | |
dc.creator | Mančev, Dejan | |
dc.date.accessioned | 2020-07-03T16:11:41Z | |
dc.date.available | 2020-07-03T16:11:41Z | |
dc.date.issued | 2015-07-06 | |
dc.identifier.uri | https://nardus.mpn.gov.rs/handle/123456789/4312 | |
dc.identifier.uri | http://eteze.ni.ac.rs/application/showtheses?thesesId=2252 | |
dc.identifier.uri | https://fedorani.ni.ac.rs/fedora/get/o:1009/bdef:Content/download | |
dc.identifier.uri | http://vbs.rs/scripts/cobiss?command=DISPLAY&base=70052&RID=1025057769 | |
dc.description.abstract | This thesis presents algorithms for training structured classifiers over different loss functions. It introduces a new primal subgradient method for the optimization of average sum loss, several extensions of max-margin classifiers to the k-best case, a sequential dual method for the structured ramp loss optimization, It considers different decoding algorithms over semirings and presents an organization of a two-structured-model committee in order to improve the results. It includes theoretical analysis of introduced algorithms, as well as experimental results on sequence labelling problems in natural language processing. | en |
dc.format | application/pdf | |
dc.language | en | |
dc.publisher | Универзитет у Нишу, Природно-математички факултет | sr |
dc.rights | openAccess | en |
dc.rights.uri | https://creativecommons.org/licenses/by-nc-nd/4.0/ | |
dc.source | Универзитет у Нишу | sr |
dc.subject | Računarske nauke | sr |
dc.subject | structured learning | en |
dc.subject | strukturno učenje | sr |
dc.subject | klasifikacija sekvenci | sr |
dc.subject | sequence labeling | en |
dc.title | Treniranje strukturnih klasifikatora za različite funkcije gubitaka sa primenom na probleme klasifikovanja sekvenci | sr |
dc.title | Training Structured Classifiers for Different Loss Functions with the Application to Sequence Labeling Problems | en |
dc.type | doctoralThesis | en |
dc.rights.license | BY-NC-ND | |
dcterms.abstract | Тодоровић, Бранимир; Ћирић, Мирослав; Станимировић, Предраг; Станковић, Миомир; Стоименов, Леонид; Манчев, Дејан; Тренирање структурних класификатора за различите функције губитака са применом на проблеме класификовања секвенци; Тренирање структурних класификатора за различите функције губитака са применом на проблеме класификовања секвенци; | |
dc.identifier.fulltext | http://nardus.mpn.gov.rs/bitstream/id/54130/Mancev_Dejan.pdf | |
dc.identifier.fulltext | http://nardus.mpn.gov.rs/bitstream/id/54129/Disertacija168.pdf | |
dc.identifier.fulltext | https://nardus.mpn.gov.rs/bitstream/id/54129/Disertacija168.pdf | |
dc.identifier.fulltext | https://nardus.mpn.gov.rs/bitstream/id/54130/Mancev_Dejan.pdf | |
dc.identifier.rcub | https://hdl.handle.net/21.15107/rcub_nardus_4312 |