Investigating language independence in HMM PoS/MSD-tagging
The paper presents an investigation of functional dependencies in morphosyntactic tagging using hidden Markov models. Starting from a well known fact that the HMM tagging paradigm relies on lexical knowledge acquired from training corpora and stored in form of transition and emission matrices, also...
| Permalink: | http://skupni.nsk.hr/Record/ffzg.KOHA-OAI-FFZG:315628/Details |
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| Matična publikacija: |
Proceedings of the 30th International Conference on Information Technology Interfaces Zagreb : SRCE University Computer Centre, University of Zagreb, 2008 |
| Glavni autori: | Agić, Željko (-), Tadić, Marko (Author), Dovedan Han, Zdravko |
| Vrsta građe: | Članak |
| Jezik: | eng |
| Online pristup: |
http://bib.irb.hr/datoteka/348726.2008-ITI-ZAMTZD-final.pdf |
| LEADER | 02385naa a2200301uu 4500 | ||
|---|---|---|---|
| 008 | 131111s2008 xx 1 eng|d | ||
| 035 | |a (CROSBI)348726 | ||
| 040 | |a HR-ZaFF |b hrv |c HR-ZaFF |e ppiak | ||
| 100 | 1 | |9 495 |a Agić, Željko | |
| 245 | 1 | 0 | |a Investigating language independence in HMM PoS/MSD-tagging / |c Agić, Željko ; Tadić, Marko ; Dovedan, Zdravko. |
| 246 | 3 | |i Naslov na engleskom: |a Investigating Language Independence in HMM PoS/MSD-Tagging | |
| 300 | |a 657-662 |f str. | ||
| 520 | |a The paper presents an investigation of functional dependencies in morphosyntactic tagging using hidden Markov models. Starting from a well known fact that the HMM tagging paradigm relies on lexical knowledge acquired from training corpora and stored in form of transition and emission matrices, also called a language model, in the experiment, we apply the TnT trigram tagger on creating language models for seven different languages from the MULTEXT East v3 project translations of George Orwell’ s 1984. – Czech, Estonian, Hungarian, Romanian, Serbian, Slovene and original English version. We then use these language models in the tagging procedure and obtain details on various relations between training corpora statistics, training outputs and outputs of the tagging procedure. | ||
| 536 | |a Projekt MZOS |f 036-1300646-1986 | ||
| 536 | |a Projekt MZOS |f 130-1300646-0645 | ||
| 536 | |a Projekt MZOS |f 130-1300646-1776 | ||
| 546 | |a ENG | ||
| 690 | |a 2.09 | ||
| 690 | |a 5.04 | ||
| 690 | |a 6.03 | ||
| 693 | |a language independence, part-of-speech tagging, morphosyntactic tagging, hidden Markov models |l hrv |2 crosbi | ||
| 693 | |a language independence, part-of-speech tagging, morphosyntactic tagging, hidden Markov models |l eng |2 crosbi | ||
| 773 | 0 | |a 30th International Conference on Information Technology Interfaces (ITI 2008) (23-26.06.2008. ; Cavtat / Dubrovnik, Hrvatska) |t Proceedings of the 30th International Conference on Information Technology Interfaces |d Zagreb : SRCE University Computer Centre, University of Zagreb, 2008 |n Lužar-Stiffler, Vesna ; Hljuz Dobrić, Vesna ; Bekić, Zoran |z 978-953-7138-12-7 |g str. 657-662 | |
| 700 | 1 | |9 888 |a Tadić, Marko |4 aut | |
| 700 | 1 | |9 415 |a Dovedan Han, Zdravko |4 aut | |
| 856 | |u http://bib.irb.hr/datoteka/348726.2008-ITI-ZAMTZD-final.pdf | ||
| 942 | |c RZB |u 2 |v Recenzija |z Znanstveni - Predavanje - CijeliRad |t 1.08 | ||
| 999 | |c 315628 |d 315626 | ||