Information and learning in processing adjective inflection
Само за регистроване кориснике
2019
Конференцијски прилог (Објављена верзија)
Метаподаци
Приказ свих података о документуАпстракт
We investigated the processing of inflected Serbian adjective forms to bring together quantitative linguistic measures from two frameworks information theory and discrimination learning. From each framework we derived several quantitative descriptions of an inflectional morphological system and fitted two separate regression models to the processing latencies that were elicited by inflected adjectival forms presented in a visual lexical decision task. The model, which was based on lexical distributional and information theory revealed a dynamic interplay of information. The information was sensitive to syntagmatic and paradigmatic dimensions of variation; the paradigmatic information (formalized as respective relative entropies) was also modulated by lemma frequency. The discrimination learning based model revealed an equally complex pattern, involving several learning-based variables. The two models revealed strikingly similar patterns of results, as confirmed by the very high proport...ion of shared variance in model predictions (85.83%). Our findings add to the body of research demonstrating that complex morphological phenomena can arise as a consequence of the basic principles of discrimination learning. Learning discriminatively about inflectional paradigms and classes, and about their contextual or syntagmatic embedding, sheds light on human language-processing efficiency and on the fascinating complexity of naturally emerged language systems.
Кључне речи:
Relative entropy / Prepositional phrases / Inflectional morphology / Discrimination learning / AdjectivesИзвор:
Cortex, 2019, 116, 209-227Издавач:
- Elsevier Masson, Corp Off, Paris
Финансирање / пројекти:
- Фундаментални когнитивни процеси и функције (RS-MESTD-Basic Research (BR or ON)-179033)
- Наследни, средински и психолошки чиниоци менталног здравља (RS-MESTD-Basic Research (BR or ON)-179006)
DOI: 10.1016/j.cortex.2018.07.020
ISSN: 0010-9452
PubMed: 30213545
WoS: 000472812500014
Scopus: 2-s2.0-85053046407
Институција/група
Psihologija / PsychologyTY - CONF AU - Filipović Đurđević, Dušica AU - Milin, Petar PY - 2019 UR - http://reff.f.bg.ac.rs/handle/123456789/2941 AB - We investigated the processing of inflected Serbian adjective forms to bring together quantitative linguistic measures from two frameworks information theory and discrimination learning. From each framework we derived several quantitative descriptions of an inflectional morphological system and fitted two separate regression models to the processing latencies that were elicited by inflected adjectival forms presented in a visual lexical decision task. The model, which was based on lexical distributional and information theory revealed a dynamic interplay of information. The information was sensitive to syntagmatic and paradigmatic dimensions of variation; the paradigmatic information (formalized as respective relative entropies) was also modulated by lemma frequency. The discrimination learning based model revealed an equally complex pattern, involving several learning-based variables. The two models revealed strikingly similar patterns of results, as confirmed by the very high proportion of shared variance in model predictions (85.83%). Our findings add to the body of research demonstrating that complex morphological phenomena can arise as a consequence of the basic principles of discrimination learning. Learning discriminatively about inflectional paradigms and classes, and about their contextual or syntagmatic embedding, sheds light on human language-processing efficiency and on the fascinating complexity of naturally emerged language systems. PB - Elsevier Masson, Corp Off, Paris C3 - Cortex T1 - Information and learning in processing adjective inflection EP - 227 SP - 209 VL - 116 DO - 10.1016/j.cortex.2018.07.020 ER -
@conference{ author = "Filipović Đurđević, Dušica and Milin, Petar", year = "2019", abstract = "We investigated the processing of inflected Serbian adjective forms to bring together quantitative linguistic measures from two frameworks information theory and discrimination learning. From each framework we derived several quantitative descriptions of an inflectional morphological system and fitted two separate regression models to the processing latencies that were elicited by inflected adjectival forms presented in a visual lexical decision task. The model, which was based on lexical distributional and information theory revealed a dynamic interplay of information. The information was sensitive to syntagmatic and paradigmatic dimensions of variation; the paradigmatic information (formalized as respective relative entropies) was also modulated by lemma frequency. The discrimination learning based model revealed an equally complex pattern, involving several learning-based variables. The two models revealed strikingly similar patterns of results, as confirmed by the very high proportion of shared variance in model predictions (85.83%). Our findings add to the body of research demonstrating that complex morphological phenomena can arise as a consequence of the basic principles of discrimination learning. Learning discriminatively about inflectional paradigms and classes, and about their contextual or syntagmatic embedding, sheds light on human language-processing efficiency and on the fascinating complexity of naturally emerged language systems.", publisher = "Elsevier Masson, Corp Off, Paris", journal = "Cortex", title = "Information and learning in processing adjective inflection", pages = "227-209", volume = "116", doi = "10.1016/j.cortex.2018.07.020" }
Filipović Đurđević, D.,& Milin, P.. (2019). Information and learning in processing adjective inflection. in Cortex Elsevier Masson, Corp Off, Paris., 116, 209-227. https://doi.org/10.1016/j.cortex.2018.07.020
Filipović Đurđević D, Milin P. Information and learning in processing adjective inflection. in Cortex. 2019;116:209-227. doi:10.1016/j.cortex.2018.07.020 .
Filipović Đurđević, Dušica, Milin, Petar, "Information and learning in processing adjective inflection" in Cortex, 116 (2019):209-227, https://doi.org/10.1016/j.cortex.2018.07.020 . .