An Amorphous Model for Morphological Processing in Visual Comprehension Based on Naive Discriminative Learning
Само за регистроване кориснике
2011
Чланак у часопису (Објављена верзија)
Метаподаци
Приказ свих података о документуАпстракт
A 2-layer symbolic network model based on the equilibrium equations of the Rescorla-Wagner model (Danks, 2003) is proposed. The study first presents 2 experiments in Serbian, which reveal for sentential reading the inflectional paradigmatic effects previously observed by Milin, Filipovic Durdevic, and Moscoso del Prado Martin (2009) for unprimed lexical decision. The empirical results are successfully modeled without having to assume separate representations for inflections or data structures such as inflectional paradigms. In the next step, the same naive discriminative learning approach is pitted against a wide range of effects documented in the morphological processing literature. Frequency effects for complex words as well as for phrases (Arnon & Snider, 2010) emerge in the model without the presence of whole-word or whole-phrase representations. Family size effects (Moscoso del Prado Martin, Bertram, Haikio, Schreuder, & Baayen, 2004; Schreuder & Baayen, 1997) emerge in the simula...tions across simple words, derived words, and compounds, without derived words or compounds being represented as such. It is shown that for pseudo-derived words no special morpho-orthographic segmentation mechanism, as posited by Rastle, Davis, and New (2004), is required. The model also replicates the finding of Plag and Baayen (2009) that, on average, words with more productive affixes elicit longer response latencies; at the same time, it predicts that productive affixes afford faster response latencies for new words. English phrasal paradigmatic effects modulating isolated word reading are reported and modeled, showing that the paradigmatic effects characterizing Serbian case inflection have crosslinguistic scope.
Кључне речи:
Rescorla-Wagner equations / naive discriminative learning / morphological processing / compound cue theory / a-morphous morphologyИзвор:
Psychological Review, 2011, 118, 3, 438-481Издавач:
- Amer Psychological Assoc, Washington
Финансирање / пројекти:
- Фундаментални когнитивни процеси и функције (RS-MESTD-MPN2006-2010-149039)
DOI: 10.1037/a0023851
ISSN: 0033-295X
PubMed: 21744979
WoS: 000292750900002
Scopus: 2-s2.0-79960444823
Институција/група
Psihologija / PsychologyTY - JOUR AU - Baayen, R. Harald AU - Milin, Petar AU - Filipović Đurđević, Dušica AU - Hendrix, Peter AU - Marelli, Marco PY - 2011 UR - http://reff.f.bg.ac.rs/handle/123456789/1241 AB - A 2-layer symbolic network model based on the equilibrium equations of the Rescorla-Wagner model (Danks, 2003) is proposed. The study first presents 2 experiments in Serbian, which reveal for sentential reading the inflectional paradigmatic effects previously observed by Milin, Filipovic Durdevic, and Moscoso del Prado Martin (2009) for unprimed lexical decision. The empirical results are successfully modeled without having to assume separate representations for inflections or data structures such as inflectional paradigms. In the next step, the same naive discriminative learning approach is pitted against a wide range of effects documented in the morphological processing literature. Frequency effects for complex words as well as for phrases (Arnon & Snider, 2010) emerge in the model without the presence of whole-word or whole-phrase representations. Family size effects (Moscoso del Prado Martin, Bertram, Haikio, Schreuder, & Baayen, 2004; Schreuder & Baayen, 1997) emerge in the simulations across simple words, derived words, and compounds, without derived words or compounds being represented as such. It is shown that for pseudo-derived words no special morpho-orthographic segmentation mechanism, as posited by Rastle, Davis, and New (2004), is required. The model also replicates the finding of Plag and Baayen (2009) that, on average, words with more productive affixes elicit longer response latencies; at the same time, it predicts that productive affixes afford faster response latencies for new words. English phrasal paradigmatic effects modulating isolated word reading are reported and modeled, showing that the paradigmatic effects characterizing Serbian case inflection have crosslinguistic scope. PB - Amer Psychological Assoc, Washington T2 - Psychological Review T1 - An Amorphous Model for Morphological Processing in Visual Comprehension Based on Naive Discriminative Learning EP - 481 IS - 3 SP - 438 VL - 118 DO - 10.1037/a0023851 ER -
@article{ author = "Baayen, R. Harald and Milin, Petar and Filipović Đurđević, Dušica and Hendrix, Peter and Marelli, Marco", year = "2011", abstract = "A 2-layer symbolic network model based on the equilibrium equations of the Rescorla-Wagner model (Danks, 2003) is proposed. The study first presents 2 experiments in Serbian, which reveal for sentential reading the inflectional paradigmatic effects previously observed by Milin, Filipovic Durdevic, and Moscoso del Prado Martin (2009) for unprimed lexical decision. The empirical results are successfully modeled without having to assume separate representations for inflections or data structures such as inflectional paradigms. In the next step, the same naive discriminative learning approach is pitted against a wide range of effects documented in the morphological processing literature. Frequency effects for complex words as well as for phrases (Arnon & Snider, 2010) emerge in the model without the presence of whole-word or whole-phrase representations. Family size effects (Moscoso del Prado Martin, Bertram, Haikio, Schreuder, & Baayen, 2004; Schreuder & Baayen, 1997) emerge in the simulations across simple words, derived words, and compounds, without derived words or compounds being represented as such. It is shown that for pseudo-derived words no special morpho-orthographic segmentation mechanism, as posited by Rastle, Davis, and New (2004), is required. The model also replicates the finding of Plag and Baayen (2009) that, on average, words with more productive affixes elicit longer response latencies; at the same time, it predicts that productive affixes afford faster response latencies for new words. English phrasal paradigmatic effects modulating isolated word reading are reported and modeled, showing that the paradigmatic effects characterizing Serbian case inflection have crosslinguistic scope.", publisher = "Amer Psychological Assoc, Washington", journal = "Psychological Review", title = "An Amorphous Model for Morphological Processing in Visual Comprehension Based on Naive Discriminative Learning", pages = "481-438", number = "3", volume = "118", doi = "10.1037/a0023851" }
Baayen, R. H., Milin, P., Filipović Đurđević, D., Hendrix, P.,& Marelli, M.. (2011). An Amorphous Model for Morphological Processing in Visual Comprehension Based on Naive Discriminative Learning. in Psychological Review Amer Psychological Assoc, Washington., 118(3), 438-481. https://doi.org/10.1037/a0023851
Baayen RH, Milin P, Filipović Đurđević D, Hendrix P, Marelli M. An Amorphous Model for Morphological Processing in Visual Comprehension Based on Naive Discriminative Learning. in Psychological Review. 2011;118(3):438-481. doi:10.1037/a0023851 .
Baayen, R. Harald, Milin, Petar, Filipović Đurđević, Dušica, Hendrix, Peter, Marelli, Marco, "An Amorphous Model for Morphological Processing in Visual Comprehension Based on Naive Discriminative Learning" in Psychological Review, 118, no. 3 (2011):438-481, https://doi.org/10.1037/a0023851 . .