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Dynamics of prescriptivism and lexical borrowings in Contemporary French
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Articulatory and acoustic patterns in phonemic and phonetic nasalization
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The influence of task factors and language background on morphological processing in Spanish
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Social and learner-specific factors in the acquisition of nativelike phonetic contrasts by study abroad students in Paris, France
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From street to screen: Linguistic productions of place in San Francisco's Mission District
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Effects of Specific Language Impairment on a Contrastive Dialect Structure: The Case of Infinitival TO Across Various Nonmainstream Dialects of English
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Individual differences and patterns of convergence in prosody perception
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In: Laboratory Phonology: Journal of the Association for Laboratory Phonology; Vol 8, No 1 (2017); 22 ; 1868-6354 (2017)
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Mixed Effects Models are Sometimes Terrible ...
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Abstract:
Mixed-effects models have emerged as the gold standard of statistical analysis in different sub-fields of linguistics (Baayen, Davidson & Bates, 2008; Johnson, 2009; Barr, et al, 2013; Gries, 2015). One problematic feature of these models is their failure to converge under maximal (or even near-maximal) random effects structures. The lack of convergence is relatively unaddressed in linguistics and when it is addressed has resulted in statistical practices (e.g. Jaeger, 2009; Gries, 2015; Bates, et al, 2015b) that are premised on the idea that non-convergence is an indication that a random effects structure is over-specified (or not parsimonious), the parsimonious convergence hypothesis (PCH). We test the PCH by running simulations in lme4 under two sets of assumptions for both a linear dependent variable and a binary dependent variable in order to assess the rate of non-convergence for both types of mixed effects models when a known maximal effect structure is used to generate the data (i.e. when ... : Write up for poster presented at Linguistic Society of America 2017: Eager, Christopher and Joseph Roy. Mixed Effects are Sometimes Terrible. Linguistic Society of America, Poster (January 5-8, 2017) ...
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Keyword:
Applications stat.AP; Computation stat.CO; FOS Computer and information sciences
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URL: https://arxiv.org/abs/1701.04858
https://dx.doi.org/10.48550/arxiv.1701.04858
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Contrast preservation and constraints on individual phonetic variation
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Investigating sources of phonological rarity and instability: a study of the palatal lateral approximant in Brazilian Portuguese
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Confronting Quasi-Separation in Logistic Mixed Effects for Linguistic Data: A Bayesian Approach ...
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Differential object marking in Basque: grammaticalization, attitudes and ideological representations
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Social dynamics of Catalan-Spanish contact in the evolution of Catalonian Spanish
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The Perfect Approach to Adverbs: Applying Variation Theory to Competing Models ...
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Roy, Joseph. - : Université d'Ottawa / University of Ottawa, 2014
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The Perfect Approach to Adverbs: Applying Variation Theory to Competing Models
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Roy, Joseph. - : Université d'Ottawa / University of Ottawa, 2014
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The Perfect Approach to Adverbs: Applying Variation Theory to Competing Models
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Linguistic Constraints on Children's Overt Marking of BE by Dialect and Age
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