conditional random forests
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Author(s):  
Helen Hint ◽  
Piia Taremaa ◽  
Maria Reile ◽  
Renate Pajusalu

Kokkuvõte. Artiklis analüüsime eesti keele demonstratiivide referentsiaalseid omadusi sellistes konstruktsioonides, kus demonstratiivid kuuluvad definiitse määratlejana nimisõnafraasi koosseisu. Otsime vastust küsimusele, mille poolest erinevad demonstratiivadverb (nt siin, seal) ning demonstratiivpronoomen (see, too), kui need esinevad määratlejana koos kohakäändes nimisõnafraasiga (vrd siin koolis ja selles koolis). Oleme püstitanud hüpoteesi, et demonstratiivadverbid seostuvad ruumitähendust väljendavate substantiividega, demonstratiivpronoomenid esinevad aga nende substantiividega, mille referent on mitteruumiline. Uurimuse andmestik pärineb 2017. aasta eesti keele ühendkorpusest, kust oleme võtnud 100 lauset iga demonstratiivi kohta igas kohakäändes, seega kokku 2400 lauset. Materjali analüüsime kvantitatiivselt (tingimuslike otsustuspuude ja juhumetsadega) ning kvalitatiivselt. Uurimuse tulemused kinnitavad, et substantiivi semantilised omadused, täpsemalt substantiivi semantiline klass ning konkreetsus, on seotud määratleja valikuga. Kohatähenduses substantiividega esineb määratlejana sagedamini demonstratiivadverb, mittekoha tähenduses substantiivide määratlejana kasutatakse aga demonstratiivpronoomenit. Mittekohta tähistavate substantiivide korral mõjutab määratleja valikut omakorda sõna konkreetsus. Seega on võimalik demonstratiivseid määratlejaid eesti keeles kasutada referenti looval viisil. Abstract. Helen Hint, Piia Taremaa, Maria Reile, Renate Pajusalu: Demonstrative pronouns and demonstrative adverbs as determiners in Estonian: why are we in “here world” in “this situation”? We investigate the variation of definite determiner constructions in Estonian: noun phrases with a demonstrative pronoun (see ‘this’, too ‘that’) or demonstrative adverb (siin ‘here’, seal ‘there’) as a determiner are contrasted. The question is what differentiates the use of a demonstrative pronoun and a demonstrative adverb if used in a determiner position in an NP. The data from Estonian National Corpus 2017 were tagged for semantic class of a noun, noun concreteness, and verb type. We collected 100 clauses for each sub-construction (six spatial cases crossed with four determiner forms), 2400 clauses in total. For statistical analysis, we used conditional random forests and inference trees. We show that nouns expressing spatial meaning prefer demonstrative adverbs as determiners, while non-spatial nouns combine with demonstrative pronouns. Spatiality-wise polysemous nouns exhibit more varied preferences. Adverbial determiners are more probably used with concrete nouns, and abstract nouns co-occur with pronominals. Overall, the frequency of demonstrative adverbs as NP attributes confirms that demonstrative adverbs are productive determiners in Estonian.


2020 ◽  
Author(s):  
Adrien Wittmann ◽  
Mae Braud ◽  
Olivier Dujols ◽  
Patrick S. Forscher ◽  
Hans IJzerman

Among animals, natural selection has resulted in a broad array of behavioral strategies to maintain core body temperature in a relatively narrow range. These strategies include social thermoregulation, the use of con-specifics to warm the body through activities like huddling. We suspected that the same selection pressures that apply to other animals also apply to humans, producing individual differences in the tendency to socially thermoregulate that should shape other aspects of personality. We conducted an exploratory, hypothesis-generating cross-sectional project to examine associations between thermoregulation and personality. We used conditional random forests in a training segment of our dataset to identify clusters of variables most likely to be shaped by individual differences to thermoregulate. We used the resulting clusters to fit hypothesis-generating mediation models. We will test the replicability of these models in both a test segment of our dataset and in a new replication dataset of 439 French students [concluding sentence to be added when the new data are analyzed. Concluding sentence will be modest on causal inferences and include “Constraints on Generality”]


Orð og tunga ◽  
2017 ◽  
Vol 19 ◽  
pp. 129-153 ◽  
Author(s):  
Heimir van der Veest Viðarsson

The Reykjavík Grammar School (1846–1904) has been widely regarded as a primary force in the implementation of standard language norms in Iceland. The present article attempts to test this hypothesis in a selection of 189 student essays from the grammar school, including a survey of the teachers’ corrections. Three linguistic variables were selected, both known from the prescriptivist tradition and corrected in the es-says: 1) the generic pronoun maður, 2) the finite verb in third (V3) rather than second position (V2), 3) the definite article sá vs. hinn. Based on a series of statistical tools, a log-likelihood test for the generic pronoun, generalised linear mixed-effects models and conditional random forests for verb placement and the definite article, it is argued that the use of non-standard variants correlates significantly with progression of study (grades 1–3 vs. 4–6) and/or graduation score (low vs. high). The small corpus size prevented an analysis along the lines of Hinrichs et al. (2015), who recommend testing whether the (non-)use of one stigmatised ariant also correlates with the (non-)use of other stigmatised variants. Here, the educative variables arguably fulfil a similar function, independently from observing frequency decrease over time. The results thus suggest that prescriptive efforts were, indeed, quite successful.


2016 ◽  
Vol 1 (2) ◽  
pp. 131-142 ◽  
Author(s):  
B.W. Chaffee ◽  
J.D.B. Featherstone ◽  
S.A. Gansky ◽  
J. Cheng ◽  
L. Zhan

Caries risk assessment (CRA) is widely recommended for dental caries management. Little is known regarding how practitioners use individual CRA items to determine risk and which individual items independently predict clinical outcomes in children younger than 6 y. The objective of this study was to assess the relative importance of pediatric CRA items in dental providers’ decision making regarding patient risk and in association with clinically evident caries, cross-sectionally and longitudinally. CRA information was abstracted retrospectively from electronic patient records of children initially aged 6 to 72 mo at a university pediatric dentistry clinic ( n = 3,810 baseline; n = 1,315 with follow-up). The 17-item CRA form included caries risk indicators, caries protective items, and clinical indicators. Conditional random forests classification trees were implemented to identify and assign variable importance to CRA items independently associated with baseline high-risk designation, baseline evident tooth decay, and follow-up evident decay. Thirteen individual CRA items, including all clinical indicators and all but 1 risk indicator, were independently and statistically significantly associated with student/resident providers’ caries risk designation. Provider-assigned baseline risk category was strongly associated with follow-up decay, which increased from low (20.4%) to moderate (30.6%) to high/extreme risk patients (68.7%). Of baseline CRA items, before adjustment, 12 were associated with baseline decay and 7 with decay at follow-up; however, in the conditional random forests models, only the clinical indicators (evident decay, dental plaque, and recent restoration placement) and 1 risk indicator (frequent snacking) were independently and statistically significantly associated with future disease, for which baseline evident decay was the strongest predictor. In this predominantly high-risk population under caries-preventive care, more individual CRA items were independently associated with providers’ risk determination than with future caries status. These university dental providers considered many items in decision making regarding patient risk, suggesting that, in turn, these comprehensive CRA forms could also aid individualized care, linking risk assessment to disease management. Knowledge Transfer Statement: Caries risk assessment (CRA) is widely recommended for patient-tailored, prevention-focused caries management. Studies show mixed predictive performance of pediatric CRA instruments, but little is known regarding how information captured in CRA forms guides clinical decision making. This study, in high-caries prevalence 6- to 72-mo-olds, demonstrates the following: 1) most items in a CRA instrument were independently associated with practitioners’ risk designations, 2) practitioners’ risk designations were significantly associated with future disease, and 3) of baseline measures associated with future caries, evident decay was the strongest independent indicator of future caries status. Although current disease (resulting from existing pathological and protective factor imbalance) may sufficiently predict future caries status in populations, other CRA items incorporated during risk categorization could aid practitioners to develop individualized intervention strategies against identified risk factors.


2016 ◽  
Vol 50 (2) ◽  
Author(s):  
Natalia Levshina

AbstractThis paper investigates variation of lexical and analytic causatives in 15 European languages from the Germanic, Romance, and Slavic genera based on a multilingual parallel corpus of film subtitles. Using typological parameters of variation of causatives from the literature, this study tests which parameters are relevant for the choice between analytic and lexical causatives in the sample of languages. The main research question is whether the variation is constrained by one semantic dimension, namely, the conceptual integration of the causing and caused events, as suggested by previous research on iconicity in language, or whether several different semantic and syntactic factors are at play. To answer this question, I use an exploratory multivariate technique for categorical data (Multiple Correspondence Analysis with supplementary points) and conditional random forests, a nonparametric regression and classification method. The study demonstrates the importance of corpus data in testing typological hypotheses.


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