FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2042247590> ?p ?o ?g. }

• W2042247590 abstract "Probabilistic classification techniques based on Bayesian decision theory are used to analyze human supervised learning and classification. The procedure rests on the assumption that human classification behaviour is based on internal feature states which can be linked to physical feature vectors (corresponding to the system input). In the present approach, this relationship is modeled in terms of additive stochastic error signals. The corresponding random variables describe the additional degrees of bias and variance introduced by the (perceptual) process of internal feature measurement. Estimates of internal feature states are obtained by least-squares minimization. Structure and dimensionality of the resulting internal representation are displayed by plotting the configuration of internal class means, or virtual prototypes. Their temporal evolution reflects the dynamic properties of the learning process. The use of the procedure is demonstrated by analyzing the results of two experiments. First, it is shown that Minimum Distance Classifiers, such as used by Caelli, Rentschler and Scheidler [(1987) Biological Cybernetics, 57, 233-240], are suboptimal in predicting human performance. Second, it is found that extrafoveal learning is much slower than foveal learning and that extrafoveal pattern representations are severely distorted. The latter distortions reveal the existence of limitations for the generalization of supervised learning over space." @default.
• W2042247590 created "2016-06-24" @default.
• W2042247590 creator A5013191810 @default.
• W2042247590 creator A5031543991 @default.
• W2042247590 creator A5064551530 @default.
• W2042247590 date "1994-03-01" @default.
• W2042247590 modified "2023-09-27" @default.
• W2042247590 title "Probabilistic analysis of human supervised learning and classification" @default.
• W2042247590 cites W1492221128 @default.
• W2042247590 cites W1501657095 @default.
• W2042247590 cites W1587863748 @default.
• W2042247590 cites W169787564 @default.
• W2042247590 cites W1784695092 @default.
• W2042247590 cites W1964168965 @default.
• W2042247590 cites W1964180678 @default.
• W2042247590 cites W1973418260 @default.
• W2042247590 cites W1976310317 @default.
• W2042247590 cites W1976654345 @default.
• W2042247590 cites W1976765590 @default.
• W2042247590 cites W1979599453 @default.
• W2042247590 cites W1993692362 @default.
• W2042247590 cites W2000546573 @default.
• W2042247590 cites W2017045143 @default.
• W2042247590 cites W2020391188 @default.
• W2042247590 cites W2037990152 @default.
• W2042247590 cites W2047106254 @default.
• W2042247590 cites W2049172236 @default.
• W2042247590 cites W2057720927 @default.
• W2042247590 cites W2058138231 @default.
• W2042247590 cites W2058240669 @default.
• W2042247590 cites W2059961335 @default.
• W2042247590 cites W2064708880 @default.
• W2042247590 cites W2071260672 @default.
• W2042247590 cites W2081360048 @default.
• W2042247590 cites W2086472796 @default.
• W2042247590 cites W2086900290 @default.
• W2042247590 cites W2087562307 @default.
• W2042247590 cites W2092537568 @default.
• W2042247590 cites W2095332800 @default.
• W2042247590 cites W2116360511 @default.
• W2042247590 cites W2117731089 @default.
• W2042247590 cites W2118020555 @default.
• W2042247590 cites W2126334482 @default.
• W2042247590 cites W2138100172 @default.
• W2042247590 cites W2143057036 @default.
• W2042247590 cites W2166062868 @default.
• W2042247590 cites W2169371330 @default.
• W2042247590 cites W2330086613 @default.
• W2042247590 cites W2475439317 @default.
• W2042247590 cites W2612997396 @default.
• W2042247590 cites W2751379301 @default.
• W2042247590 cites W3017143921 @default.
• W2042247590 cites W304861154 @default.
• W2042247590 doi "https://doi.org/10.1016/0042-6989(94)90021-3" @default.
• W2042247590 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/8160385" @default.
• W2042247590 hasPublicationYear "1994" @default.
• W2042247590 type Work @default.
• W2042247590 sameAs 2042247590 @default.
• W2042247590 citedByCount "31" @default.
• W2042247590 countsByYear W20422475902018 @default.
• W2042247590 crossrefType "journal-article" @default.
• W2042247590 hasAuthorship W2042247590A5013191810 @default.
• W2042247590 hasAuthorship W2042247590A5031543991 @default.
• W2042247590 hasAuthorship W2042247590A5064551530 @default.
• W2042247590 hasConcept C111030470 @default.
• W2042247590 hasConcept C119857082 @default.
• W2042247590 hasConcept C134306372 @default.
• W2042247590 hasConcept C138885662 @default.
• W2042247590 hasConcept C153180895 @default.
• W2042247590 hasConcept C154945302 @default.
• W2042247590 hasConcept C177148314 @default.
• W2042247590 hasConcept C2776401178 @default.
• W2042247590 hasConcept C33923547 @default.
• W2042247590 hasConcept C41008148 @default.
• W2042247590 hasConcept C41895202 @default.
• W2042247590 hasConcept C49937458 @default.
• W2042247590 hasConcept C83665646 @default.
• W2042247590 hasConceptScore W2042247590C111030470 @default.
• W2042247590 hasConceptScore W2042247590C119857082 @default.
• W2042247590 hasConceptScore W2042247590C134306372 @default.
• W2042247590 hasConceptScore W2042247590C138885662 @default.
• W2042247590 hasConceptScore W2042247590C153180895 @default.
• W2042247590 hasConceptScore W2042247590C154945302 @default.
• W2042247590 hasConceptScore W2042247590C177148314 @default.
• W2042247590 hasConceptScore W2042247590C2776401178 @default.
• W2042247590 hasConceptScore W2042247590C33923547 @default.
• W2042247590 hasConceptScore W2042247590C41008148 @default.
• W2042247590 hasConceptScore W2042247590C41895202 @default.
• W2042247590 hasConceptScore W2042247590C49937458 @default.
• W2042247590 hasConceptScore W2042247590C83665646 @default.
• W2042247590 hasLocation W20422475901 @default.
• W2042247590 hasLocation W20422475902 @default.
• W2042247590 hasOpenAccess W2042247590 @default.
• W2042247590 hasPrimaryLocation W20422475901 @default.
• W2042247590 hasRelatedWork W1972370106 @default.
• W2042247590 hasRelatedWork W2014055810 @default.
• W2042247590 hasRelatedWork W2082721627 @default.
• W2042247590 hasRelatedWork W2095834362 @default.
• W2042247590 hasRelatedWork W2215015655 @default.
• W2042247590 hasRelatedWork W2381723419 @default.

• next