Computational Cognitive Modeling for the Diagnosis of Specific Language Impairment

机译：诊断特定语言障碍的计算认知建模

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摘要

Specific Language Impairment (SLI), as many other cognitive deficits, is difficult to diagnose given its heterogeneous profile and its overlap with other impairments. Existing techniques are based on different criteria using behavioral variables on different tasks. In this paper we propose a methodology for the diagnosis of SLI that uses computational cognitive modeling in order to capture the internal mechanisms of the normal and impaired brain. We show that machine learning techniques that use the information of these models perform better than those that only use behavioral variables.

机译：与其他许多认知缺陷一样，由于特定语言障碍（SLI）的异质性以及与其他障碍的重叠，因此很难诊断。现有技术基于在不同任务上使用行为变量的不同标准。在本文中，我们提出了一种使用计算认知建模来诊断SLI的方法，以捕获正常和受损大脑的内部机制。我们表明，使用这些模型的信息的机器学习技术的性能要优于仅使用行为变量的机器学习技术。

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《Data and knowledge for medical decision support》|2013年|88-92|共5页
会议地点 Prague(CZ)
作者
Jesus OLIVA; J. Ignacio SERRANO; M. Dolores DEL CASTILLO; Angel IGLESIAS;
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作者单位

Spanish National Research Council (CSIC). Ctra. De Campo Real, km. 0,200. CP. 28500 Arganda del Rey, Madrid, Spain;

Bioengineering Group. Spanish National Research Council (CSIC), Madrid, spain;

Bioengineering Group. Spanish National Research Council (CSIC), Madrid, spain;

Bioengineering Group. Spanish National Research Council (CSIC), Madrid, spain;

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原文格式 PDF
正文语种 eng
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关键词
Language impairment; machine learning; automatic diagnosis; computational cognitive modeling;

机译：语言障碍；机器学习自动诊断；计算认知建模;

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专利

1. A methodology for the characterization and diagnosis of cognitive impairments-Application to specific language impairment [J] . Jesus Oliva, J. Ignacio Serrano, M. Dolores del Castillo, Artificial intelligence in medicine . 2014,第2期

机译：认知障碍表征和诊断的方法论-应用于特定语言障碍
2. A fuzzy cognitive map approach to differential diagnosis of specific language impairment [J] . Voula C. Georgopoulos, Georgia A. Malandraki, Chrysostomos D. Stylios Artificial intelligence in medicine . 2003,第3期

机译：模糊认知图法对特定语言障碍的鉴别诊断
3. The influence of language and culture on cognitive assessment tools in the diagnosis of early cognitive impairment and dementia [J] . Kok Pin Ng, Hui Jin Chiew, Levinia Lim, Expert review of neurotherapeutics . 2018,第7a12期

机译：语言文化对早期认知障碍和痴呆症诊断中的认知评估工具的影响
4. Computational Cognitive Modeling for the Diagnosis of Specific Language Impairment [C] . Jesus OLIVA, J. Ignacio SERRANO, M. Dolores DEL CASTILLO Angel IGLESIAS The Special Topics Conference of the European Federation for Medical Informatics . . 2013

机译：诊断特定语言障碍的计算认知模型
5. Seeking cognitive markers of specific language impairment and attention-deficit/hyperactivity disorder. [D] . Oram, Janis Elizabeth. 2003

机译：寻求特定语言障碍和注意力缺陷/多动障碍的认知标记。
6. Toward epigenetic and gene regulation models of specific language impairment: looking for links among growth genes and impairments [O] . Mabel L Rice 2012

机译：建立特定语言障碍的表观遗传和基因调控模型：寻找生长基因和障碍之间的联系
7. A methodology for the characterization and diagnosis of cognitive impairments-Application to specific language impairment [O] . Oliva Jesús, Serrano José Ignacio, Castillo Sobrino María Dolores del, 2016

机译：认知障碍表征和诊断的方法论-应用于特定语言障碍
8. Development of Intelligent Method for Differential Diagnosis of Specific Language Impairment. [R] . Georgopoulos, V. C., Malandraki, G. A., Stylios, C. D. 2001

机译：特定语言障碍鉴别诊断智能方法的研究。

Computational Cognitive Modeling for the Diagnosis of Specific Language Impairment

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