Information-Theoretic Quantification of Dedifferentiation in the Aging of Motor and Executive Functions

被引:1
|
作者
Chang, Erik Chihhung [1 ]
机构
[1] Natl Cent Univ, Inst Cognit Neurosci, Act & Cognit Lab, Taoyuan, Taiwan
来源
关键词
Fitts' law; majority function; BIT; generalized linear mixed models; dedifferentiation; AGE; DISCRETE; CAPACITY; ACCURACY; MOVEMENT; SIZE;
D O I
10.3389/fnagi.2021.634089
中图分类号
R592 [老年病学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 100203 ;
摘要
A central account of cognitive aging is the dedifferentiation among functions due to reduced processing resources. Previous reports contrasting trends of aging across cognitive domains mostly relied on transformed scores of heterogeneous measures. By quantifying the computational load with information entropy in tasks probing motor and executive functions, this study uncovered interaction among age, task, and load as well as associations among the parametric estimates of these factors at the individual level. Specifically, the linear functions between computational load and performance time differed significantly between motor and executive tasks in the young group but not in the elderly group and showed stronger associations for parameters within and between tasks in the elderly group than in the young group. These findings are in line with the dedifferentiation hypothesis of cognitive aging and provide a more principled approach in contrasting trends of cognitive aging across different domains from the information-theoretic perspective.</p>
引用
下载
收藏
页数:10
相关论文
共 50 条
  • [21] Information-theoretic limits of control
    Touchette, H
    Lloyd, S
    PHYSICAL REVIEW LETTERS, 2000, 84 (06) : 1156 - 1159
  • [22] CONTENT - SEMANTIC AND INFORMATION-THEORETIC
    CHURCHLAND, PM
    CHURCHLAND, PS
    BEHAVIORAL AND BRAIN SCIENCES, 1983, 6 (01) : 67 - 68
  • [23] An Information-Theoretic Protocol Compiler
    Sahai, Amit
    2012 IEEE INFORMATION THEORY WORKSHOP (ITW), 2012, : 1 - 4
  • [24] Distributed information-theoretic clustering
    Pichler, Georg
    Piantanida, Pablo
    Matz, Gerald
    INFORMATION AND INFERENCE-A JOURNAL OF THE IMA, 2022, 11 (01) : 137 - 166
  • [25] Information-Theoretic System Identification
    Chernyshov, K. R.
    2017 4TH INTERNATIONAL CONFERENCE ON CONTROL, DECISION AND INFORMATION TECHNOLOGIES (CODIT), 2017, : 1117 - 1122
  • [26] Information-Theoretic Security with Asymmetries
    Beyne, Tim
    Chen, Yu Long
    ADVANCES IN CRYPTOLOGY - CRYPTO 2024, PT IV, 2024, 14923 : 463 - 494
  • [27] An information-theoretic perspective on teleconnections
    Greene, Arthur M.
    GEOPHYSICAL RESEARCH LETTERS, 2013, 40 (19) : 5258 - 5262
  • [28] An information-theoretic model for steganography
    Cachin, C
    INFORMATION AND COMPUTATION, 2004, 192 (01) : 41 - 56
  • [29] Comparison of information-theoretic objective functions for decision support in sensor systems
    Cai, Chenghui
    Ferrari, Silvia
    2007 AMERICAN CONTROL CONFERENCE, VOLS 1-13, 2007, : 4298 - 4303
  • [30] An information-theoretic approach for evaluating probabilistic tuning functions of single neurons
    Brostek, Lukas
    Eggert, Thomas
    Ono, Seiji
    Mustari, Michael J.
    Buettner, Ulrich
    Glasauer, Stefan
    FRONTIERS IN COMPUTATIONAL NEUROSCIENCE, 2011, 5