Information-theoretic Sensorimotor Foundations of Fitts' Law

被引:1
|
作者
Trendafilov, Dari [1 ]
Polani, Daniel [2 ]
机构
[1] Johannes Kepler Univ Linz, Linz, Austria
[2] Univ Hertfordshire, Hatfield, Herts, England
来源
CHI EA '19 EXTENDED ABSTRACTS: EXTENDED ABSTRACTS OF THE 2019 CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS | 2019年
基金
欧盟地平线“2020”;
关键词
Fitts' law; uncertainty; sensorimotor control; information theory;
D O I
10.1145/3290607.3313053
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We propose a novel, biologically plausible cost/fitness function for sensorimotor control, formalized with the information-theoretic principle of empowerment, a task-independent universal utility. Empowerment captures uncertainty in the perception-action loop of different nature (e.g. noise, delays, etc.) in a single quantity. We present the formalism in a Fitts' law type goal-directed arm movement task and suggest that empowerment is one potential underlying determinant of movement trajectory planning in the presence of signal-dependent sensorimotor noise. Simulation results demonstrate the temporal relation of empowerment and various plausible control strategies for this specific task.
引用
收藏
页数:6
相关论文
共 50 条
  • [31] Information-Theoretic Interpretation of Quantum Formalism
    Michel Feldmann
    Foundations of Physics, 2023, 53
  • [32] An Information-Theoretic Framework for Flow Visualization
    Xu, Lijie
    Lee, Teng-Yok
    Shen, Han-Wei
    IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2010, 16 (06) : 1216 - 1224
  • [33] On the information-theoretic formulation of network participation
    Cajic, Pavle
    Agius, Dominic
    Cliff, Oliver M.
    Shine, James M.
    Lizier, Joseph T.
    Fulcher, Ben D.
    JOURNAL OF PHYSICS-COMPLEXITY, 2024, 5 (01):
  • [34] An Information-Theoretic Analysis of Thompson Sampling
    Russo, Daniel
    Van Roy, Benjamin
    JOURNAL OF MACHINE LEARNING RESEARCH, 2016, 17
  • [35] An Information-Theoretic Approach for Clonal Selection Algorithms
    Cutello, Vincenzo
    Nicosia, Giuseppe
    Pavone, Mario
    Stracquadanio, Giovanni
    ARTIFICIAL IMMUNE SYSTEMS, 2010, 6209 : 144 - 157
  • [36] An Information-theoretic approach for computational material modeling
    Furukawa, Tomonari
    Michopoulos, John G.
    ADVANCES IN FRACTURE AND MATERIALS BEHAVIOR, PTS 1 AND 2, 2008, 33-37 : 857 - +
  • [37] An information-theoretic approach to automatic query expansion
    Carpineto, C
    De Mori, R
    Romano, G
    Bigi, B
    ACM TRANSACTIONS ON INFORMATION SYSTEMS, 2001, 19 (01) : 1 - 27
  • [38] Information-theoretic decomposition of embodied and situated systems
    Da Rold, Federico
    NEURAL NETWORKS, 2018, 103 : 94 - 107
  • [39] An information-theoretic treatment of passive haptic media
    Moustakas, Konstantinos
    Lalos, Aris S.
    MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 76 (05) : 6189 - 6208
  • [40] Optimal Information-Theoretic Wireless Location Verification
    Yan, Shihao
    Malaney, Robert
    Nevat, Ido
    Peters, Gareth W.
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2014, 63 (07) : 3410 - 3422