Heuristics as Decision-making Habits of Autonomous Sensorimotor Agents

被引:0
|
作者
Batta, Erasmo [1 ,2 ]
Stephens, Christopher [2 ,3 ]
机构
[1] Univ Nacl Autonoma Mexico, Posgrad Ciencia & Ingn Computac, Mexico City 04510, DF, Mexico
[2] Univ Nacl Autonoma Mexico, Ctr Ciencias Complejidad, Mexico City 04510, DF, Mexico
[3] Univ Nacl Autonoma Mexico, Inst Ciencias Nucl, Mexico City 04510, DF, Mexico
关键词
UNDERWEIGHT; OVERWEIGHT;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Human judgement is better described as a heuristic process rather than maximisation of a utility function. Heuristics are high cognitive processes of decision-making whose rapid and effortless implementation is useful to confront risk scenarios that compromise the viability of an individual. They can be defined in an enactive frame as self-sustained and self-generated habits of abductive behaviour selection in sensorimotor agents influenced by the individual history of sensorimotor contingencies and the environment. In this work, we analyse the emergence of patterns of behaviour and its necessary ecological conditions when performed decisions are related to energy intake and energy expenditure. Agent's sensors and intentions are coupled to a variation of the iterant deformable sensorimotor medium (IDSM) (Egbert and Barandiaran, 2014). This model explains transparently the generation of sensorimotor habits in simulated robots through the influence of registers of previously executed behaviours reinforced by repetition. We create a decision-making frame based on intentions as probabilities of specific actions which constitute the motor component of sensorimotor states on IDSM. In this model is seen that specific behaviour correlations with the lifespan of agents depend on the availability of energetic sources on the environment. Inheritance of the medium is introduced in agents with a small improvement on the lifespan of agents.
引用
收藏
页码:72 / 78
页数:7
相关论文
共 50 条
  • [1] Heuristics contribute to sensorimotor decision-making under risk
    Adkins, Tyler
    Lewis, Richard
    Lee, Taraz
    [J]. PSYCHONOMIC BULLETIN & REVIEW, 2022, 29 (01) : 145 - 158
  • [2] Heuristics contribute to sensorimotor decision-making under risk
    Tyler Adkins
    Richard Lewis
    Taraz Lee
    [J]. Psychonomic Bulletin & Review, 2022, 29 : 145 - 158
  • [3] Autonomous Agents and Ethical Decision-Making
    Cervantes, Jose-Antonio
    Rodriguez, Luis-Felipe
    Lopez, Sonia
    Ramos, Felix
    Robles, Francisco
    [J]. COGNITIVE COMPUTATION, 2016, 8 (02) : 278 - 296
  • [4] Autonomous Agents and Ethical Decision-Making
    José-Antonio Cervantes
    Luis-Felipe Rodríguez
    Sonia López
    Félix Ramos
    Francisco Robles
    [J]. Cognitive Computation, 2016, 8 : 278 - 296
  • [5] Decision-making in sensorimotor control
    Gallivan, Jason P.
    Chapman, Craig S.
    Wolpert, Daniel M.
    Flanagan, J. Randall
    [J]. NATURE REVIEWS NEUROSCIENCE, 2018, 19 (09) : 519 - 534
  • [6] Decision-making in sensorimotor control
    Jason P. Gallivan
    Craig S. Chapman
    Daniel M. Wolpert
    J. Randall Flanagan
    [J]. Nature Reviews Neuroscience, 2018, 19 : 519 - 534
  • [7] Optimal Decision-Making for Autonomous Agents via Data Composition
    Garrabe, Emiland
    Lamberti, Martina
    Russo, Giovanni
    [J]. IEEE CONTROL SYSTEMS LETTERS, 2023, 7 : 2557 - 2562
  • [8] HEURISTICS AND BIASES IN MEDICAL DECISION-MAKING
    DETMER, DE
    FRYBACK, DG
    GASSNER, K
    [J]. JOURNAL OF MEDICAL EDUCATION, 1978, 53 (08): : 682 - 683
  • [9] HEURISTICS IN MEDICAL AND NONMEDICAL DECISION-MAKING
    HELLER, RF
    SALTZSTEIN, HD
    CASPE, WB
    [J]. QUARTERLY JOURNAL OF EXPERIMENTAL PSYCHOLOGY SECTION A-HUMAN EXPERIMENTAL PSYCHOLOGY, 1992, 44 (02): : 211 - 235
  • [10] Overvaluing autonomous decision-making
    Lepping, Peter
    Raveesh, Bevinahalli Nanjegowda
    [J]. BRITISH JOURNAL OF PSYCHIATRY, 2014, 204 (01) : 1 - 2