Adaptive intelligent autonomous system using artificial somatic markers and Big Five personality traits

Cabrera‐Paniagua, Daniel; Rubilar-Torrealba, Rolando

doi:10.1016/j.knosys.2022.108995

Cited by 6 publications

(3 citation statements)

References 63 publications

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“…Likewise, it did not incorporate the design of any artificial somatic marker. The design and implementation of artificial somatic markers in autonomous decision-making systems have been minimally explored, with applications limited to tasks such as card gambling 22 , theoretical tourism case studies 47 , and stock markets 23 , 24 .…”

Section: Literature Reviewmentioning

confidence: 99%

“…There have been some studies proposing the design of artificial somatic markers 22 – 24 . However, to the best of our knowledge, no previous work has suggested implementing a bio-inspired mechanism based on somatic markers to reflect the passenger's reactions within the flexible passenger transportation domain, understanding the passenger agent as an autonomous decision-making system.…”

Section: Introductionmentioning

confidence: 99%

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Bio-inspired artificial somatic index for reflecting the travel experience of passenger agents under a flexible transportation scenario

Cabrera-Paniagua,

Flores,

Rubilar-Torrealba

et al. 2023

Sci Rep

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This work analyzes the implementation of an artificial mechanism inspired by a biological somatic marker that ables a passenger agent to both, react to changes in the service, as well as keep said reactions as a memory for future decisions. An artificial mental model was designed, and the passenger agent was implemented as an autonomous decision-making system, where both, the choice of the transport operator and the evaluation of the received service were fully delegated to the system. The evaluation of the service experience is not only based on rational aspects (such as the cost of the trip) but also on subjective aspects related to the satisfaction level derived from the passenger's experience. The experimental scenario considered 10,000 trip requests simulated within an artificial map that emulates characteristics that are usually present in a city, such as vehicular congestion, the unsafety of certain streets, or the benefits of an area with tourist interest. The results show that the option to travel under a transport operator with a touristic profile is a trend. Unlike current cases in the industry, this research work explores the scenario where the passenger can have as a client a trip profile with memory, differentiated from other clients, and can receive more than one trip proposal for the same trip request, according to the different conditions that the passenger is looking for.

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Section: Literature Reviewmentioning

confidence: 99%

Section: Introductionmentioning

confidence: 99%

Bio-inspired artificial somatic index for reflecting the travel experience of passenger agents under a flexible transportation scenario

Cabrera-Paniagua,

Flores,

Rubilar-Torrealba

et al. 2023

Sci Rep

Self Cite

View full text Add to dashboard Cite

show abstract

“…Assessment of the adaptive capabilities of the organism was studied by R. M. Baevsky [2]. D. Cabrera-Paniagua and R. Rubilar-Torrealba consider adaptive intelligent autonomous system [5]. Jordan S. Martin, A. V. Jaeggi and S. E. Koski study the social evolution of individual differences [11].…”

Section: Literature Reviewmentioning

confidence: 99%

Physiological and psychological factors assessment in the process of professional self-determination

2023

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The article deals with physiological (adaptive potential, resistance to hypoxia and stress stimuli) and psycho physiological (level of sociability) factors that contribute to the formation of the student's personality. As part of presented study, first-year students of Sevastopol State University were diagnosed (28 people, of which: 14 girls and 14 boys) according to the following indicators: level of adaptive potential; human resistance to hypoxia; attention and speed of information processing; resistance of a person to the action of stressful stimuli; level of person’s communication skills. A comparative analysis of the components of the adaptive potential of the individual and the levels of psychological well-being among first-year students of a higher educational institution was carried out. The paper also presents the results of a study of first-year students in terms of their sociability (not sociable, average level of sociability, normal sociability, very sociable, hyperactive. Based on the results of given study, a comprehensive description was given to first-year students (the number of students who underwent diagnostics is 28 people). In conclusion the authors say that a high students’ adaptive potential ensures their successful adaptation to the group and learning activities because of appropriate neuropsychic stability, and developed communication skills.

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A multi-model attention based CNN-BiLSTM model for personality traits prediction based on user behavior on social media

Chaurasia,

Bharti,

Gupta

2024

Knowledge-Based Systems

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Adaptive intelligent autonomous system using artificial somatic markers and Big Five personality traits

Cited by 6 publications

References 63 publications

Bio-inspired artificial somatic index for reflecting the travel experience of passenger agents under a flexible transportation scenario

Bio-inspired artificial somatic index for reflecting the travel experience of passenger agents under a flexible transportation scenario

Physiological and psychological factors assessment in the process of professional self-determination

A multi-model attention based CNN-BiLSTM model for personality traits prediction based on user behavior on social media

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