Neural Evidence Integration Model and Its Application

Author(s):  
Shouzhi Wei ◽  
Ningde Jin ◽  
Hui Liu
eLife ◽  
2020 ◽  
Vol 9 ◽  
Author(s):  
Gabriel M Stine ◽  
Ariel Zylberberg ◽  
Jochen Ditterich ◽  
Michael N Shadlen

Many tasks used to study decision-making encourage subjects to integrate evidence over time. Such tasks are useful to understand how the brain operates on multiple samples of information over prolonged timescales, but only if subjects actually integrate evidence to form their decisions. We explored the behavioral observations that corroborate evidence-integration in a number of task-designs. Several commonly accepted signs of integration were also predicted by non-integration strategies. Furthermore, an integration model could fit data generated by non-integration models. We identified the features of non-integration models that allowed them to mimic integration and used these insights to design a motion discrimination task that disentangled the models. In human subjects performing the task, we falsified a non-integration strategy in each and confirmed prolonged integration in all but one subject. The findings illustrate the difficulty of identifying a decision-maker’s strategy and support solutions to achieve this goal.


2020 ◽  
Author(s):  
Gabriel M Stine ◽  
Ariel Zylberberg ◽  
Jochen Ditterich ◽  
Michael N Shadlen

ABSTRACTMany tasks used to study decision-making encourage subjects to integrate evidence over time. Such tasks are useful to understand how the brain operates on multiple samples of information over prolonged timescales, but only if subjects actually integrate evidence to form their decisions. We explored the behavioral observations that corroborate evidence-integration in a number of task-designs. Several commonly accepted signs of integration were also predicted by non-integration strategies. Furthermore, an integration model could fit data generated by non-integration models. We identified the features of non-integration models that allowed them to mimic integration and used these insights to design a motion discrimination task that disentangled the models. In human subjects performing the task, we falsified a non-integration strategy in each and confirmed prolonged integration in all but one subject. The findings illustrate the difficulty of identifying a decision-maker’s strategy and support solutions to achieve this goal.


2017 ◽  
Vol 31 (2) ◽  
pp. 78-89 ◽  
Author(s):  
Asmir Gračanin ◽  
Igor Kardum ◽  
Jasna Hudek-Knežević

Abstract. The neurovisceral integration model proposes that different forms of self-regulation, including the emotional suppression, are characterized by the activation of neural network whose workings are also reflected in respiratory sinus arrhythmia (RSA). However, most of the previous studies failed to observe theoretically expected increases in RSA during emotional suppression. Even when such effects were observed, it was not clear whether they resulted from specific task demands, a decrease in muscle activity, or they were the consequence of more specific self-control processes. We investigated the relation between habitual or trait-like suppression, spontaneous, and instructed suppression with changes in RSA during negative emotion experience. A modest positive correlation between spontaneous situational and habitual suppression was observed across two experimental tasks. Furthermore, the results showed greater RSA increase among participants who experienced higher negative affect (NA) increase and reported higher spontaneous suppression than among those with higher NA increase and lower spontaneous suppression. Importantly, this effect was independent from the habitual suppression and observable facial expressions. The results of the additional task based on experimental manipulation, rather than spontaneous use of situational suppression, indicated a similar relation between suppression and RSA. Our results consistently demonstrate that emotional suppression, especially its self-regulation component, is followed by the increase in parasympathetic activity.


2018 ◽  
Vol 33 ◽  
Author(s):  
Guilherme Casarões

The institutional framework of Latin American integration saw a period of intense transformation in the 2000s, with the death of the ambitious project of the Free Trade Area of the Americas (FTAA), spearheaded by the United States, and the birth of two new institutions, the Union of South American Nations (UNASUR) and the Community of Latin American and Caribbean States (CELAC). This article offers a historical reconstruction of regional integration structures in the 2000s, with emphasis on the fault lines between Brazil, Venezuela and the US, and how they have shaped the institutional order across the hemisphere. We argue that the shaping of UNASUR and CELAC, launched respectively in 2007 and 2010, is the outcome of three complex processes: (1) Brazil’s struggle to strengthen Mercosur by acting more decisively as a regional paymaster; (2) Washington’s selective engagement with some key regional players, notably Colombia, and (3) Venezuela’s construction of an alternative integration model through the Bolivarian Alliance (ALBA) and oil diplomacy. If UNASUR corresponded to Brazil’s strategy to neutralize the growing role of Caracas in South America and to break apart the emerging alliance between Venezuela, Argentina, and Bolivia, CELAC was at the same time a means to keep the US away from regional decisions, and to weaken the Caracas-Havana axis that sustained ALBA.


2020 ◽  
Author(s):  
Lluís Hernández-Navarro ◽  
Ainhoa Hermoso-Mendizabal ◽  
Daniel Duque ◽  
Alexandre Hyafil ◽  
Jaime de la Rocha

It is commonly assumed that, during perceptual decisions, the brain integrates stimulus evidence until reaching a decision, and then performs the response. There are conditions, however (e.g. time pressure), in which the initiation of the response must be prepared in anticipation of the stimulus presentation. It is therefore not clear when the timing and the choice of perceptual responses depend exclusively on evidence accumulation, or when preparatory motor signals may interfere with this process. Here, we find that, in a free reaction time auditory discrimination task in rats, the timing of fast responses does not depend on the stimulus, although the choices do, suggesting a decoupling of the mechanisms of action initiation and choice selection. This behavior is captured by a novel model, the Parallel Sensory Integration and Action Model (PSIAM), in which response execution is triggered whenever one of two processes, Action Initiation or Evidence Accumulation, reaches a bound, while choice category is always set by the latter. Based on this separation, the model accurately predicts the distribution of reaction times when the stimulus is omitted, advanced or delayed. Furthermore, we show that changes in Action Initiation mediates both post-error slowing and a gradual slowing of the responses within each session. Overall, these results extend the standard models of perceptual decision-making, and shed a new light on the interaction between action preparation and evidence accumulation.


Sign in / Sign up

Export Citation Format

Share Document