14 results on '"speed-accuracy tradeoff"'
Search Results
2. Hasty sensorimotor decisions rely on an overlap of broad and selective changes in motor activity
- Author
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UCL - SSS/IONS/COSY - Systems & cognitive Neuroscience, Derosiere, Gerard, Thura, David, Cisek, Paul, Duque, Julie, UCL - SSS/IONS/COSY - Systems & cognitive Neuroscience, Derosiere, Gerard, Thura, David, Cisek, Paul, and Duque, Julie
- Abstract
Humans and other animals are able to adjust their speed-accuracy tradeoff (SAT) at will depending on the urge to act, favoring either cautious or hasty decision policies in different contexts. An emerging view is that SAT regulation relies on influences exerting broad changes on the motor system, tuning its activity up globally when hastiness is at premium. The present study aimed to test this hypothesis. Fifty subjects performed a task involving choices between left and right index fingers, in which incorrect choices led either to a high or to a low penalty in two contexts, inciting them to emphasize either cautious or hasty policies. We applied transcranial magnetic stimulation on multiple motor representations, eliciting motor evoked potentials (MEP) in nine finger and leg muscles. MEP amplitudes allowed us to probe activity changes in the corresponding finger and leg representations, while subjects were deliberating about which index to choose. Our data indicate that hastiness entails a broad amplification of motor activity, though this amplification was limited to the chosen side. On top of this effect, we identified a local suppression of motor activity, surrounding the chosen index representation. Hence, a decision policy favoring speed over accuracy appears to rely on overlapping processes producing a broad (but not global) amplification and a surround suppression of motor activity. The latter effect may help to increase the signal-to-noise ratio of the chosen representation, as supported by single-trial correlation analyses indicating a stronger differentiation of activity changes in finger representations in the hasty context.
- Published
- 2022
3. Overlapping influences shape motor activity during hasty sensorimotor decisions
- Author
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UCL - SSS/IONS - Institute of NeuroScience, UCL - SSS/IONS/COSY - Systems & cognitive Neuroscience, Derosiere, Gerard, Thura, David, Cisek,Paul, Duque, Julie, UCL - SSS/IONS - Institute of NeuroScience, UCL - SSS/IONS/COSY - Systems & cognitive Neuroscience, Derosiere, Gerard, Thura, David, Cisek,Paul, and Duque, Julie
- Abstract
Humans and other animals are able to adjust their speed-accuracy tradeoff (SAT) at will depending on the urge to act, favoring either cautious or hasty decision policies in different contexts. An emerging view is that SAT regulation relies on influences exerting broad changes on the motor system, tuning its activity up globally when hastiness is at premium. The present study aimed to test this hypothesis. Fifty subjects performed a task involving choices between left and right index fingers, in which incorrect choices led either to a high or to a low penalty in two contexts, inciting them to emphasize either cautious or hasty policies. We applied transcranial magnetic stimulation on multiple motor representations, eliciting motor evoked potentials (MEP) in nine finger and leg muscles. MEP amplitudes allowed us to probe activity changes in the corresponding finger and leg representations, while subjects were deliberating about which index to choose. Our data indicate that hastiness entails a broad amplification of motor activity, though this amplification was limited to the chosen side. On top of this effect, we identified a local suppression of motor activity, surrounding the chosen index representation. Hence, a decision policy favoring speed over accuracy appears to rely on overlapping processes producing a broad (but not global) amplification and a surround suppression of motor activity. The latter effect may help increasing the signal-to-noise ratio of the chosen representation, as supported by single-trial correlation analyses indicating a stronger differentiation of activity changes in finger representations in the hasty context.
- Published
- 2021
4. Neural bases of sensorimotor decisions
- Author
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UCL - SSS/IONS/COSY - Systems & cognitive Neuroscience, Derosiere, Gerard, Seminar Series at the Cognition, Action and Sensorimotor Plasticity lab; INVITED CONFERENCE, UCL - SSS/IONS/COSY - Systems & cognitive Neuroscience, Derosiere, Gerard, and Seminar Series at the Cognition, Action and Sensorimotor Plasticity lab; INVITED CONFERENCE
- Abstract
Human modern life entails the need to make many abstract, deliberative decisions such as selecting a career or buying a house. This fact prompted the development of theories suggesting that decisions are made within a cognitive system prior to being relayed to the motor system for outputting the desired action: a serial architecture of sensing, thinking, and finally acting. However, the human brain is the product of a long evolution during which animals had to face challenges very different from our modern-life decisions. Most decisions in the animal realm must be made in real-time to cope with urgent priorities in dynamically changing environments: here, there is no time for carefully thinking before acting. A recent theoretical framework has proposed that for effective behavior in such environments, the brain uses a parallel architecture in which multiple potential actions can be specified simultaneously, and one is selected on the basis of current sensory information. This is called the affordance competition hypothesis. According to this theory, decisions emerge from a consensus arising in a distributed brain network, especially involving sensorimotor structures. In this presentation, I will describe the work I have been conducting for the six last years as a postdoctoral researcher at the Cognition and Actions lab of the Institute of Neuroscience in Brussels (UCL). My current projects aim at better understanding how the human brain computes action-based decisions. A first project focused on the contribution of the primary motor cortex to reinforcement learning and decision-making. A second project explored the cortical correlates of spatial attention and action selection during motor decisions. Finally, a third project investigated the motor cortical signatures of urgency during dynamic decision-making. Altogether, they involved a combination of techniques including continuous theta burst stimulation, single-pulse transcranial magnetic stimulation, electroencep
- Published
- 2021
5. Trading accuracy for speed over the course of a decision.
- Author
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UCL - SSS/IONS/COSY - Systems & cognitive Neuroscience, Derosiere, Gerard, Thura, David, Cisek, Paul, Duque, Julie, UCL - SSS/IONS/COSY - Systems & cognitive Neuroscience, Derosiere, Gerard, Thura, David, Cisek, Paul, and Duque, Julie
- Abstract
Humans and other animals often need to balance the desire to gather sensory information (to make the best choice) with the urgency to act, facing a speed-accuracy tradeoff (SAT). Given the ubiquity of SAT across species, extensive research has been devoted to understanding the computational mechanisms allowing its regulation at different timescales, including from one context to another, and from one decision to another. However, animals must frequently change their SAT on even shorter timescales - i.e., over the course of an ongoing decision - and little is known about the mechanisms that allow such rapid adaptations. The present study aimed at addressing this issue. Human subjects performed a decision task with changing evidence. In this task, subjects received rewards for correct answers but incurred penalties for mistakes. An increase or a decrease in penalty occurring halfway through the trial promoted rapid SAT shifts, favoring speeded decisions either in the early or in the late stage of the trial. Importantly, these shifts were associated with stage-specific adjustments in the accuracy criterion exploited for committing to a choice. Those subjects who decreased the most their accuracy criterion at a given decision stage exhibited the highest gain in speed, but also the highest cost in terms of performance accuracy at that time. Altogether, the current findings offer a unique extension of previous work, by suggesting that dynamic changes in accuracy criterion allow the regulation of the SAT within the timescale of a single decision.
- Published
- 2021
6. A Tablet App for Handwriting Skill Screening at the Preliteracy Stage: Instrument Validation Study
- Author
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Dui, L, Lunardini, F, Termine, C, Matteucci, M, Stucchi, N, Borghese, N, Ferrante, S, Dui, Linda Greta, Lunardini, Francesca, Termine, Cristiano, Matteucci, Matteo, Stucchi, Natale Adolfo, Borghese, Nunzio Alberto, Ferrante, Simona, Dui, L, Lunardini, F, Termine, C, Matteucci, M, Stucchi, N, Borghese, N, Ferrante, S, Dui, Linda Greta, Lunardini, Francesca, Termine, Cristiano, Matteucci, Matteo, Stucchi, Natale Adolfo, Borghese, Nunzio Alberto, and Ferrante, Simona
- Abstract
Background: Difficulties in handwriting, such as dysgraphia, impact several aspects of a child’s everyday life. Current methodologies for the detection of such difficulties in children have the following three main weaknesses: (1) they are prone to subjective evaluation; (2) they can be administered only when handwriting is mastered, thus delaying the diagnosis and the possible adoption of countermeasures; and (3) they are not always easily accessible to the entire community. Objective: This work aims at developing a solution able to: (1) quantitatively measure handwriting features whose alteration is typically seen in children with dysgraphia; (2) enable their study in a preliteracy population; and (3) leverage a standard consumer technology to increase the accessibility of both early screening and longitudinal monitoring of handwriting difficulties. Methods: We designed and developed a novel tablet-based app Play Draw Write to assess potential markers of dysgraphia through the quantification of the following three key handwriting laws: isochrony, homothety, and speed-accuracy tradeoff. To extend such an approach to a preliteracy age, the app includes the study of the laws in terms of both word writing and symbol drawing. The app was tested among healthy children with mastered handwriting (third graders) and those at a preliterate age (kindergartners). Results: App testing in 15 primary school children confirmed that the three laws hold on the tablet surface when both writing words and drawing symbols. We found significant speed modulation according to size (P<.001), no relevant changes to fraction time for 67 out of 70 comparisons, and significant regression between movement time and index of difficulty for 44 out of 45 comparisons (P<.05, R2>0.28, 12 degrees of freedom). Importantly, the three laws were verified on symbols among 19 kindergartners. Results from the speed-accuracy exercise showed a significant evolution with age of the global movement time
- Published
- 2020
7. Urgency tunes center-surround inhibition in the motor system during action selection
- Author
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UCL - SSS/IONS/COSY - Systems & cognitive Neuroscience, Derosiere, Gerard, Thura, David, Cisek, Paul, Duque, Julie, 13th Congress of the Belgian Society for Neuroscience, UCL - SSS/IONS/COSY - Systems & cognitive Neuroscience, Derosiere, Gerard, Thura, David, Cisek, Paul, Duque, Julie, and 13th Congress of the Belgian Society for Neuroscience
- Abstract
Action selection involves a tight balance between the competing demands of decision speed and accuracy. Recent work suggests that this balance is regulated by a context-dependent urgency signal, operating as a gain modulator of task-related activity: when decision between reaching movements are made under time pressure, activity in motor areas involved in arm movements is amplified. An open question relates to the generalization of this gain modulation in the motor system. Here, we investigated the impact of urgency on the excitability of different task-related and task-unrelated motor representations in humans by applying transcranial magnetic stimulation (TMS) over the primary motor cortex. Subjects performed a modified version of the tokens task (Cisek et al., 2009, J Neurosci). In each trial, 15 tokens jumped one-by-one every 200 ms from a central circle to one of two lateral target circles; participants had to guess which of those two targets would ultimately receive the majority of the tokens, and to report their decision on a keyboard with either the left or right index finger. Importantly, the reward provided for correct choices was proportional to the number of tokens remaining in the central circle at the time of the response. Hence, because this number decreased as time elapsed during the trial, the urge to act grew accordingly. More critically, we manipulated the overall level of urgency by providing a different penalty for incorrect responses in two separate block types. The use of a low penalty encouraged the subjects to make hasty choices, thus ensuring a high urgency in a category of blocks, called UrgencyHigh. Other blocks were associated with a low urgency (called UrgencyLow) as they involved a higher penalty, promoting accurate choices at the cost of speed. We exploited TMS to elicit motor evoked potentials (MEPs) at different times during the token jumps, in muscles that were either involved in the task (i.e. an index finger “task-related” muscle
- Published
- 2019
8. Modeling the Speed-Accuracy-Difficulty Interaction in Joint Modeling of Responses and Response Time
- Author
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Liao, Dandan and Liao, Dandan
- Abstract
With the rapid development of information technology, computer-based tests have become more and more popular in large-scale assessments. Among all the auxiliary data collected during the test-taking process, response times (RTs) seem to be one of the most important and commonly utilized sources of information. A commonly adopted assumption in joint modeling of RTs and item responses is that item responses and RTs are conditionally independent given a person’s speed and ability, and a person has constant speed and ability throughout the test (e.g., Thissen, 1983; van der Linden, 2007). However, researchers have been investigating more complex scenarios where the conditional independence assumption between item responses and RTs is likely to be violated in various ways (e.g., De Boeck, Chen, & Davison, 2017; Meng, Tao, & Chang, 2015; Ranger & Ortner, 2012b). Empirical evidence suggests that the direction of conditional dependence differs among items in a systematic way (Bolsinova, Tijmstra, & Molenaar, 2017). For difficult items, correct responses are associated with longer RTs; for easier items, however, correct responses are usually associated with shorter RTs (Bolsinova, De Boeck, & Tijmstra, 2017; Goldhammer, Naumann, & Greiff, 2015; Partchev & De Boeck, 2012). This phenomenon reflects a clear pattern that item difficulty affects the direction of conditional dependence between item responses and RTs. However, such an interaction has not been explicitly explored in jointly modeling of RT and response accuracy. In the present study, various approaches for joint modeling of RT and response accuracy are proposed to account for the conditional dependence between responses and RTs due to the interaction among speed, accuracy, and item difficulty. Three simulation studies are carried out to compare the proposed models with van der Linden’s (2007) hierarchical model that does not take into account the conditional dependence with respect to model fit and parameter recovery
- Published
- 2018
9. Inhibition of pre-supplementary motor area by continuous theta burst stimulation leads to more cautious decision-making and more efficient sensory evidence integration
- Author
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Tosun, Tuğçe, Tosun, Tuğçe, Berkay, Dilara, Sack, Alexander T., Çakmak, Yusuf Ö, Balcı, Fuat, Tosun, Tuğçe, Tosun, Tuğçe, Berkay, Dilara, Sack, Alexander T., Çakmak, Yusuf Ö, and Balcı, Fuat
- Abstract
Decisions are made based on the integration of available evidence. The noise in evidence accumulation leads to a particular speed-accuracy tradeoff in decision-making, which can be modulated and optimized by adaptive decision threshold setting. Given the effect of pre-SMA activity on striatal excitability, we hypothesized that the inhibition of pre-SMA would lead to higher decision thresholds and an increased accuracy bias. We used offline continuous theta burst stimulation to assess the effect of transient inhibition of the right pre-SMA on the decision processes in a free-response two-alternative forced-choice task within the drift diffusion model framework. Participants became more cautious and set higher decision thresholds following right pre-SMA inhibition compared with inhibition of the control site (vertex). Increased decision thresholds were accompanied by an accuracy bias with no effects on post-error choice behavior. Participants also exhibited higher drift rates as a result of pre-SMA inhibition compared with the vertex inhibition. These results, in line with the striatal theory of speed-accuracy tradeoff, provide evidence for the functional role of pre-SMA activity in decision threshold modulation. Our results also suggest that pre-SMA might be a part of the brain network associated with the sensory evidence integration.
- Published
- 2017
10. Distinct mechanisms mediate speed-accuracy adjustments in cortico-subthalamic networks.
- Author
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Herz, Damian M, Herz, Damian M, Tan, Huiling, Brittain, John-Stuart, Fischer, Petra, Cheeran, Binith, Green, Alexander L, FitzGerald, James, Aziz, Tipu Z, Ashkan, Keyoumars, Little, Simon, Foltynie, Thomas, Limousin, Patricia, Zrinzo, Ludvic, Bogacz, Rafal, Brown, Peter, Herz, Damian M, Herz, Damian M, Tan, Huiling, Brittain, John-Stuart, Fischer, Petra, Cheeran, Binith, Green, Alexander L, FitzGerald, James, Aziz, Tipu Z, Ashkan, Keyoumars, Little, Simon, Foltynie, Thomas, Limousin, Patricia, Zrinzo, Ludvic, Bogacz, Rafal, and Brown, Peter
- Abstract
Optimal decision-making requires balancing fast but error-prone and more accurate but slower decisions through adjustments of decision thresholds. Here, we demonstrate two distinct correlates of such speed-accuracy adjustments by recording subthalamic nucleus (STN) activity and electroencephalography in 11 Parkinson's disease patients during a perceptual decision-making task; STN low-frequency oscillatory (LFO) activity (2-8 Hz), coupled to activity at prefrontal electrode Fz, and STN beta activity (13-30 Hz) coupled to electrodes C3/C4 close to motor cortex. These two correlates differed not only in their cortical topography and spectral characteristics but also in the relative timing of recruitment and in their precise relationship with decision thresholds. Increases of STN LFO power preceding the response predicted increased thresholds only after accuracy instructions, while cue-induced reductions of STN beta power decreased thresholds irrespective of instructions. These findings indicate that distinct neural mechanisms determine whether a decision will be made in haste or with caution.
- Published
- 2017
11. Inhibition of pre-supplementary motor area by continuous theta burst stimulation leads to more cautious decision-making and more efficient sensory evidence integration
- Author
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Tosun, Tuğçe, Berkay, Dilara, Sack, Alexander T., Çakmak, Yusuf Ö, Balcı, Fuat, Tosun, Tuğçe, Berkay, Dilara, Sack, Alexander T., Çakmak, Yusuf Ö, and Balcı, Fuat
- Abstract
Decisions are made based on the integration of available evidence. The noise in evidence accumulation leads to a particular speed-accuracy tradeoff in decision-making, which can be modulated and optimized by adaptive decision threshold setting. Given the effect of pre-SMA activity on striatal excitability, we hypothesized that the inhibition of pre-SMA would lead to higher decision thresholds and an increased accuracy bias. We used offline continuous theta burst stimulation to assess the effect of transient inhibition of the right pre-SMA on the decision processes in a free-response two-alternative forced-choice task within the drift diffusion model framework. Participants became more cautious and set higher decision thresholds following right pre-SMA inhibition compared with inhibition of the control site (vertex). Increased decision thresholds were accompanied by an accuracy bias with no effects on post-error choice behavior. Participants also exhibited higher drift rates as a result of pre-SMA inhibition compared with the vertex inhibition. These results, in line with the striatal theory of speed-accuracy tradeoff, provide evidence for the functional role of pre-SMA activity in decision threshold modulation. Our results also suggest that pre-SMA might be a part of the brain network associated with the sensory evidence integration.
- Published
- 2017
12. The combined influence of task accuracy and pace on motor variability in a standardised repetitive precision task
- Author
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Srinivasan, Divya, Mathiassen, Svend Erik, Samani, Afshin, Madeleine, Pascal, Srinivasan, Divya, Mathiassen, Svend Erik, Samani, Afshin, and Madeleine, Pascal
- Abstract
Thirty-five healthy women, experienced in pipetting, each performed four pipetting sessions at different pace and accuracy levels relevant to occupational tasks. The size and structure of motor variability of shoulder and elbow joint angles were quantified using cycle-to-cycle standard deviations of several kinematics properties, and indices based on sample entropy and recurrence quantification analysis. Decreasing accuracy demands increased both the size and structure of motor variability. However, when simultaneously lowering the accuracy demand and increasing pace, motor variability decreased to values comparable to those found when pace alone was increased without changing accuracy. Thus, motor variability showed some speed-accuracy trade-off, but the pace effect dominated the accuracy effect. Hence, this trade-off was different from that described for end-point performance by Fitts’ law. The combined effect of accuracy and pace and the resultant decrease in motor variability are important to consider when designing sustainable work systems comprising repetitive precision tasks., motorvar
- Published
- 2015
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13. A neural mechanism of speed-accuracy tradeoff in macaque area LIP.
- Author
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Hanks, Timothy, Hanks, Timothy, Kiani, Roozbeh, Shadlen, Michael N, Hanks, Timothy, Hanks, Timothy, Kiani, Roozbeh, and Shadlen, Michael N
- Abstract
Decision making often involves a tradeoff between speed and accuracy. Previous studies indicate that neural activity in the lateral intraparietal area (LIP) represents the gradual accumulation of evidence toward a threshold level, or evidence bound, which terminates the decision process. The level of this bound is hypothesized to mediate the speed-accuracy tradeoff. To test this, we recorded from LIP while monkeys performed a motion discrimination task in two speed-accuracy regimes. Surprisingly, the terminating threshold levels of neural activity were similar in both regimes. However, neurons recorded in the faster regime exhibited stronger evidence-independent activation from the beginning of decision formation, effectively reducing the evidence-dependent neural modulation needed for choice commitment. Our results suggest that control of speed vs accuracy may be exerted through changes in decision-related neural activity itself rather than through changes in the threshold applied to such neural activity to terminate a decision.
- Published
- 2014
14. The BUMP model of response planning: a neuroengineering account of speed-accuracy tradeoffs, velocity profiles, and physiological tremor in movement
- Author
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Neilson, Peter D., Electrical Engineering & Telecommunications, Faculty of Engineering, UNSW, Neilson, Megan D., Electrical Engineering & Telecommunications, Faculty of Engineering, UNSW, Bye, Robin Trulssen, Electrical Engineering & Telecommunications, Faculty of Engineering, UNSW, Neilson, Peter D., Electrical Engineering & Telecommunications, Faculty of Engineering, UNSW, Neilson, Megan D., Electrical Engineering & Telecommunications, Faculty of Engineering, UNSW, and Bye, Robin Trulssen, Electrical Engineering & Telecommunications, Faculty of Engineering, UNSW
- Abstract
Speed-accuracy tradeoffs, velocity profiles, and physiological tremor are fundamental characteristics of human movement. The principles underlying these phenomena have long attracted major interest and controversy. Each is well established experimentally but as yet they have no common theoretical basis. It is proposed that these three phenomena occur as the direct consequence of a movement response planning system that acts as an intermittent optimal controller operating at discrete intervals of ~100 ms. The BUMP model of response planning describes such a system. It forms the kernel of adaptive model theory which defines, in computational terms, a basic unit of motor production or BUMP. Each BUMP consists of three processes: (i) analysing sensory information, (ii) planning a desired optimal response, and (iii) executing that response. These processes operate in parallel across successive sequential BUMPs. The response planning process requires a discrete time interval in which to generate a minimum acceleration trajectory of variable duration, or horizon, to connect the actual response with the predicted future state of the target and compensate for executional error. BUMP model simulation studies show that intermittent adaptive optimal control employing two extremes of variable horizon predictive control reproduces almost exactly findings from several authoritative human experiments. On the one extreme, simulating spatially-constrained movements, a receding horizon strategy results in a logarithmic speed-accuracy tradeoff and accompanying asymmetrical velocity profiles. On the other extreme, simulating temporally-constrained movements, a fixed horizon strategy results in a linear speed-accuracy tradeoff and accompanying symmetrical velocity profiles. Furthermore, simulating ramp movements, a receding horizon strategy closely reproduces experimental observations of 10 Hz physiological tremor. A 100 ms planning interval yields waveforms and power spectra equivalent
- Published
- 2009
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