Plateaus and Asymptotes

2017 ◽  
Vol 26 (1) ◽  
pp. 59-67 ◽  
Author(s):  
Wayne D. Gray

One hundred twenty years ago, the emergent field of experimental psychology debated whether plateaus of performance during training were real or not. Sixty years ago, the battle was over whether learning asymptoted or not. Thirty years ago, the research community was seized with concerns over stable plateaus at suboptimal performance levels among experts. Applied researchers viewed this as a systems problem and referred to it as the paradox of the active user. Basic researchers diagnosed this as a training problem and embraced deliberate practice. The concepts of plateaus and asymptotes and the distinction between the two are important as the questions asked and the means of overcoming one or the other differ. These questions have meaning as we inquire about the nature of performance limits in skilled behavior and the distinction between brain capacity and brain efficiency. This article brings phenomena that are hiding in the open to the attention of the research community in the hope that delineating the distinction between plateaus and asymptotes will help clarify the distinction between real versus “spurious limits” and advance theoretical debates regarding learning and performance.

1987 ◽  
Vol 11 (2) ◽  
pp. 3-12
Author(s):  
Max Kemp

There has been unrest in our newspapers recently about standards of literacy in schools. To those of us who daily are in touch with children who have difficulties in learning to read and write, periodic public forays into the standards issues are usually unhelpful, unwarranted and uninformed. Comparisons between the standards of literacy achieved by different generations of school children are difficult to make, on the one hand because our functional literacy requirements differ from yesterday’s and on the other because the conditions of learning and performance in schools have undergone immense change during the last couple of generations.


1951 ◽  
Vol 3 (1) ◽  
pp. 36-42 ◽  
Author(s):  
Valerie Dees ◽  
G. C. Grindley

Re-examination of the data discussed in previous papers of this series shows a greater tendency toward “overshooting” when the time interval between trials, in some of the experiments, is short than when it is longer. The subject tends to make a bigger movement or exert more pressure with short intervals. This seems to be true with or without visual knowledge of results. On the other hand, with the experiments in which the task was to press a key for a given short interval, the effect was not conclusively shown. A hypothesis is put forward to explain these results in terms of proprioceptive adaptation.


Author(s):  
Robert P Mocadlo

I examine how the subjectivity of task criteria influences auditors' ordering and performance of audit tasks under time pressure. Tasks with more objective criteria provide little flexibility in how well they can be completed (i.e., they are either performed correctly or incorrectly). On the other hand, tasks with more subjective criteria have a wider range of performance levels that satisfy the "letter" of the criteria, but not necessarily the "spirit." I predict and find that auditors tend to work on a task with more objective criteria before a task with more subjective criteria. As time pressure increases, auditors ordering their tasks this way reduce performance on the subjective task, but not the objective task. By decreasing performance on tasks with more subjective criteria, auditors can address all the criteria for both tasks if only in letter, rather than in spirit.


1964 ◽  
Vol 14 (1) ◽  
pp. 161-162 ◽  
Author(s):  
Ronald B. Kurz

In order to compare the effects of three stress producing operations on learning and performance, Ss were required to perform on a series of mental multiplication problems in four trials while they were either paced, shocked, distracted, or not subjected to any stressor conditions. It was found that pacing resulted in significantly fewer multiplication errors and significantly more rapid responding than the other conditions. There were no differences between the shock, distraction and control conditions in multiplication errors or performance time. The data suggest that some stressors have unique characteristics which may affect learning and performance, but that the particular effects of stressors probably vary with the task and the manner in which the stressor is presented.


Author(s):  
Ron Sun

Within the human mind, are there multiple, qualitatively different systems? Are there different processes of learning and performance that have radically different characteristics? If so, what are these? How do they differ from each other? How do they interact and integrate? There have been various speculations in this regard, often centered on two (or more) interacting systems within the human mind. This chapter reviews arguments in favor of two-system views and discusses the interaction and integration of the two systems in terms of different learning directions going from one system to the other. It also outlines the overall cognitive architecture that encompasses and structures these aspects.


Sensors ◽  
2021 ◽  
Vol 21 (3) ◽  
pp. 695
Author(s):  
Riccardo Marini ◽  
Konstantin Mikhaylov ◽  
Gianni Pasolini ◽  
Chiara Buratti

Among the low power wide area network communication protocols for large scale Internet of Things, LoRaWAN is considered one of the most promising, owing to its flexibility and energy-saving capabilities. For these reasons, during recent years, the scientific community has invested efforts into assessing the fundamental performance limits and understanding the trade-offs between the parameters and performance of LoRaWAN communication for different application scenarios. However, this task cannot be effectively accomplished utilizing only analytical methods, and precise network simulators are needed. To that end, this paper presents LoRaWANSim, a LoRaWAN simulator implemented in MATLAB, developed to characterize the behavior of LoRaWAN networks, accounting for physical, medium access control and network aspects. In particular, since many simulators described in the literature are deployed for specific research purposes, they are usually oversimplified and hold a number of assumptions affecting the accuracy of their results. In contrast, our simulator has been developed for the sake of completeness and it is oriented towards an accurate representation of the LoRaWAN at the different layers. After a detailed description of the simulator, we report a validation of the simulator itself and we then conclude by presenting some results of its use revealing notable and non-intuitive trade-offs present in LoRaWAN. Such simulator will be made available via open access to the research community.


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