A quasi-comprehensive exploration of the mechanisms of spatial working memory. 2023

Liqiang Huang
Department of Psychology, The Chinese University of Hong Kong, Hong Kong, China. lqhuang@cuhk.edu.hk.

Why are some spatial patterns remembered more easily than others? There are many possible mechanisms underlying spatial working memory function. Here, the author explores different mechanisms simultaneously in a single conceptual model. He conducts a large-scale experiment (35.4 million responses used to measure human observers' spatial working memory across 80,000 patterns) and builds a convolutional neural network as a benchmark for what is expected to be explainable. The author then creates a quasi-comprehensive exploration model of spatial working memory based on classic concepts, as well as new notions, including spatial uncertainty, Bayesian integration, out-of-range responses, averaging, grouping, categorical memory, line detection, gap detection, blurring, lateral inhibition, chunking, multiple spatial-frequency channels, redundancy, response bias and random guess. This model provides a tentative overarching framework for the mechanisms of spatial working memory.

UI MeSH Term Description Entries
D008297 Male Males
D008570 Memory, Short-Term Remembrance of information for a few seconds to hours. Immediate Recall,Memory, Immediate,Working Memory,Memory, Shortterm,Immediate Memories,Immediate Memory,Immediate Recalls,Memories, Immediate,Memories, Short-Term,Memories, Shortterm,Memory, Short Term,Recall, Immediate,Recalls, Immediate,Short-Term Memories,Short-Term Memory,Shortterm Memories,Shortterm Memory,Working Memories
D011939 Mental Recall The process whereby a representation of past experience is elicited. Recall, Mental
D006801 Humans Members of the species Homo sapiens. Homo sapiens,Man (Taxonomy),Human,Man, Modern,Modern Man
D001499 Bayes Theorem A theorem in probability theory named for Thomas Bayes (1702-1761). In epidemiology, it is used to obtain the probability of disease in a group of people with some characteristic on the basis of the overall rate of that disease and of the likelihood of that characteristic in healthy and diseased individuals. The most familiar application is in clinical decision analysis where it is used for estimating the probability of a particular diagnosis given the appearance of some symptoms or test result. Bayesian Analysis,Bayesian Estimation,Bayesian Forecast,Bayesian Method,Bayesian Prediction,Analysis, Bayesian,Bayesian Approach,Approach, Bayesian,Approachs, Bayesian,Bayesian Approachs,Estimation, Bayesian,Forecast, Bayesian,Method, Bayesian,Prediction, Bayesian,Theorem, Bayes
D065852 Spatial Memory Memory related to spatial information. Memories, Spatial,Memory, Spatial,Spatial Memories

Related Publications

Liqiang Huang
March 2001, Trends in cognitive sciences,
Liqiang Huang
December 2013, Hippocampus,
Liqiang Huang
June 1998, Journal of experimental psychology. Human perception and performance,
Liqiang Huang
January 2001, Memory (Hove, England),
Liqiang Huang
July 2001, Memory (Hove, England),
Liqiang Huang
September 2000, Cerebral cortex (New York, N.Y. : 1991),
Liqiang Huang
June 2011, Behavioural brain research,
Copied contents to your clipboard!