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How do people predict a random walk? Lessons for models of human cognition. 人们如何预测随机行走?人类认知模型的启示
IF 5.1 1区 心理学
Psychological review Pub Date : 2024-10-01 Epub Date: 2024-09-19 DOI: 10.1037/rev0000493
Jake Spicer, Jian-Qiao Zhu, Nick Chater, Adam N Sanborn
{"title":"How do people predict a random walk? Lessons for models of human cognition.","authors":"Jake Spicer, Jian-Qiao Zhu, Nick Chater, Adam N Sanborn","doi":"10.1037/rev0000493","DOIUrl":"10.1037/rev0000493","url":null,"abstract":"<p><p>Repeated forecasts of changing values are common in many everyday tasks, from predicting the weather to financial markets. A particularly simple and informative instance of such fluctuating values are <i>random walks</i>: Sequences in which each point is a random movement from only its preceding value, unaffected by any previous points. Moreover, random walks often yield basic rational forecasting solutions in which predictions of new values should repeat the most recent value, and hence replicate the properties of the original series. In previous experiments, however, we have found that human forecasters do not adhere to this standard, showing systematic deviations from the properties of a random walk such as excessive volatility and extreme movements between subsequent predictions. We suggest that such deviations reflect general statistical signatures of cognition displayed across multiple tasks, offering a window into underlying mechanisms. Using these deviations as new criteria, we here explore several cognitive models of forecasting drawn from various approaches developed in the existing literature, including Bayesian, error-based learning, autoregressive, and sampling mechanisms. These models are contrasted with human data from two experiments to determine which best accounts for the particular statistical features displayed by participants. We find support for sampling models in both aggregate and individual fits, suggesting that these variations are attributable to the use of inherently stochastic prediction systems. We thus argue that variability in predictions is strongly influenced by computational noise within the decision making process, with less influence from \"late\" noise at the output stage. (PsycInfo Database Record (c) 2024 APA, all rights reserved).</p>","PeriodicalId":21016,"journal":{"name":"Psychological review","volume":" ","pages":"1069-1113"},"PeriodicalIF":5.1,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142294112","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Measuring the impact of multiple social cues to advance theory in person perception research. 衡量多重社会线索的影响,推进人的感知研究理论。
IF 5.1 1区 心理学
Psychological review Pub Date : 2024-09-23 DOI: 10.1037/rev0000503
Samuel A W Klein, Jeffrey W Sherman
{"title":"Measuring the impact of multiple social cues to advance theory in person perception research.","authors":"Samuel A W Klein, Jeffrey W Sherman","doi":"10.1037/rev0000503","DOIUrl":"https://doi.org/10.1037/rev0000503","url":null,"abstract":"<p><p>Forming impressions of others is a fundamental aspect of social life. These impressions necessitate the integration of many and varied sources of information about other people, including social group memberships, apparent personality traits, inferences from observed behaviors, and so forth. However, methodological limitations have hampered progress in understanding this integration process. In particular, extant approaches have been unable to measure the independent contributions of multiple features to a given impression. In this article, after describing these limitations and their constraints on theory testing and development, we present a multinomial processing tree model as a computational solution to the problem. Specifically, the model distinguishes the contributions of multiple cues to social judgment. We describe an empirical demonstration of how applying the model can resolve long-standing debates among person perception researchers. Finally, we survey a variety of questions to which this approach can be profitably applied. (PsycInfo Database Record (c) 2024 APA, all rights reserved).</p>","PeriodicalId":21016,"journal":{"name":"Psychological review","volume":" ","pages":""},"PeriodicalIF":5.1,"publicationDate":"2024-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142294114","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Efficient visual representations for learning and decision making. 用于学习和决策的高效视觉表征。
IF 5.1 1区 心理学
Psychological review Pub Date : 2024-09-19 DOI: 10.1037/rev0000498
Tyler Malloy, Chris R Sims
{"title":"Efficient visual representations for learning and decision making.","authors":"Tyler Malloy, Chris R Sims","doi":"10.1037/rev0000498","DOIUrl":"https://doi.org/10.1037/rev0000498","url":null,"abstract":"<p><p>The efficient representation of visual information is essential for learning and decision making due to the complexity and uncertainty of the world, as well as inherent constraints on the capacity of cognitive systems. We hypothesize that biological agents learn to efficiently represent visual information in a manner that balances performance across multiple potentially competing objectives. In this article, we examine two such objectives: storing information in a manner that supports accurate recollection (maximizing veridicality) and in a manner that facilitates utility-based decision making (maximizing behavioral utility). That these two objectives may be in conflict is not immediately obvious. Our hypothesis suggests that neither behavior nor representation formation can be fully understood by studying either in isolation, with information processing constraints exerting an overarching influence. Alongside this hypothesis we develop a computational model of representation formation and behavior motivated by recent methods in machine learning and neuroscience. The resulting model explains both the beneficial aspects of human visual learning, such as fast acquisition and high generalization, as well as the biases that result from information constraints. To test this model, we developed two experimental paradigms, in decision making and learning, to evaluate how well the model's predictions match human behavior. A key feature of the proposed model is that it predicts the occurrence of commonly found biases in human decision making, resulting from the desire to form efficient representations of visual information that are useful for behavioral goals in learning and decision making and optimized under an information processing constraint. (PsycInfo Database Record (c) 2024 APA, all rights reserved).</p>","PeriodicalId":21016,"journal":{"name":"Psychological review","volume":" ","pages":""},"PeriodicalIF":5.1,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142294109","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Bridging the gap between subjective probability and probability judgments: The quantum sequential sampler. 缩小主观概率与概率判断之间的差距:量子顺序采样器
IF 5.1 1区 心理学
Psychological review Pub Date : 2024-09-19 DOI: 10.1037/rev0000489
Jiaqi Huang, Jerome R Busemeyer, Zo Ebelt, Emmanuel M Pothos
{"title":"Bridging the gap between subjective probability and probability judgments: The quantum sequential sampler.","authors":"Jiaqi Huang, Jerome R Busemeyer, Zo Ebelt, Emmanuel M Pothos","doi":"10.1037/rev0000489","DOIUrl":"https://doi.org/10.1037/rev0000489","url":null,"abstract":"<p><p>One of the most important challenges in decision theory has been how to reconcile the normative expectations from Bayesian theory with the apparent fallacies that are common in probabilistic reasoning. Recently, Bayesian models have been driven by the insight that apparent fallacies are due to sampling errors or biases in estimating (Bayesian) probabilities. An alternative way to explain apparent fallacies is by invoking different probability rules, specifically the probability rules from quantum theory. Arguably, quantum cognitive models offer a more unified explanation for a large body of findings, problematic from a baseline classical perspective. This work addresses two major corresponding theoretical challenges: first, a framework is needed which incorporates both Bayesian and quantum influences, recognizing the fact that there is evidence for both in human behavior. Second, there is empirical evidence which goes beyond any current Bayesian and quantum model. We develop a model for probabilistic reasoning, seamlessly integrating both Bayesian and quantum models of reasoning and augmented by a sequential sampling process, which maps subjective probabilistic estimates to observable responses. Our model, called the Quantum Sequential Sampler, is compared to the currently leading Bayesian model, the Bayesian Sampler (J. Zhu et al., 2020) using a new experiment, producing one of the largest data sets in probabilistic reasoning to this day. The Quantum Sequential Sampler embodies several new components, which we argue offer a more theoretically accurate approach to probabilistic reasoning. Moreover, our empirical tests revealed a new, surprising systematic overestimation of probabilities. (PsycInfo Database Record (c) 2024 APA, all rights reserved).</p>","PeriodicalId":21016,"journal":{"name":"Psychological review","volume":" ","pages":""},"PeriodicalIF":5.1,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142294107","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring the underlying psychological constructs of self-report eating behavior measurements: Toward a comprehensive framework. 探索自我报告饮食行为测量的基本心理结构:建立一个综合框架。
IF 5.1 1区 心理学
Psychological review Pub Date : 2024-09-19 DOI: 10.1037/rev0000496
Clarissa Dakin, Graham Finlayson, R James Stubbs
{"title":"Exploring the underlying psychological constructs of self-report eating behavior measurements: Toward a comprehensive framework.","authors":"Clarissa Dakin, Graham Finlayson, R James Stubbs","doi":"10.1037/rev0000496","DOIUrl":"https://doi.org/10.1037/rev0000496","url":null,"abstract":"<p><p>Food and eating are fundamental for survival but also have significant impacts on health, psychology, sociology, and economics. Understanding what motivates people to eat can provide insights into \"adaptive\" eating behavior, which is especially important due to the increasing prevalence of health-related conditions such as obesity. There has been considerable interest in developing theoretical models and associated constructs that explain individual differences in eating behavior. However, many of these models contain overlapping theories and shared theoretical mechanisms of action. Currently, there is no recognized standard framework that integrates psychological, physiological, and neurobiological theory to help explain human eating behavior. The aim of the current article was to review key psychological theories in relation to energy balance, homeostasis, energy intake, and motivation to eat and begin to develop a comprehensive framework of relevant factors that drive eating behavior. The key findings from this review suggest that eating behavior is conceptualized by elements of dual process models, which include conscious processing (reflective factors) and automatic responses to desires, environmental cues, habits, and associative learning. These processes are mediated by neurobiology and physiological signaling (homeostatic feedback) of energy balance, which is more tolerant of positive than negative energy balances. From a synthesis of available evidence, it is suggested that eating behavior constructs (traits) can be explained by three latent constructs: reflective, reactive, and homeostatic eating. By understanding the interplay between reflective, reactive, and homeostatic processes, interventions can be developed that tailor treatments to target key aspects of eating behavior. (PsycInfo Database Record (c) 2024 APA, all rights reserved).</p>","PeriodicalId":21016,"journal":{"name":"Psychological review","volume":" ","pages":""},"PeriodicalIF":5.1,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142294111","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A formal analysis of the standard operating processes (SOP) and multiple time scales (MTS) theories of habituation. 对标准操作程序(SOP)和多时间尺度(MTS)习惯理论的正式分析。
IF 5.1 1区 心理学
Psychological review Pub Date : 2024-09-19 DOI: 10.1037/rev0000504
Orlando E Jorquera, Osvaldo M Farfán, Sergio N Galarce, Natalia A Cancino, Pablo D Matamala, Edgar H Vogel
{"title":"A formal analysis of the standard operating processes (SOP) and multiple time scales (MTS) theories of habituation.","authors":"Orlando E Jorquera, Osvaldo M Farfán, Sergio N Galarce, Natalia A Cancino, Pablo D Matamala, Edgar H Vogel","doi":"10.1037/rev0000504","DOIUrl":"10.1037/rev0000504","url":null,"abstract":"<p><p>In this article, we compare two theories of habituation: the standard operating processes (SOP) and the multiple time scales (MTS) models. Both theories propose that habituation is due to a reduction in the difference between actual and remembered stimulation. Although the two approaches explain short-term habituation using a similar nonassociative mechanism based on a time-decaying memory of recent stimulus presentations, their understanding of retention of habituation or long-term habituation differs. SOP suggests that retention of habituation happens through associative retrieval from a long-term memory store, while MTS relies on the differential decay rate of a series of memory units. This essential difference implies that spontaneous recovery, which refers to the return of the response to levels above those reached during habituation, is predominantly a consequence of a mixture of decay and loss of association for SOP and exclusively of decay for MTS. We analyze these mechanisms conceptually and mathematically and demonstrate their functioning with computer simulations of conceptual and published experiments. We evaluate both theories regarding parsimony and explanatory power and propose potential experiments to evaluate their predictions. We provide MATLAB-Simulink and Python codes for the simulations. (PsycInfo Database Record (c) 2025 APA, all rights reserved).</p>","PeriodicalId":21016,"journal":{"name":"Psychological review","volume":" ","pages":""},"PeriodicalIF":5.1,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142294105","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Decisions among shifting choice alternatives reveal option-general representations of evidence. 在不断变化的备选方案中做出决定,揭示了对证据的一般表述。
IF 5.1 1区 心理学
Psychological review Pub Date : 2024-09-19 DOI: 10.1037/rev0000500
Peter D Kvam, Konstantina Sokratous, Anderson K Fitch
{"title":"Decisions among shifting choice alternatives reveal option-general representations of evidence.","authors":"Peter D Kvam, Konstantina Sokratous, Anderson K Fitch","doi":"10.1037/rev0000500","DOIUrl":"https://doi.org/10.1037/rev0000500","url":null,"abstract":"<p><p>Dynamic models of choice typically describe the decision-making process in terms of the degree or balance of support for available response options. However, these alternative-specific representations of support are liable to fail when the available options change during the course of a decision. We suggest that people may use alternative-general representations, where stimulus feature information-rather than option-specific support-is accumulated over time and mapped onto support for available options as they appear. We tested alternative-specific and alternative-general models of choice in two perceptual experiments where the available options could change during a trial. In the first study, we showed that changing the choice options partway through a trial resulted in no substantial difference in performance relative to a condition where the final options were always onscreen. This was supported by a quantitative model comparison that strongly favored an alternative-general (geometric) model over two alternative-specific models (diffusion and racing accumulator models). In the second study, the stimulus primed specific unavailable responses to test whether irrelevant support for unavailable options was integrated into the decision process. This study elicited a pattern of accuracy that could not have occurred unless participants accumulated support for options that were not yet available. Together, these experiments and modeling results indicate that the majority of participants rely on alternative-general representations of evidence during dynamic decisions among options that can change over time. Future work on decision behavior and its neural antecedents should explore the predictions of these alternative-general theories of choice. (PsycInfo Database Record (c) 2024 APA, all rights reserved).</p>","PeriodicalId":21016,"journal":{"name":"Psychological review","volume":" ","pages":""},"PeriodicalIF":5.1,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142294108","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Social exploration: How and why people seek new connections. 社会探索:人们如何以及为何寻求新的联系。
IF 5.4 1区 心理学
Psychological review Pub Date : 2024-09-12 DOI: 10.1037/rev0000499
Shelly Tsang,Kyle Barrentine,Sareena Chadha,Shigehiro Oishi,Adrienne Wood
{"title":"Social exploration: How and why people seek new connections.","authors":"Shelly Tsang,Kyle Barrentine,Sareena Chadha,Shigehiro Oishi,Adrienne Wood","doi":"10.1037/rev0000499","DOIUrl":"https://doi.org/10.1037/rev0000499","url":null,"abstract":"Just as animals forage for food, humans forage for social connections. People often face a decision between exploring new relationships versus deepening existing ones. This trade-off, known in optimal foraging theory as the exploration-exploitation trade-off, is featured prominently in other disciplines such as animal foraging, learning, and organizational behavior. Many of the framework's principles can be applied to humans' choices about their social resources, which we call social exploration/exploitation. Using known principles in the domain of social exploration/exploitation can help social psychologists better understand how and why people choose their relationships, which ultimately affect their health and well-being. In this article, we discuss the costs and benefits of social exploration and social exploitation. We then synthesize known person- and situation-level predictors of social decision making, reframing them in the language of the explore-exploit trade-off. We propose that people explore more when they find it more rewarding and less costly, and when the environment has many opportunities to do so. We conclude by discussing hypotheses generated by applying optimal foraging theory to social decision making. (PsycInfo Database Record (c) 2024 APA, all rights reserved).","PeriodicalId":21016,"journal":{"name":"Psychological review","volume":"10 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2024-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142174456","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Understanding self-control as a problem of regulatory scope. 将自我控制理解为监管范围的问题。
IF 5.4 1区 心理学
Psychological review Pub Date : 2024-09-12 DOI: 10.1037/rev0000501
Kentaro Fujita,Yaacov Trope,Nira Liberman
{"title":"Understanding self-control as a problem of regulatory scope.","authors":"Kentaro Fujita,Yaacov Trope,Nira Liberman","doi":"10.1037/rev0000501","DOIUrl":"https://doi.org/10.1037/rev0000501","url":null,"abstract":"Although the focus of research for decades, there is a surprising lack of consensus on what is (and what is not) self-control. We review some of the most prominent theoretical models of self-control, including those that highlight conflicts between smaller-sooner versus larger-later rewards, \"hot\" emotions versus \"cool\" cognitions, and efficient automatic versus resource-intensive controlled processes. After discussing some of their shortcomings, we propose an alternative approach based on tenets of construal level theory (Trope et al., 2021) that integrates these disparate models while also providing novel insights. Specifically, we model self-control as a problem of regulatory scope-the range of considerations one accounts for in any decision or behavior. Self-control conflicts occur when the pursuit of specific local opportunities threatens the ability to address motivational priorities that span a broader array of time, places, individuals, and possibilities. Whereas a more contractive consideration of relevant concerns may prompt indulgence in temptation, a more expansive consideration of concerns should not only help people identify the self-control conflict but also successfully resolve it. We review empirical evidence that supports this new framework and discuss implications and new directions. This regulatory framework not only clarifies what is and what is not self-control but also provides new insights that can be leveraged to enhance self-control in all its various forms. (PsycInfo Database Record (c) 2024 APA, all rights reserved).","PeriodicalId":21016,"journal":{"name":"Psychological review","volume":"382 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2024-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142174457","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The (absence of the) presence-absence distinction in motivation science. 动机科学中存在与不存在的区别(不存在)。
IF 5.4 1区 心理学
Psychological review Pub Date : 2024-09-12 DOI: 10.1037/rev0000508
Andrew J Elliot,E Tory Higgins,Emily Nakkawita
{"title":"The (absence of the) presence-absence distinction in motivation science.","authors":"Andrew J Elliot,E Tory Higgins,Emily Nakkawita","doi":"10.1037/rev0000508","DOIUrl":"https://doi.org/10.1037/rev0000508","url":null,"abstract":"A focal stimulus (object, end state, outcome, event, experience, characteristic, possibility, etc.) may represent a presence, an occurrence, or something, or it may represent an absence, a nonoccurrence, or nothing. This presence-absence distinction has received extensive and explicit attention in cognitive psychology (it is the central figure), but it has received minimal and primarily implicit attention in motivation science (it is the ground, not the figure). Herein, we explicitly place the presence-absence distinction in the role of figure in a motivational account of behavior, and we do so in the context of the foundational approach-avoidance motivation distinction. We review pertinent literature in cognitive psychology and motivation science, and we provide a model integrating the approach-avoidance and the presence-absence distinctions, along with numerous examples, illustrations, and observations. We believe that attending to the presence-absence distinction in motivation science holds great promise for theory, research, and application, and we encourage researchers to attend to this distinction moving forward. (PsycInfo Database Record (c) 2024 APA, all rights reserved).","PeriodicalId":21016,"journal":{"name":"Psychological review","volume":"52 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2024-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142174458","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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