{"title":"The dual and the complement of a skill function","authors":"Gongxun Wang , Jinjin Li , Jun-e Feng","doi":"10.1016/j.jmp.2025.102953","DOIUrl":"10.1016/j.jmp.2025.102953","url":null,"abstract":"<div><div>In knowledge structure theory, the conjunctive model is the dual of the disjunctive model. What, then, is the dual of the competence model? Regarding the competence model, prior work has established necessary and sufficient conditions for delineating knowledge spaces via the competence model and has well studied the fringe characterization of knowledge states in delineated knowledge spaces. Accordingly, what are the necessary and sufficient conditions for delineating simple closure spaces via the competence model? How can the fringe of knowledge states be characterized in delineated simple closure spaces? Furthermore, in the competence model, top space characterization is complex. How to simplify it? To address these problems, this paper proposes the dual skill function (i.e., dual competence model) and the complement skill function. The dual competence model provides a novel methodology for analyzing the competence model, enabling the transfer of results on delineated knowledge spaces to their dual closure spaces, and offering a more direct characterization of top spaces. In doing so, it effectively addresses the latter three problems. These results refine knowledge structure theory.</div></div>","PeriodicalId":50140,"journal":{"name":"Journal of Mathematical Psychology","volume":"127 ","pages":"Article 102953"},"PeriodicalIF":1.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145465504","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Corrigendum to “An entropy model of decision uncertainty” [Journal of Mathematical Psychology 125 (2025), 102919]","authors":"Keith A. Schneider","doi":"10.1016/j.jmp.2025.102951","DOIUrl":"10.1016/j.jmp.2025.102951","url":null,"abstract":"","PeriodicalId":50140,"journal":{"name":"Journal of Mathematical Psychology","volume":"127 ","pages":"Article 102951"},"PeriodicalIF":1.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145684646","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Experiment-based calibration in psychology: Foundational and data-generating model","authors":"Dominik R. Bach","doi":"10.1016/j.jmp.2025.102950","DOIUrl":"10.1016/j.jmp.2025.102950","url":null,"abstract":"<div><div>Experiment-based calibration is a novel method for measurement validation, which – unlike classical validity metrics – does not require stable between-person variance. In this approach, the latent variable to be measured is manipulated by an experiment, and its predicted scores – termed standard scores – are compared against the measured scores. Previous work has shown that under plausible boundary conditions, the correlation between standard and measured scores – termed retrodictive validity – is informative about measurement accuracy, i.e. combined trueness and precision. Here, I expand these findings in several directions. First, I formalise the approach in a probability-theoretic framework with the concept of a standardised calibration space. Second, I relate this framework to classical validity theory and show that the boundary conditions in fact apply to any form of criterion validity, including classical convergent validity. Thus, I state precise and empirically quantifiable boundary conditions under which criterion validity metrics are informative on validity. Third, I relate these boundary conditions to confounding variables, i.e. correlated latent variables. I show that in the limit, calibration will converge on the latent variable that is most closely related to the standard. Finally, I provide a framework for modelling the data-generating process with Markov kernels, and identify sufficient conditions under which the data generation model results in a calibration space. In sum, this article provides a formal probability-theoretic framework for experiment-based calibration and facilitates modelling and empirical assessment of the data generating processes.</div></div>","PeriodicalId":50140,"journal":{"name":"Journal of Mathematical Psychology","volume":"127 ","pages":"Article 102950"},"PeriodicalIF":1.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145059932","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"On informativeness and reducibility in competence models","authors":"Huihua Shi , Bo Wang , Ning Gan , Jinjin Li","doi":"10.1016/j.jmp.2025.102955","DOIUrl":"10.1016/j.jmp.2025.102955","url":null,"abstract":"<div><div>Informativeness refers to the extent to which competence states can be inferred from knowledge states by using the equivalence relation induced by problem functions. This concept is closely tied to the minimal or maximal elements within the equivalence classes of skills. This paper primarily explores, within the framework of conjunctive competence models, the relationship between informativeness and floors, which are defined as the greatest lower bounds within these equivalence classes. To represent informativeness, an order embedding between two ordered sets is constructed. Additionally, the study extends its analysis to disjunctive competence models and general competence models. Building on this foundation, we investigate the properties of reducible conjunctive and disjunctive competence models, presenting a method for deriving a unique irreducible domain restriction.</div></div>","PeriodicalId":50140,"journal":{"name":"Journal of Mathematical Psychology","volume":"127 ","pages":"Article 102955"},"PeriodicalIF":1.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145579063","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Madison D. Paron , James D. Paron , Michael J. Kahana
{"title":"A dynamic model of context-based retrieval","authors":"Madison D. Paron , James D. Paron , Michael J. Kahana","doi":"10.1016/j.jmp.2025.102957","DOIUrl":"10.1016/j.jmp.2025.102957","url":null,"abstract":"<div><div>We propose a comprehensive model of how experiences are encoded and retrieved from memory. At the core of the model is a dynamic retrieval process incorporating two essential mechanisms: iterative retrieval, whereby information is sequentially sampled from memory to access the full history of experiences; and competitive retrieval, whereby the most prominent features in memory inhibit the recollection of other features. Together with context-based encoding, the model quantitatively explains well-known facts about response order and inter-response times in recall experiments. We show that our retrieval process maps closely to existing decision frameworks, such as drift–diffusion models, suggesting that the memory system plays a fundamental role in a wide-ranging set of decision-making settings.</div></div>","PeriodicalId":50140,"journal":{"name":"Journal of Mathematical Psychology","volume":"127 ","pages":"Article 102957"},"PeriodicalIF":1.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145618015","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Eszter Gselmann , Christopher W. Doble , Yung-Fong Hsu
{"title":"On Iverson’s law of similarity","authors":"Eszter Gselmann , Christopher W. Doble , Yung-Fong Hsu","doi":"10.1016/j.jmp.2025.102943","DOIUrl":"10.1016/j.jmp.2025.102943","url":null,"abstract":"<div><div><span><span>Iverson (2006b)</span></span> proposed the law of similarity <span><span><span><math><mrow><msub><mrow><mi>ξ</mi></mrow><mrow><mi>s</mi></mrow></msub><mrow><mo>(</mo><mi>λ</mi><mi>x</mi><mo>)</mo></mrow><mo>=</mo><mi>γ</mi><mrow><mo>(</mo><mi>λ</mi><mo>,</mo><mi>s</mi><mo>)</mo></mrow><msub><mrow><mi>ξ</mi></mrow><mrow><mi>η</mi><mrow><mo>(</mo><mi>λ</mi><mo>,</mo><mi>s</mi><mo>)</mo></mrow></mrow></msub><mrow><mo>(</mo><mi>x</mi><mo>)</mo></mrow></mrow></math></span></span></span>for the sensitivity functions <span><math><mrow><msub><mrow><mi>ξ</mi></mrow><mrow><mi>s</mi></mrow></msub><mspace></mspace><mrow><mo>(</mo><mi>s</mi><mo>∈</mo><mi>S</mi><mo>)</mo></mrow></mrow></math></span>. Compared to the former models, the generality of this one lies in that here <span><math><mi>γ</mi></math></span> and <span><math><mi>η</mi></math></span> can also depend on the variables <span><math><mi>λ</mi></math></span> and <span><math><mi>s</mi></math></span>. In the literature, this model (or its special cases) is usually considered together with a given psychophysical representation (e.g. Fechnerian, subtractive, or affine). Our goal, however, is to study at first Iverson’s law of similarity on its own. We show that if certain mild assumptions are fulfilled, then <span><math><mi>ξ</mi></math></span> can be written in a rather simple form containing only one-variable functions. The obtained form proves to be very useful when we assume some kind of representation.</div><div>Motivated by <span><span>Hsu and Iverson (2016)</span></span>, we then study the above model assuming that the mapping <span><math><mi>η</mi></math></span> is multiplicatively translational. First, we show how these mappings can be characterized. Later we turn to the examination of Falmagne’s power law. According to our results, the corresponding function <span><math><mi>ξ</mi></math></span> can have a Fechnerian representation, and also it can have a subtractive representation. We close the paper with the study of the shift invariance property.</div></div>","PeriodicalId":50140,"journal":{"name":"Journal of Mathematical Psychology","volume":"127 ","pages":"Article 102943"},"PeriodicalIF":1.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145049728","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
M. Asunción Lubiano , José García-García , Antonio L. García-Izquierdo , Ana M. Castaño
{"title":"Standardized mean difference effect sizes for interval-valued data. A distance-based approach","authors":"M. Asunción Lubiano , José García-García , Antonio L. García-Izquierdo , Ana M. Castaño","doi":"10.1016/j.jmp.2025.102954","DOIUrl":"10.1016/j.jmp.2025.102954","url":null,"abstract":"<div><div>There is a large literature in psychological and behavioral sciences describing mean difference effect size indices for real-valued data. These indices are essential for integrating results from different studies, diverse types of data, or various rating scales. The emergence of new types and sources of data motivates the need to adapt the existing effect size measures or to develop new ones in order to facilitate the comparison of the observed experimental outcomes. To this purpose, some indices of the Cohen <span><math><mi>d</mi></math></span> family are to be extended throughout this article in order to deal with interval-valued data by following a distance-based approach and its utility will be illustrated by means of a real-life example where interval-valued responses were collected in a questionnaire.</div></div>","PeriodicalId":50140,"journal":{"name":"Journal of Mathematical Psychology","volume":"127 ","pages":"Article 102954"},"PeriodicalIF":1.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145579064","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Gianni Bosi , Esteban Induráin , Ana Munárriz , Yeray R. Rincón
{"title":"Characterization of countable and continuous Richter–Peleg multi-utility representations","authors":"Gianni Bosi , Esteban Induráin , Ana Munárriz , Yeray R. Rincón","doi":"10.1016/j.jmp.2025.102940","DOIUrl":"10.1016/j.jmp.2025.102940","url":null,"abstract":"<div><div>This paper contributes to the theoretical literature on decision models where agents may encounter challenges in comparing alternatives. We introduce a characterization of countable Richter–Peleg multi-utility representations, both semicontinuous (upper and lower) and continuous, within preorders that may not be total. The proposed theorems provide a comprehensive mathematical framework, complementing previous results of Alcantud et al. and Bosi on countable multi-utility representations. Our characterizations establish necessary and sufficient conditions through topological properties and constructive methods via indicator functions. Furthermore, we introduce a topological framework aligned with the property of strong local non-satiation and provide a novel theorem containing sufficient conditions for the existence of countable upper semi-continuous multi-utility representations of a preorder. The results demonstrate that preference representations can be achieved using countably many functions rather than uncountable families, with implications for computational tractability and the identification of maximal elements in optimization contexts.</div></div>","PeriodicalId":50140,"journal":{"name":"Journal of Mathematical Psychology","volume":"126 ","pages":"Article 102940"},"PeriodicalIF":1.5,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144886895","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Expected exponential discounting in inter-temporal decision making","authors":"Tom H. Rosenström , Alasdair I. Houston","doi":"10.1016/j.jmp.2025.102927","DOIUrl":"10.1016/j.jmp.2025.102927","url":null,"abstract":"<div><div>We present a novel interpretation of delay discounting – a theoretical mechanism by which decision-makers discount the current value of reward if it is obtained at a future time rather than immediately. The theory proposes that decision-makers rationally account for the natural phenomenon of compounded interests (use exponential discounting) but need to take an average or expected value over some uncertainty distribution for the compound interest rate. Hence, the name Expected Exponential Discounting (EED) theory of inter-temporal choice. We show that EED provides a mechanism that unifies multiple empirically discovered descriptive discounting functions and fits to key qualitative findings about delay discounting in humans under non-sequential contexts, such as for hypothetical questions about delayed rewards. The general, falsifiable and comparatively minimal EED theory provides a good sanity check for more complex accounts of delay discounting, but also supports the derivation of new empirical predictions and reference points.</div></div>","PeriodicalId":50140,"journal":{"name":"Journal of Mathematical Psychology","volume":"126 ","pages":"Article 102927"},"PeriodicalIF":2.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144169561","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Random utility without regularity","authors":"Johannes Müller-Trede , Michel Regenwetter","doi":"10.1016/j.jmp.2025.102938","DOIUrl":"10.1016/j.jmp.2025.102938","url":null,"abstract":"<div><div>Classical random utility models imply a consistency property called <em>regularity</em>. Decision makers who satisfy regularity are at least as likely to choose an option <span><math><mi>x</mi></math></span> from a set <span><math><mi>X</mi></math></span> of available options as from any larger set <span><math><mi>Y</mi></math></span> that contains <span><math><mi>X</mi></math></span>. In light of ample empirical evidence for context-dependent choice that violates regularity, some researchers have questioned the descriptive validity of all random utility models. In this article, we show that not all random utility models imply regularity. We propose a general framework for random utility models that accommodate context dependence and may violate regularity. Mathematically, like the classical models, context-dependent random utility models form convex polytopes. They yield behavioral predictions for those choice sets from which choices are made, by specifying combinations of preference rankings across two or more contexts. We discuss how context-dependent models can be less or more parsimonious than the classical models. Random utility models with or without regularity can be tested with contemporary methods of order-constrained inference.</div></div>","PeriodicalId":50140,"journal":{"name":"Journal of Mathematical Psychology","volume":"126 ","pages":"Article 102938"},"PeriodicalIF":2.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144713491","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}