Results for 'Optimal decision rule'

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  1.  96
    Beyond Condorcet: optimal aggregation rules using voting records. [REVIEW]Eyal Baharad, Jacob Goldberger, Moshe Koppel & Shmuel Nitzan - 2012 - Theory and Decision 72 (1):113-130.
    In certain judgmental situations where a “correct” decision is presumed to exist, optimal decision making requires evaluation of the decision-makers’ capabilities and the selection of the appropriate aggregation rule. The major and so far unresolved difficulty is the former necessity. This article presents the optimal aggregation rule that simultaneously satisfies these two interdependent necessary requirements. In our setting, some record of the voters’ past decisions is available, but the correct decisions are not known. (...)
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  2.  61
    Order relations among efficient decision rules.Jacob Paroush - 1997 - Theory and Decision 43 (3):209-218.
    The paper introduces the concept of polar decision rules and establishes that majority rules are polar rules. We identify second best rules and penultimate rules in cases that majority rules are optimal or the most inferior, respectively. We especially specify the almost expert rule and the almost majority rule as the secondary rules of the expert and majority rules, respectively.
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  3.  29
    Comparison of the Polar Decision Rules for Various Types of Distributions.Luba Sapir - 2004 - Theory and Decision 56 (3):325-343.
    We focus on the dichotomous choice model, which goes back as far as Condorcet (1785; Essai sur l'application de l'analyse a la probabilité des décisions rendues a la pluralité des voix, Paris). A group of experts is required to select one of two alternatives, of which exactly one is regarded as correct. The alternatives may be related to a wide variety of areas. A decision rule translates the individual opinions of the members into a group decision. A (...)
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  4. The Optimality of the Expert and Majority Rules Under Exponentially Distributed Competence.Luba Sapir - 1998 - Theory and Decision 45 (1):19-36.
    We study the uncertain dichotomous choice model. In this model a set of decision makers is required to select one of two alternatives, say ‘support’ or ‘reject’ a certain proposal. Applications of this model are relevant to many areas, such as political science, economics, business and management. The purpose of this paper is to estimate and compare the probabilities that different decision rules may be optimal. We consider the expert rule, the majority rule and a (...)
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  5.  75
    Fishing for the Right Words: Decision Rules for Human Foraging Behavior in Internal Search Tasks.Andreas Wilke, John M. C. Hutchinson, Peter M. Todd & Uwe Czienskowski - 2009 - Cognitive Science 33 (3):497-529.
    Animals depleting one patch of resources must decide when to leave and switch to a fresh patch. Foraging theory has predicted various decision mechanisms; which is best depends on environmental variation in patch quality. Previously we tested whether these mechanisms underlie human decision making when foraging for external resources; here we test whether humans behave similarly in a cognitive task seeking internally generated solutions. Subjects searched for meaningful words made from random letter sequences, and as their success rate (...)
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  6.  89
    Realistic Decision Theory: Rules for Nonideal Agents in Nonideal Circumstances.Paul Weirich - 2004 - New York, US: OUP Usa.
    Decision theory aims at a general account of rationality covering humans but to begin makes idealizations about decision problems and agents' resources and circumstances. It treats inerrant agents with unlimited cognitive power facing tractable decision problems. This book systematically rolls back idealizations and without loss of precision treats errant agents with limited cognitive abilities facing decision problems without a stable top option. It recommends choices that maximize utility using quantizations of beliefs and desires in cases where (...)
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  7.  34
    Optimal two‐stage breast cancer screening for countries with intermediate or low incidence of breast cancer.Shou-Jen Kuo, Tony Hsiu-Hsi Chen, Amy Ming-Fang Yen, Dar-Ren Chen & Li-Sheng Chen - 2010 - Journal of Evaluation in Clinical Practice 16 (6):1345-1352.
  8.  83
    On the significance of the prior of a correct decision in committees.Ruth Ben-Yashar & Shmuel Nitzan - 2014 - Theory and Decision 76 (3):317-327.
    The current note clarifies why, in committees, the prior probability of a correct collective choice might be of particular significance and possibly should sometimes even be the sole appropriate basis for making the collective decision. In particular, we present sufficient conditions for the superiority of a rule based solely on the prior relative to the simple majority rule, even when the decisional skills of the committee members are assumed to be homogeneous.
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  9.  94
    Committee Decisions with Partisans and Side-Transfers.Mehmet Bac & Parimal Kanti Bag - 2002 - Theory and Decision 52 (3):267-286.
    A dichotomous decision-making context in committees is considered where potential partisan members with predetermined votes can generate inefficient decisions and buy neutral votes. The optimal voting rule minimizing the expected costs of inefficient decisions for the case of a three-member committee is analyzed. It is shown that the optimal voting rule can be non-monotonic with respect to side-transfers: in the symmetric case, majority voting is optimal under either zero, mild or full side-transfer possibilities, whereas (...)
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  10.  8
    Inequality of decision-makers’ power and marginal contribution.Tomoya Tajika & Shmuel Nitzan - 2021 - Theory and Decision 92 (2):275-292.
    Modest difference in individual decisional skills may warrant substantial inequality in power. This claim has been illustrated in Ben Yashar and Nitzan (Economics Letters 174:93–95, 2019), applying the symmetric uncertain dichotomous choice setting and focusing on the skill-dependent (s-d) power of the decision-makers under the optimal decision rule. The same claim is valid when one focuses on the relationship between skill heterogeneity and the distribution of the second type of power, viz., the group members' marginal contribution (...)
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  11. Optimal jury design for homogeneous juries with correlated votes.Serguei Kaniovski & Alexander Zaigraev - 2011 - Theory and Decision 71 (4):439-459.
    In a homogeneous jury, in which each vote is correct with the same probability, and each pair of votes correlates with the same correlation coefficient, there exists a correlation-robust voting quota, such that the probability of a correct verdict is independent of the correlation coefficient. For positive correlation, an increase in the correlation coefficient decreases the probability of a correct verdict for any voting rule below the correlation-robust quota, and increases that probability for any above the correlation-robust quota. The (...)
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  12. Real-Life Decisions and Decision Theory.John R. Welch - 2012 - In Sabine Roeser, Rafaela Hillerbrand, Per Sandin & Martin Peterson (eds.), Handbook of Risk Theory. Springer.
    Some decisions result in cognitive consequences such as information gained and information lost. The focus of this study, however, is decisions with consequences that are partly or completely noncognitive. These decisions are typically referred to as ‘real-life decisions’. According to a common complaint, the challenges of real-life decision making cannot be met by decision theory. This complaint has at least two principal motives. One is the maximizing objection that to require agents to determine the optimal act under (...)
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  13.  66
    On the Optimal Mix of Private and Common Property.Richard A. Epstein - 1994 - Social Philosophy and Policy 11 (2):17-41.
    A broad range of intellectual perspectives may be brought to bear on any important social institution. To this general rule, the institution of private property is no exception. The desirability of private property has been endlessly debated across the disciplines: philosophical, historical, economic, and legal. Yet there is very little consensus over its proper social role and limitations. Is it possible to find a unique solution to questions of property and private ownership, good for all resources and for all (...)
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  14.  70
    Expert Rule versus Majority Rule under Partial Information.Daniel Berend - 1993 - Theory and Decision 35 (2):179.
  15.  75
    Scoring Rules, Condorcet Efficiency and Social Homogeneity.Dominique Lepelley, Patrick Pierron & Fabrice Valognes - 2000 - Theory and Decision 49 (2):175-196.
    In a three-candidate election, a scoring rule s (s in [0,1]) assigns 1, s, and 0 points (respectively) to each first, second and third place in the individual preference rankings. The Condorcet efficiency of a scoring rule is defined as the conditional probability that this rule selects the winner in accordance with Condorcet criteria (three Condorcet criteria are considered in the paper). We are interested in the following question: What rule s has the greatest Condorcet efficiency? (...)
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  16.  5
    The Charge of Rule Worship Against Rule-Consequentialism Restated.Andrea Luisa Bucchile Faggion - forthcoming - Philosophia:1-17.
    According to rule-consequentialism’s moral criterion, a given action is morally right if and only if it complies with an ideal code of rules, regardless of the consequences of that action. Rules are to be assessed by their consequences, not actions. This being so, one of the many accusations that have been made against rule-consequentialism is that it can turn suboptimal decisions into morally right decisions and optimal decisions into morally wrong decisions. After all, in certain circumstances, a (...)
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  17. Volume 45, No. 1–August 1998 MC Sánchez/Rational Choice on Non-finite Sets by Means of Expansion-contraction Axioms 1–17 L. Sapir/The Optimality of the Expert and Majority Rules under Exponentially Distributed Competence 19–35. [REVIEW]P. D. Thistle & Economic Performance Social Structure - 1998 - Theory and Decision 45 (2):303-304.
     
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  18.  15
    Individual selection criteria for optimal team composition.Lu Hong & Scott E. Page - forthcoming - Theory and Decision:1-20.
    In this paper, we derive necessary and sufficient conditions on team based tasks in order for a selection criterion applied to individuals to produce optimal teams. We assume only that individuals have types and that a team’s performance depends on its size and the type composition of its members. We first derive the selection principle which states that if a selection criterion exists, it must rank types by homogeneous team performance, the performance of a team consisting only of that (...)
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  19.  50
    The Rules of Information Aggregation and Emergence of Collective Intelligent Behavior.Luís M. A. Bettencourt - 2009 - Topics in Cognitive Science 1 (4):598-620.
    Information is a peculiar quantity. Unlike matter and energy, which are conserved by the laws of physics, the aggregation of knowledge from many sources can in fact produce more information (synergy) or less (redundancy) than the sum of its parts. This feature can endow groups with problem‐solving strategies that are superior to those possible among noninteracting individuals and, in turn, may provide a selection drive toward collective cooperation and coordination. Here we explore the formal properties of information aggregation as a (...)
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  20.  84
    Wrongness, evolutionary debunking, public rules.Brad Hooker - 2016 - Etica & Politica / Ethics & Politics 18 (1):135-149. Translated by Brad Hooker.
    Katarzyna de Lazari-Radek and Peter Singer’s wonderful book, The Point of View of the Universe: Sidgwick and Contemporary Ethics, contains a wealth of intriguing arguments and compelling ideas. The present paper focuses on areas of continuing dispute. The paper first attacks LazariRadek’s and Singer’s evolutionary debunking arguments against both egoism and parts of common-sense morality. The paper then addresses their discussion of the role of rules in utilitarianism. De Lazari-Radek and Singer concede that rules should constitute our moral decision (...)
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  21.  93
    Wrongness, evolutionary debunking, public rules.Brad Hooker - 2016 - Etica and Politica / Ethics and Politics 18:133-148.
    Katarzyna de Lazari-Radek and Peter Singer’s wonderful book, The Point of View of the Universe: Sidgwick and Contemporary Ethics, contains a wealth of intriguing arguments and compelling ideas. The present paper focuses on areas of continuing dispute. The paper first attacks LazariRadek’s and Singer’s evolutionary debunking arguments against both egoism and parts of common-sense morality. The paper then addresses their discussion of the role of rules in utilitarianism. De Lazari-Radek and Singer concede that rules should constitute our moral decision (...)
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  22. Compressed Environments: Unbounded Optimizers Should Sometimes Ignore Information. [REVIEW]Nathan Berg & Ulrich Hoffrage - 2010 - Minds and Machines 20 (2):259-275.
    Given free information and unlimited processing power, should decision algorithms use as much information as possible? A formal model of the decision-making environment is developed to address this question and provide conditions under which informationally frugal algorithms, without any information or processing costs whatsoever, are optimal. One cause of compression that allows optimal algorithms to rationally ignore information is inverse movement of payoffs and probabilities (e.g., high payoffs occur with low probably and low payoffs occur with (...)
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  23. Mohammed Abdellaoui/Editorial Statement 1–2 Mohammed Abdellaoui and Peter P. Wakker/The likelihood Method for Decision Under Uncertainty 3–76 AAJ Marley and R. Duncan Luce/Independence Properties Vis--Vis Several Utility Representations 77–143. [REVIEW]Davide P. Cervone, William V. Gehrlein, William S. Zwicker, Which Scoring Rule Maximizes Condorcet, Marcello Basili, Alain Chateauneuf & Fulvio Fontini - 2005 - Theory and Decision 58:409-410.
     
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  24.  15
    Decision, Choice, Disclosedness.Dario Gentili - 2024 - Philosophy Today 68 (1):27-39.
    This paper considers whether the category of sovereign “decision,” as it is used in Carl Schmitt’s Political Theology, has analogies with the paradigm of “choice,” as it is theorized in neoliberalism. Both decision and choice belong to that mode of judgement that “cuts” the field of alternatives into two, into two “extreme” alternatives. This mode of judgment not only presupposes the subject of the decision, but also sets up the terms of the choice, clearly indicating the (...) option. For Schmitt, a political decision arises in a “case of necessity”: in the “serious case” of war. And yet, it is precisely the neoliberal depoliticization of war that reduces it to a rule, and every choice fundamentally to a stance for or against. To escape from the neoliberal reduction of political decision in the form of a choice, I examine another mode of decision, absent from Schmitt’s texts: “disclosedness.”. (shrink)
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  25.  13
    Simple Threshold Rules Solve Explore/Exploit Trade‐offs in a Resource Accumulation Search Task.Ke Sang, Peter M. Todd, Robert L. Goldstone & Thomas T. Hills - 2020 - Cognitive Science 44 (2):e12817.
    How, and how well, do people switch between exploration and exploitation to search for and accumulate resources? We study the decision processes underlying such exploration/exploitation trade‐offs using a novel card selection task that captures the common situation of searching among multiple resources (e.g., jobs) that can be exploited without depleting. With experience, participants learn to switch appropriately between exploration and exploitation and approach optimal performance. We model participants' behavior on this task with random, threshold, and sampling strategies, and (...)
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  26.  7
    Scoring Rules, Condorcet Efficiency and Social Homogeneity.D. Lepelley, P. Pierron & F. Valognes - 2000 - Theory and Decision 49 (2):175-196.
    In a three-candidate election, a scoring rule λ, λ∈[0,1], assigns 1,λ and 0 points (respectively) to each first, second and third place in the individual preference rankings. The Condorcet efficiency of a scoring rule is defined as the conditional probability that this rule selects the winner in accordance with Condorcet criteria (three Condorcet criteria are considered in the paper). We are interested in the following question: What rule λ has the greatest Condorcet efficiency? After recalling the (...)
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  27.  28
    Scoring rules and social choice properties: some characterizations.Bonifacio Llamazares & Teresa Peña - 2015 - Theory and Decision 78 (3):429-450.
    In many voting systems, voters’ preferences on a set of candidates are represented by linear orderings. In this context, scoring rules are well-known procedures to aggregate the preferences of the voters. Under these rules, each candidate obtains a fixed number of points, sk\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$s_k$$\end{document}, each time he/she is ranked k\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$k$$\end{document}th by one voter and the candidates are ordered according to the total number of (...)
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  28.  36
    Democracy as the Rule of a Small Many.Jamie Terence Kelly - 2014 - Critical Review: A Journal of Politics and Society 26 (1-2):80-91.
    What is the optimal size of a democratic society? While not taking an explicit stand on this issue, Hélène Landemore's model of democracy in Democratic Reason suggests that democracies ought to be small, certainly smaller than many existing states. If, as Landemore argues, we must rely on the random selection of representatives, then we should be concerned about both the size of the population and the way cognitive diversity is distributed within it. Given the realities of party politics and (...)
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  29. Democracy and the Common Good: A Study of the Weighted Majority Rule.Katharina Berndt Rasmussen - 2013 - Dissertation, Stockholm University
    In this study I analyse the performance of a democratic decision-making rule: the weighted majority rule. It assigns to each voter a number of votes that is proportional to her stakes in the decision. It has been shown that, for collective decisions with two options, the weighted majority rule in combination with self-interested voters maximises the common good when the latter is understood in terms of either the sum-total or prioritarian sum of the voters’ well-being. (...)
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  30.  28
    The Role of Virtues in the Framing of Decisions.Miquel Bastons - 2008 - Journal of Business Ethics 78 (3):389-400.
    This article explores links between the modern theory of rational choice and ethics. Ethics allows us to answer an unsolved question in modern decision theory: the structuring problem in decisions. Such a problem cannot be solved coming from the principle of expected utility. This principle can solve the problem of ‚choosing’ among given alternatives, but does not establish which alternatives should be taken into account in decision. In order to understand the structuring problem, the act of ‚choosing’ has (...)
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  31. Optimal Decision Procedures for Satisfiability in Fragments of Alternating-time Temporal Logics.Valentin Goranko & Steen Vester - 2014 - In Rajeev Goré, Barteld Kooi & Agi Kurucz (eds.), Advances in Modal Logic, Volume 10. College Publications. pp. 234-253.
    We consider several natural fragments of the alternating-time temporal logics ATL* and ATL with restrictions on the nesting between temporal operators and strategic quantifiers. We develop optimal decision procedures for satisfiability in these fragments, showing that they have much lower complexities than the full languages. In particular, we prove that the satisfiability problem for state formulae in the full `strategically flat' fragment of ATL* is PSPACE-complete, whereas the satisfiability problems in the flat fragments of ATL and ATL$^{+}$ are (...)
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  32.  36
    The pareto efficiency and expected costs of k-majority rules.Keith L. Dougherty & Julian Edward - 2004 - Politics, Philosophy and Economics 3 (2):161-189.
    Florida International University, USA edwardj{at}fiu.edu ' + u + '@ ' + d + ' '/ /- -> Several authors have analyzed the optimal k -majority rule based on a variety of criteria. Buchanan and Tullock argued that, in constitutional settings, the criterion should be that all changes meet the Pareto criterion; otherwise the status quo should be preferred. They then asserted that unanimity rule would be the preferred voting rule in this setting. In parliamentary settings, (...)
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  33. Optimal moral rules and supererogatory acts.Jonathan Riley - 2010 - In Ben Eggleston, Dale E. Miller & D. Weinstein (eds.), John Stuart Mill and the Art of Life. Oxford University Press.
     
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  34.  13
    Optimal decision making in neural inhibition models.Don van Ravenzwaaij, Han L. J. van der Maas & Eric-Jan Wagenmakers - 2012 - Psychological Review 119 (1):201-215.
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  35.  76
    One and Done? Optimal Decisions From Very Few Samples.Edward Vul, Noah Goodman, Thomas L. Griffiths & Joshua B. Tenenbaum - 2014 - Cognitive Science 38 (4):599-637.
    In many learning or inference tasks human behavior approximates that of a Bayesian ideal observer, suggesting that, at some level, cognition can be described as Bayesian inference. However, a number of findings have highlighted an intriguing mismatch between human behavior and standard assumptions about optimality: People often appear to make decisions based on just one or a few samples from the appropriate posterior probability distribution, rather than using the full distribution. Although sampling-based approximations are a common way to implement Bayesian (...)
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  36.  37
    Optimal Moral Rules and Supererogatory Acts.I. Mill’S. Extraordinary Maximizing Utilitarianism - 2011 - In Ben Eggleston, Dale E. Miller & D. Weinstein (eds.), John Stuart Mill and the Art of Life. Oxford University Press.
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  37.  24
    Optimal learning rules.John R. Krebs & Alejandro Kacelnik - 1984 - Behavioral and Brain Sciences 7 (1):109.
  38. Transformative Decision Rules.Peterson Martin - 2003 - Erkenntnis 58 (1):71-85.
    A transformative decision rule transforms a given decision probleminto another by altering the structure of the initial problem,either by changing the framing or by modifying the probability orvalue assignments. Examples of decision rules belonging to thisclass are the principle of insufficient reason, Isaac Levi'scondition of E-admissibility, the de minimis rule, andthe precautionary principle. In this paper some foundationalissues concerning transformative decision rules are investigated,and a couple of formal properties of this class of rules areproved.
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  39. Decision rules in the perception and categorization of multidimensional stimuli.Fg Ashby & Re Gott - 1987 - Bulletin of the Psychonomic Society 25 (5):333-333.
     
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  40.  6
    Risk Control of Virtual Enterprise Based on Distributed Decision-Making Model.Zhaoying Ouyang - 2021 - Complexity 2021:1-11.
    Virtual enterprise is a dynamic alliance of businesses, in which multiple members undertake joint research, development, manufacturing, operation, etc. The complexity of the relationship between business members, coupled with many new technologies or methods applied in the alliance operation, leads to more uncertain factors and difficulties in the operation and risk management of the virtual enterprise. The distributed decision-making model is a fast and effective decision-making model, in which dispersed intellectual resources and information resources are dynamically integrated through (...)
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  41.  55
    A Note On Impossibility Theorems and Seniority Rules.Matthias Hild - 2004 - Theory and Decision 57 (1):69-78.
    We characterize seniority rules, also known as lexical dictatorships, under weak consistency constraints on the group’s choice function. These constraints are base triple-acyclicity in the case of binary choices and rationalizability (although not rationality) in the case of choices between an arbitrary number of alternatives. Existing results on these weakened constraints remain silent on the treatment of the group’s most junior individuals and therefore do not yield a complete characterization of seniority rules. We also impose a universal domain, binary strict (...)
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  42.  58
    Transformative decision rules, permutability, and non-sequential framing of decision problems.Martin Peterson - 2004 - Synthese 139 (3):387-403.
    The concept of transformative decision rules provides auseful tool for analyzing what is often referred to as the`framing', or `problem specification', or `editing' phase ofdecision making. In the present study we analyze a fundamentalaspect of transformative decision rules, viz. permutability. A setof transformative decision rules is, roughly put, permutable justin case it does not matter in which order the rules are applied.It is argued that in order to be normatively reasonable, sets oftransformative decision rules have to (...)
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  43.  42
    The physics of optimal decision making: A formal analysis of models of performance in two-alternative forced-choice tasks.Rafal Bogacz, Eric Brown, Jeff Moehlis, Philip Holmes & Jonathan D. Cohen - 2006 - Psychological Review 113 (4):700-765.
  44.  46
    Decision rules used by male and female business students in making ethical value judgments: Another look. [REVIEW]Sharon Galbraith & Harriet Buckman Stephenson - 1993 - Journal of Business Ethics 12 (3):227 - 233.
    This study was conducted to corroborate findings that females invoke a decision rule that is significantly different from that of their male counterparts when making ethical value judgements. In addition, the study examines whether the same decision rule is used by men and women for all types of ethical situations. The results show that males and females use different decision rules when making ethical evaluations, although there are types of situations where there are no significant (...)
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  45.  14
    Decision rules in behavioural ecology.Alasdair I. Houston - 2000 - Behavioral and Brain Sciences 23 (5):754-755.
    Gigerenzer, Todd, and the ABC Research Group give an interesting account of simple decision rules in a variety of contexts. I agree with their basic idea that animals use simple rules. In my commentary I concentrate on some aspects of their treatment of decision rules in behavioural ecology.
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  46.  92
    Three decision rules for generalized probability representations.Nils-Eric Sahlin - 1985 - Behavioral and Brain Sciences 8 (4):751-753.
  47. A forward looking decision rule for imprecise credences.Rohan Sud - 2014 - Philosophical Studies 167 (1):119-139.
    Adam Elga (Philosophers’ Imprint, 10(5), 1–11, 2010) presents a diachronic puzzle to supporters of imprecise credences and argues that no acceptable decision rule for imprecise credences can deliver the intuitively correct result. Elga concludes that agents should not hold imprecise credences. In this paper, I argue for a two-part thesis. First, I show that Elga’s argument is incomplete: there is an acceptable decision rule that delivers the intuitive result. Next, I repair the argument by offering a (...)
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  48.  11
    Decision rules, decision rules.Howard H. Kendler - 1978 - Behavioral and Brain Sciences 1 (1):64-65.
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  49.  25
    Tableau reductions: Towards an optimal decision procedure for the modal necessity.Joanna Golińska-Pilarek, Emilio Muñoz-Velasco & Angel Mora - 2016 - Journal of Applied Logic 17:14-24.
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  50.  51
    Welfarist evaluations of decision rules for boards of representatives.Claus Beisbart & Luc Bovens - 2007 - Social Choice and Welfare 29 (4):581-608.
    We consider a decision board with representatives who vote on proposals on behalf of their constituencies. We look for decision rules that realize utilitarian and (welfarist) egalitarian ideals. We set up a simple model and obtain roughly the following results. If the interests of people from the same constituency are uncorrelated, then a weighted rule with square root weights does best in terms of both ideals. If there are perfect correlations, then the utilitarian ideal requires proportional weights, (...)
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