The Complexity of Cooperation: Agent-Based Models of Competition and Collaboration
TL;DR: A collection of seven essays that serve as an introductory text on complexity theory and computer modelling in the social sciences, and as an overview of the current state of the art in this field can be found in this paper.
Abstract: A collection of seven essays that serves as an introductory text on complexity theory and computer modelling in the social sciences, and as an overview of the current state of the art in this field. The articles move beyond the basic paradigm of the "Prisoner's Dilemma" to study a rich set of issues, including how to cope with errors in perception or implementation, how norms emerge, and how political actors and regions of shared culture can develop. They use the shared methodology of agent-based modelling, a technique that specifies the rules of interaction between individuals and uses computer simulation to discover emergent properties of the social system.
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TL;DR: Agent-based modeling is a powerful simulation modeling technique that has seen a number of applications in the last few years, including applications to real-world business problems, and its four areas of application are discussed by using real- world applications.
Abstract: Agent-based modeling is a powerful simulation modeling technique that has seen a number of applications in the last few years, including applications to real-world business problems. After the basic principles of agent-based simulation are briefly introduced, its four areas of application are discussed by using real-world applications: flow simulation, organizational simulation, market simulation, and diffusion simulation. For each category, one or several business applications are described and analyzed.
3,969 citations
TL;DR: A proposed standard protocol for describing IBMs and ABMs, developed and tested by 28 modellers who cover a wide range of fields within ecology, and considered as a first step for establishing a more detailed common format of the description of IBm and ABM.
2,633 citations
TL;DR: The authors argue that the tendency of students of international political order to emphasize efficient histories and consequential bases for action leads them to underestimate the significance of rule-and identity-based action and inefficient histories.
Abstract: The history of international political orders is written in terms of continuity and change in domestic and international political relations. As a step toward understanding such continuity and change, we explore some ideas drawn from an institutional perspective. An institutional perspective is characterized in terms of two grand issues that divide students of international relations and other organized systems. The first issue concerns the basic logic of action by which human behavior is shaped. On the one side are those who see action as driven by a logic of anticipated consequences and prior preferences. On the other side are those who see action as driven by a logic of appropriateness and a sense of identity. The second issue concerns the efficiency of history. On the one side are those who see history as efficient in the sense that it follows a course leading to a unique equilibrium dictated by exogenously determined interests, identities, and resources. On the other side are those who see history as inefficient in the sense that it follows a meandering, path-dependent course distinguished by multiple equilibria and endogenous transformations of interests, identities, and resources. We argue that the tendency of students of international political order to emphasize efficient histories and consequential bases for action leads them to underestimate the significance of rule- and identity-based action and inefficient histories. We illustrate such an institutional perspective by considering some features of the coevolution of politics and institutions, particularly the ways in which engagement in political activities affects the definition and elaboration of political identities and the development of competence in politics and the capabilities of political institutions.
2,078 citations
TL;DR: The authors argue that actors have a third mode of social action at their disposal: arguing and deliberating about the validity claims inherent in any communicative statement about identities, interests, and the state of the world.
Abstract: This article introduces a mode of social action and interaction that has so far been largely overlooked in the U.S.-dominated international relations debate between rational choice and social constructivism that focuses mainly on the differences between instrumental rationality and norm-guided behavior. Drawing on insights from a theoretical debate within the Germanspeaking international relations community, I suggest that actors have a third mode of social action at their disposal: arguing and deliberating about the validity claims inherent in any communicative statement about identities, interests, and the state of the world. Arguing and truth-seeking behavior presuppose that actors no longer hold fixed interests during their communicative interaction but are open to persuasion, challenges, and counterchallenges geared toward reaching a reasoned consensus. The preconditions for argumentative rationality, particularly a “common lifeworld” and the mutual recognition of speakers as equals in a nonhierarchical relationship, are more common in international relations than is usually assumed. Arguing processes are more likely to occur the more actors are uncertain about their interests and even identities, the less they know about the situation in which they find themselves and the underlying “rules of the game,” and the more apparently irreconcilable differences prevent them from reaching an optimal rather than a merely satisfactory solution for a widely perceived problem (“problem solving”). Moreover, arguing is likely to increase the influence of the materially less powerful, be it small states or nonstate actors such as INGOs. I illustrate these claims empirically with two plausibility probes. The first concerns the East–West talks leading to a negotiated settlement of the Cold War in Europe and German unification within NATO. The second case focuses on the implementation of international human rights norms into domestic practices of Third World states.
2,008 citations
TL;DR: In this paper, an overview of multi-agent system models of land-use/cover change (MAS/LUCC) is presented, which combine a cellular landscape model with agent-based representations of decisionmaking, integrating the two components through specification of interdependencies and feedbacks between agents and their environment.
Abstract: This paper presents an overview of multi-agent system models of land-use/cover change (MAS/LUCC models). This special class of LUCC models combines a cellular landscape model with agent-based representations of decisionmaking, integrating the two components through specification of interdependencies and feedbacks between agents and their environment. The authors review alternative LUCC modeling techniques and discuss the ways in which MAS/LUCC models may overcome some important limitations of existing techniques. We briefly review ongoing MAS/LUCC modeling efforts in four research areas. We discuss the potential strengths of MAS/LUCC models and suggest that these strengths guide researchers in assessing the appropriate choice of model for their particular research question. We find that MAS/LUCC models are particularly well suited for representing complex spatial interactions under heterogeneous conditions and for modeling decentralized, autonomous decision making. We discuss a range of possible roles for MAS/LUCC models, from abstract models designed to derive stylized hypotheses to empirically detailed simulation models appropriate for scenario and policy analysis. We also discuss the challenge of validation and verification for MAS/LUCC models. Finally, we outline important challenges and open research questions in this new field. We conclude that, while significant challenges exist, these models offer a promising new tool for researchers whose goal is to create fine-scale models of LUCC phenomena that focus on human-environment interactions.
1,779 citations
Cites background from "The Complexity of Cooperation: Agen..."
...The early prisoner's-dilemma computer tournaments, in which researchers competed by submitting agent-based programs representing strategies, comprise a prime example of this type of modeling ( Axelrod 1984 , 1997b )....
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01 Jan 1993TL;DR: This article presents bootstrap methods for estimation, using simple arguments, with Minitab macros for implementing these methods, as well as some examples of how these methods could be used for estimation purposes.
Abstract: This article presents bootstrap methods for estimation, using simple arguments. Minitab macros for implementing these methods are given.
37,183 citations
Book•
01 Jan 1956
TL;DR: This is the revision of the classic text in the field, adding two new chapters and thoroughly updating all others as discussed by the authors, and the original structure is retained, and the book continues to serve as a combined text/reference.
Abstract: This is the revision of the classic text in the field, adding two new chapters and thoroughly updating all others. The original structure is retained, and the book continues to serve as a combined text/reference.
35,552 citations
Book•
01 Jan 1975
TL;DR: Names of founding work in the area of Adaptation and modiication, which aims to mimic biological optimization, and some (Non-GA) branches of AI.
Abstract: Name of founding work in the area. Adaptation is key to survival and evolution. Evolution implicitly optimizes organisims. AI wants to mimic biological optimization { Survival of the ttest { Exploration and exploitation { Niche nding { Robust across changing environments (Mammals v. Dinos) { Self-regulation,-repair and-reproduction 2 Artiicial Inteligence Some deenitions { "Making computers do what they do in the movies" { "Making computers do what humans (currently) do best" { "Giving computers common sense; letting them make simple deci-sions" (do as I want, not what I say) { "Anything too new to be pidgeonholed" Adaptation and modiication is root of intelligence Some (Non-GA) branches of AI: { Expert Systems (Rule based deduction)
32,573 citations
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TL;DR: In this paper, the authors developed an evolutionary theory of the capabilities and behavior of business firms operating in a market environment, including both general discussion and the manipulation of specific simulation models consistent with that theory.
Abstract: This study develops an evolutionary theory of the capabilities and behavior of business firms operating in a market environment. It includes both general discussion and the manipulation of specific simulation models consistent with that theory. The analysis outlines the differences between an evolutionary theory of organizational and industrial change and a neoclassical microeconomic theory. The antecedents to the former are studies by economists like Schumpeter (1934) and Alchian (1950). It is contrasted with the orthodox theory in the following aspects: while the evolutionary theory views firms as motivated by profit, their actions are not assumed to be profit maximizing, as in orthodox theory; the evolutionary theory stresses the tendency of most profitable firms to drive other firms out of business, but, in contrast to orthodox theory, does not concentrate on the state of industry equilibrium; and evolutionary theory is related to behavioral theory: it views firms, at any given time, as having certain capabilities and decision rules, as well as engaging in various ‘search' operations, which determines their behavior; while orthodox theory views firm behavior as relying on the use of the usual calculus maximization techniques. The theory is then made operational by the use of simulation methods. These models use Markov processes and analyze selection equilibrium, responses to changing factor prices, economic growth with endogenous technical change, Schumpeterian competition, and Schumpeterian tradeoff between static Pareto-efficiency and innovation. The study's discussion of search behavior complicates the evolutionary theory. With search, the decision making process in a firm relies as much on past experience as on innovative alternatives to past behavior. This view combines Darwinian and Lamarkian views on evolution; firms are seen as both passive with regard to their environment, and actively seeking alternatives that affect their environment. The simulation techniques used to model Schumpeterian competition reveal that there are usually winners and losers in industries, and that the high productivity and profitability of winners confer advantages that make further success more likely, while decline breeds further decline. This process creates a tendency for concentration to develop even in an industry initially composed of many equal-sized firms. However, the experiments conducted reveal that the growth of concentration is not inevitable; for example, it tends to be smaller when firms focus their searches on imitating rather than innovating. At the same time, industries with rapid technological change tend to grow more concentrated than those with slower progress. The abstract model of Schumpeterian competition presented in the study also allows to see more clearly the public policy issues concerning the relationship between technical progress and market structure. The analysis addresses the pervasive question of whether industry concentration, with its associated monopoly profits and reduced social welfare, is a necessary cost if societies are to obtain the benefits of technological innovation. (AT)
22,566 citations
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01 Jan 1973
TL;DR: The INTERPRETATION OF CULTURES CLIFFORD GEERTZ Books files are available at the online library of the University of Southern California as mentioned in this paper, where they can be used to find any kind of Books for reading.
Abstract: THE INTERPRETATION OF CULTURES CLIFFORD GEERTZ PDF Are you searching for THE INTERPRETATION OF CULTURES CLIFFORD GEERTZ Books files? Now, you will be happy that at this time THE INTERPRETATION OF CULTURES CLIFFORD GEERTZ PDF is available at our online library. With our complete resources, you could find THE INTERPRETATION OF CULTURES CLIFFORD GEERTZ PDF or just found any kind of Books for your readings everyday.
20,105 citations