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Lessons Learned from the Trading Agent Competition
"... Major advancements in artificial intelligence have beenstimulated by well-designed competitions that tackleintriguing and often very complex problems. Chess, poker, stock trading, real-time strategy games, robot soccer, robot rescue or planning, and autonomous vehicles are among the most well known. ..."
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Major advancements in artificial intelligence have beenstimulated by well-designed competitions that tackleintriguing and often very complex problems. Chess, poker, stock trading, real-time strategy games, robot soccer, robot rescue or planning, and autonomous vehicles are among the most well known
Agent Competition for
"... Many important developments in artificial intelligencehave been stimulated by organized competitions thattackle interesting, difficult challenge problems, such as chess, robot soccer, poker, robot navigation, stock trading, and others. Economics and artificial intelligence share a strong focus on ra ..."
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-tions. AI and machine-learning techniques, including neural networks and genetic algorithms, are already routinely used in support of automated trading scenarios. Yet, the deployment of these technologies remains limited, and their proprietary nature precludes the type of open benchmarking that is critical
Decision Validation for Agents in Trading Competitions ABSTRACT
"... focuses on answering the question: How do we validate the decisions of autonomous trading agents? We start with a holistic approach, exploring evaluation techniques for measuring the performance of competitive autonomous agents during controlled competitive simulations. We focus on cases where the n ..."
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the number of opponents is small such as in the Trading Agent Competition for Supply Chain Management (TAC-SCM). In these situations each agent has a large influence on the outcome of the game. We create a methodology, provide benchmarking tools and metrics for developers to reveal and resolve undesirable
Learning competitive equilibrium
, 2008
"... We consider a pure exchange economy repeated from a fixed endowment for an indefinite number of periods and posit a learning rule which directs convergence to competitive equilibrium. In each period trade converges to an allocation in the contract set, where agents interpret the current (common) nor ..."
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Cited by 6 (0 self)
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We consider a pure exchange economy repeated from a fixed endowment for an indefinite number of periods and posit a learning rule which directs convergence to competitive equilibrium. In each period trade converges to an allocation in the contract set, where agents interpret the current (common
The Supply-Chain Management Trading Agent Competition
"... We present a method for an autonomous agent to identify dominant market conditions, such as oversupply or scarcity. The characteristics of economic regimes are learned from historic data and used, together with real-time observable information, to identify the current market regime and to forecast m ..."
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We present a method for an autonomous agent to identify dominant market conditions, such as oversupply or scarcity. The characteristics of economic regimes are learned from historic data and used, together with real-time observable information, to identify the current market regime and to forecast
Trading Agent Competition for Supply Chain Management.
"... We present a method for an autonomous agent to identify dominant market conditions, such as oversupply or scarcity. The characteristics of economic regimes are learned from his-toric data and used, together with real-time observable infor-mation, to identify the current market regime and to forecast ..."
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We present a method for an autonomous agent to identify dominant market conditions, such as oversupply or scarcity. The characteristics of economic regimes are learned from his-toric data and used, together with real-time observable infor-mation, to identify the current market regime
Cooperative vs. Competitive Multi-Agent Negotiations in Retail Electronic Commerce
- Proceedings of the Second International Workshop on Cooperative Information Agents (CIA'98
, 1998
"... A key lesson learned from economic and game theory research is that negotiation protocols have substantial, rippling effects on the overall nature of the system. online auctions are increasingly popular negotiation protocols for software agents (and humans) to compete on the prices of goods and ..."
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Cited by 64 (1 self)
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A key lesson learned from economic and game theory research is that negotiation protocols have substantial, rippling effects on the overall nature of the system. online auctions are increasingly popular negotiation protocols for software agents (and humans) to compete on the prices of goods
A Comparison of Multi-Agents Competing for Trading Agents Competition
"... Abstract:- We present a comparative analysis for several multi-agents participating in Trading Agents Competition, Classic. The game is first partitioned into separate modules, for which distinct strategies may be developed. The strategies used are taken into consideration both individually and in r ..."
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Abstract:- We present a comparative analysis for several multi-agents participating in Trading Agents Competition, Classic. The game is first partitioned into separate modules, for which distinct strategies may be developed. The strategies used are taken into consideration both individually
Multiagent Competitions and Research: Lessons from RoboCup and TAC
- In Sixth RoboCup International Symposium
, 2002
"... This paper compares and contrasts two recent series of competitions in which multiple agents compete directly against one another: the robot soccer world cup (RoboCup) and the trading agent competition (TAC). Both of these competitions have attracted large numbers of competitors and have motivat ..."
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Cited by 17 (1 self)
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This paper compares and contrasts two recent series of competitions in which multiple agents compete directly against one another: the robot soccer world cup (RoboCup) and the trading agent competition (TAC). Both of these competitions have attracted large numbers of competitors and have
Strategies to Enhance Price and Quality Competition in Health Care: Lessons Learned from Tracking Local Markets
"... Abstract Drawing on observations from tracking changes in local health care mar-kets over the past ten years, this article critiques two Federal Trade Commission and Department of Justice recommendations to enhance price and quality competi-tion. First, we take issue with the notion that consumers, ..."
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Abstract Drawing on observations from tracking changes in local health care mar-kets over the past ten years, this article critiques two Federal Trade Commission and Department of Justice recommendations to enhance price and quality competi-tion. First, we take issue with the notion that consumers
Results 1 - 10
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144
