Flexible decision control in an autonomous trading agent

نویسندگان

  • John Collins
  • Wolfgang Ketter
  • Maria L. Gini
چکیده

Modern electronic commerce creates significant challenges for decision-makers. The trading agent competition for supply-chain management (TAC SCM) is an annual competition among fully-autonomous trading agents designed by teams around the world. Agents attempt to maximize profits in a supplychain scenario that requires them to coordinate Procurement, Production, and Sales activities in competitive markets. An agent for TAC SCM is a complex piece of software that must operate in a competitive economic environment. We report on results of an informal survey of agent design approaches among the competitors in TAC SCM, and then we describe and evaluate the design of our MinneTAC trading agent. We focus on the use of evaluators – configurable, composable modules for data analysis, modeling, and prediction that are chained together at runtime to support agent decision-making. Through a set of examples, we show how this structure supports Sales and Procurement decisions, and how those decision process can be modified in useful ways by changing evaluator configurations. 2008 Elsevier B.V. All rights reserved.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Voltage Coordination of FACTS Devices in Power Systems Using RL-Based Multi-Agent Systems

This paper describes how multi-agent system technology can be used as the underpinning platform for voltage control in power systems. In this study, some FACTS (flexible AC transmission systems) devices are properly designed to coordinate their decisions and actions in order to provide a coordinated secondary voltage control mechanism based on multi-agent theory. Each device here is modeled as ...

متن کامل

Decision Validation for Agents in Trading Competitions

This research 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 number of opponents is small such as in the Trading Agent Competition for Supply Cha...

متن کامل

Coordinating Decisions in a Supply-Chain Trading Agent

An autonomous trading agent is a complex piece of software that must operate in a competitive economic environment. We identify the problem of decision coordination as a crucial element in the design of an agent for TAC SCM, and we review the published literature on agent design to discover a wide variety of approaches to this problem. We believe that the existence of such variety is an indicat...

متن کامل

Implementing an Agent Trade Server

An experimental server for stock trading autonomous agents is presented and made available, together with an agent shell for swift development. The server, written in Java, was implemented as proof-of-concept for an agent trade server for a real financial exchange. D 2005 Elsevier B.V. All rights reserved.

متن کامل

An Empirical Comparison of Incremental Search Algorithms for On-Line Planning

Introduction In an on-line planning problem an agent must select and execute a sequence of actions to maximise some objective criterion, where the time and resources used in action selection count in assessing overall solution quality. Such problems are representative of a broad class of bounded rational (Russell & Wefald 1989) real world planning problems, such as control of autonomous vehicle...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:
  • Electronic Commerce Research and Applications

دوره 8  شماره 

صفحات  -

تاریخ انتشار 2009