Marginal Bidding: An Application of the Equimarginal Principle to Bidding in TAC SCM
نویسندگان
چکیده
We present a fast and effective bidding strategy for the Trading Agent Competition in Supply Chain Management (TAC SCM). In TAC SCM, manufacturers compete to procure computer parts from suppliers, and then sell assembled computers to customers in reverse auctions. To address the bidding problem, an agent decides how many computers to sell and at what prices to sell them. We propose a greedy solution, Marginal Bidding, inspired by the Equimarginal Principle, which states that revenue is maximized among possible uses of a resource when the return on the last unit of the resource is the same across all areas of use. We show experimentally that Marginal Bidding performs as well as a computationally intensive integer linear programming approach on small problem instances. Moreover, unlike our ILP solution, Marginal Bidding can cope with large problem instances. Hence, it can incorporate Lookahead, that is, it can effectively reason about predicted future as well as current demand.
منابع مشابه
A Marginal Revenue Approach to Bidding in TAC SCM
We describe two strategies for bidding on customer RFQs in the Supply Chain Management Trading Agent Competition. The first strategy, used by Botticelli in previous years, is to model and solve the problem as integer linear program. The second strategy is a greedy algorithm where customer demand is scheduled according to the predicted marginal profit. Both strategies have been implemented in th...
متن کاملCMieux 2005: Design and Analysis of Carnegie Mellon University’s entry in the Supply Chain Trading Agent Competition
Supply chains are a central element of today’s global economy. Existing management practices consist primarily of static interactions between established partners. Global competition, shorter product life cycles and the emergence of Internet-mediated business solutions create an incentive for exploring more dynamic supply chain practices. The Supply Chain Trading Agent Competition (TAC SCM) was...
متن کاملBidding under Uncertainty: Theory and Experiments
This paper describes a study of agent bidding strategies, assuming combinatorial valuations for complementary and substitutable goods, in three auction environments: sequential auctions, simultaneous auctions, and the Trading Agent Competition (TAC) Classic hotel auction design, a hybrid of sequential and simultaneous auctions. The problem of bidding in sequential auctions is formulated as an M...
متن کاملClassification Driven Detection of Opportunistic Bids in TAC-SCM
The main objective of a bidding agent in TAC SCM is to get profitable orders and to get enough orders to keep the production going. There is a delicate balance that the bidding agent needs to maintain while deciding on which specific orders to bid and what bidding price to set. In this highly complex bidding problem with (i) many inter-dependencies, (ii) multiple information flows, (iii) histor...
متن کاملImpact of Participants’ Market Power and Transmission Constraints on GenCos’ Nash Equilibrium Point
Unlike perfect competitive markets, in oligopoly electricity markets due to strategic producers and transmission constraints GenCos may increase their own profit through strategic biddings. This paper investigates the problem of developing optimal bidding strategies of GenCos considering participants’ market power and transmission constraints. The problem is modeled as a bi-level optimizati...
متن کامل