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2018 | OriginalPaper | Buchkapitel

On Revenue-Maximizing Mechanisms Assuming Convex Costs

verfasst von : Amy Greenwald, Takehiro Oyakawa, Vasilis Syrgkanis

Erschienen in: Algorithmic Game Theory

Verlag: Springer International Publishing

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Abstract

We investigate revenue-maximizing mechanisms in settings where bidders’ utility functions are characterized by convex costs. Such costs arise, for instance, in procurement auctions for energy, and when bidders borrow money at non-linear interest rates. We provide a 1 / 16e approximation guarantee for a prior-free randomized mechanism when bidders’ values are drawn from MHR distributions, and their costs are polynomial. Additionally, we propose two heuristics that allocate proportionally, using either bidders’ values or virtual values. Perhaps surprisingly, in the convex cost setting, it is preferable to allocate to multiple relatively high bidders, rather than only to bidders with the highest (virtual) value, as is optimal in the traditional quasi-linear utility setting.

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Fußnoten
1
A notable exception is [8], who study prior-free auctions for risk-averse agents, which are modelled by a very specific form of capped quasi-linear utilities.
 
2
Multiplying \(\mathfrak {u_{}}_{i}\) by \(v_{i}\) yields a familiar utility function, that of the forward setting, with utility measured in units of power, rather than money: \(v_{i} \mathfrak {u_{}}_{i} = u_{i} = v_{i} x_{i} - c_{i}(p_{i})\).
 
3
For example, it is more expensive to convert bitumen into synthetic crude oil than it is to drill and pump conventional crude oil.
 
4
In the convex cost setting, if we interpret \(v_{}(q_{})\) as a posted cost, rather than a posted price (i.e., payment) then \(R(q_{})\) can be wrongly interpreted as an expected cost function.
 
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Metadaten
Titel
On Revenue-Maximizing Mechanisms Assuming Convex Costs
verfasst von
Amy Greenwald
Takehiro Oyakawa
Vasilis Syrgkanis
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-99660-8_11