Limitations of spatial models of voting: Difference between revisions

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(I no longer want to merge this with Spatial model of voting, but rather rename from Dimensional limitations of the spatial model to Limitations of the spatial model)
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{{rename|from=Dimensional limitations of the spatial model|to=Limitations of the spatial model|date=January 2023}}
{{rename|from=Dimensional limitations of the spatial model|to=Limitations of the spatial model|date=January 2023}}


The [[Spatial model of voting|spatial model]] is ubiquitous in theoretical study and simulations of voting methods. However, the dimension of this geometric embedding imposes fundamental restrictions on the allowed number of candidates which may be distinguished, as there is a finite number of regions possible for each possible ranking. The following article discusses this limitation and some implications.
[[Spatial model of voting|Spatial models]] are ubiquitous in theoretical study and simulations of voting methods. In this model of agent behavior, agents (e.g. voters, candidates) are placed in an abstract geometric space, usually Euclidean, in which each dimension denotes some ideological alignment or opinion on an issue. The behavior of agents is modeled by how "close" (under some appropriate metric) they are to other agents in this space. In the context of voting, voters are modelled as ranking candidates depending on their proximity to each candidate within this space.

However, the number of dimensions chosen for this geometric embedding imposes fundamental restrictions on the allowed number of candidates which may be effectively distinguished by the voters using ballots, as there is only a finite number of regions possible for each possible ranking assignment of candidates.

The following article discusses this limitation and some implications. The specific numerical results below assume an Euclidean space and Euclidean distances, but similar qualitative arguments apply to any spatial model and chosen metric.


==How many ballots could voters ''actually'' cast?==
==How many ballots could voters ''actually'' cast?==