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We describe and apply choice models, including generalizations of logit called `mixed logits,' that do not exhibit the restrictive `independence from irrelevant alternatives' property and can approximate any substitution pattern. The models are estimated on data from a stated-preference survey that elicited customers' preferences among gas, electric, methanol, and CNG vehicles with various attributes.