Function-Coherent Gambles

Abstract

The desirable gambles framework provides a foundational approach to imprecise probability theory but relies heavily on linear utility assumptions. This paper introduces function-coherent gambles, a generalization that accommodates non-linear utility while preserving essential rationality properties. We establish core axioms for function-coherence and prove a representation theorem that characterizes acceptable gambles through continuous linear functionals. The framework is then applied to analyze various forms of discounting in intertemporal choice, including hyperbolic, quasi-hyperbolic, scale-dependent, and state-dependent discounting. We demonstrate how these alternatives to constant-rate exponential discounting can be integrated within the function-coherent framework. This unified treatment provides theoretical foundations for modeling sophisticated patterns of time preference within the desirability paradigm, bridging a gap between normative theory and observed behavior in intertemporal decision-making under genuine uncertainty.

Cite

Text

Wheeler. "Function-Coherent Gambles." Proceedings of the Fourteenth International Symposium on Imprecise Probabilities: Theories and Applications, 2025.

Markdown

[Wheeler. "Function-Coherent Gambles." Proceedings of the Fourteenth International Symposium on Imprecise Probabilities: Theories and Applications, 2025.](https://mlanthology.org/isipta/2025/wheeler2025isipta-functioncoherent-a/)

BibTeX

@inproceedings{wheeler2025isipta-functioncoherent-a,
  title     = {{Function-Coherent Gambles}},
  author    = {Wheeler, Gregory},
  booktitle = {Proceedings of the Fourteenth International Symposium on Imprecise Probabilities: Theories and Applications},
  year      = {2025},
  pages     = {285-295},
  volume    = {290},
  url       = {https://mlanthology.org/isipta/2025/wheeler2025isipta-functioncoherent-a/}
}