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| Main Authors: | , , |
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| Format: | Preprint |
| Published: |
2022
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| Subjects: | |
| Online Access: | https://arxiv.org/abs/2209.14432 |
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| _version_ | 1866910509566001152 |
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| author | Nutz, Marcel Wang, Ruodu Zhang, Zhenyuan |
| author_facet | Nutz, Marcel Wang, Ruodu Zhang, Zhenyuan |
| contents | It is well known that martingale transport plans between marginals $μ\neqν$ are never given by Monge maps -- with the understanding that the map is over the first marginal $μ$, or forward in time. Here, we change the perspective, with surprising results. We show that any distributions $μ,ν$ in convex order with $ν$ atomless admit a martingale coupling given by a Monge map over the second marginal $ν$. Namely, we construct a particular coupling called the barcode transport. Much more generally, we prove that such ``backward Monge'' martingale transports are dense in the set of all martingale couplings, paralleling the classical denseness result for Monge transports in the Kantorovich formulation of optimal transport. Various properties and applications are presented, including a refined version of Strassen's theorem and a mimicking theorem where the marginals of a given martingale are reproduced by a ``backward deterministic'' martingale, a remarkable type of process whose current state encodes its whole history. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2209_14432 |
| institution | arXiv |
| publishDate | 2022 |
| record_format | arxiv |
| spellingShingle | Martingale Transports and Monge Maps Nutz, Marcel Wang, Ruodu Zhang, Zhenyuan Probability 60G42, 49N05, 60E15 It is well known that martingale transport plans between marginals $μ\neqν$ are never given by Monge maps -- with the understanding that the map is over the first marginal $μ$, or forward in time. Here, we change the perspective, with surprising results. We show that any distributions $μ,ν$ in convex order with $ν$ atomless admit a martingale coupling given by a Monge map over the second marginal $ν$. Namely, we construct a particular coupling called the barcode transport. Much more generally, we prove that such ``backward Monge'' martingale transports are dense in the set of all martingale couplings, paralleling the classical denseness result for Monge transports in the Kantorovich formulation of optimal transport. Various properties and applications are presented, including a refined version of Strassen's theorem and a mimicking theorem where the marginals of a given martingale are reproduced by a ``backward deterministic'' martingale, a remarkable type of process whose current state encodes its whole history. |
| title | Martingale Transports and Monge Maps |
| topic | Probability 60G42, 49N05, 60E15 |
| url | https://arxiv.org/abs/2209.14432 |