The quadratic Wasserstein space over the Hilbert space is complete, and so is the noise Wasserstein space based at the reference measure.
In the setting of Probability Measures on a Hilbert Space Transported in the Noise Norm: Standing Notation, let be the quadratic Wasserstein space over and the noise Wasserstein space based at , with the set of The Measures Noise-Connected to the Reference Measure §space, which are metric spaces by The Quadratic Wasserstein Distance is a Metric on the Probability Measures with Finite Second Moment on a Hilbert Space §metric and The Noise Wasserstein Distance is a Metric on the Measures Noise-Connected to the Reference Measure: Existence of Noise-Optimal Couplings, Comparison with the Quadratic Wasserstein Distance and Lower Semicontinuity §metric. Then the following hold.
1. (The quadratic Wasserstein space) is a complete metric space: every Cauchy sequence in it converges to an element of .
2. (The noise Wasserstein space) is a complete metric space: every Cauchy sequence in it converges to an element of .
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