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Convergence of MPP encodings

My last post gave a proof that Multi Point Proximity (MPP) encodings are continuous: that two shapes that are arbitrarily similar to one another have arbitrarily close encodings. Continuity is recognized as a desireable property, so the result supports the use of MPP encodings for geospatial AI and ML applications.
John Collins 10 Apr 2026
On The Continuitiy Of Multi-Point Proximity Encodings

On The Continuitiy Of Multi-Point Proximity Encodings

John Collins 05 Apr 2026
Masked Geospatial Modeling: Towards Vector-Mode Regional Geospatial Embeddings

Masked Geospatial Modeling: Towards Vector-Mode Regional Geospatial Embeddings

John Collins 03 Jul 2025
Predicting Rates Of Rare Events

Predicting Rates Of Rare Events

John Collins 19 May 2025
Recovering Pairwise Spatial Relationships From Geometric Encodings

Recovering Pairwise Spatial Relationships From Geometric Encodings

John Collins 11 Apr 2025
Properties Of Multi-Point Proximity Encodings

Properties Of Multi-Point Proximity Encodings

John Collins 06 Apr 2025
Encoding Shapes for Machine Learning Applications

Encoding Shapes for Machine Learning Applications

John Collins 06 Apr 2025

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