WebOct 4, 2024 · A Novel Tropical Geometry-Based Interpretable Machine Learning Method: Pilot Application to Delivery of Advanced Heart Failure Therapies Abstract: A model's … WebThe method is built by applying tropical geometry to fuzzy inference systems, wherein variable encoding functions and salient rules can be discovered by supervised learning. …

(PDF) Tropical Geometry and Machine Learning

WebMy research focuses on tropical geometry, with a strong emphasis on computational aspects and their application in and outside mathematics. Yue Ren (Durham University) - Tropical and Algebraic Geometry, Computational Algebra, Machine Learning WebMy research focuses on tropical geometry, with a strong emphasis on computational aspects and their application in and outside mathematics. Yue Ren (Durham University) - … goxlr mini with shure sm7b

A Novel Tropical Geometry-Based Interpretable Machine Learning …

WebModeling of soil respiration can strongly contribute to reducing the uncertainties associated with the sources and sinks of carbon in the soil. In this study, we compared five machine learning (ML) models to predict the spatiotemporal variability of FCO 2 in three reforested areas: eucalyptus (RE), pine (RP) and native species (RNS). WebDec 9, 2024 · The method is built by applying tropical geometry to fuzzy inference systems, wherein variable encoding functions and salient rules can be discovered by supervised learning. Experiments using synthetic datasets were conducted to investigate the performance and capacity of the proposed algorithm in classification and rule discovery. WebWe use tropical geometry, a new development in the area of algebraic geometry, to characterize the decision boundaries of a simple network of the form (Affine, ReLU, Affine). Our main finding is that the decision boundaries are a subset of a tropical hypersurface, which is intimately related to a polytope formed by the convex hull of two zonotopes. childress to vernon tx