We discuss local regression estimators when the predictor lies on the d-dimensional sphere and the response is binary. We build on the theory of local polynomial regression and local likelihood. Simulations and a real-data application illustrate the effectiveness of the proposals.
Local binary regression with spherical predictors / Di Marzio M., Fensore S., Panzera A., Taylor C.C.. - In: STATISTICS & PROBABILITY LETTERS. - ISSN 0167-7152. - STAMPA. - 144:(2019), pp. 30-36. [https://doi.org/10.1016/j.spl.2018.07.019]
Local binary regression with spherical predictors
Panzera A.;
2019
Abstract
We discuss local regression estimators when the predictor lies on the d-dimensional sphere and the response is binary. We build on the theory of local polynomial regression and local likelihood. Simulations and a real-data application illustrate the effectiveness of the proposals.
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