Augmenting Geostatistics with Matrix Factorization: A Case Study for House Price Estimation

Singular value decomposition (SVD) is ubiquitously used in recommendation systems to estimate and predict values based on latent features obtained through matrix factorization. But, oblivious of location information, SVD has limitations in predicting variables that have strong spatial autocorrelatio...

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Bibliographic Details
Main Authors: Aisha Sikder, Andreas Züfle
Format: Article
Language:English
Published: MDPI AG 2020-04-01
Series:ISPRS International Journal of Geo-Information
Subjects:
Online Access:https://www.mdpi.com/2220-9964/9/5/288