A supervised gradient-based learning algorithm for optimized entity resolution

OF Reyes-Galaviz, W Pedrycz, Z He, NJ Pizzi - Data & Knowledge …, 2017 - Elsevier
The task of probabilistic record linkage is to find and link records that refer to the same entity
across several disparate data sources. The accurate linking of records (entity resolution) is …

Insights and characterization of l1-norm based sparsity learning of a lexicographically encoded capacity vector for the Choquet integral

TA Adeyeba, DT Anderson… - 2015 IEEE International …, 2015 - ieeexplore.ieee.org
The aim of this paper is the simultaneous minimization of model error and model complexity
for the Choquet integral. The Choquet integral is a generator function, that is, a parametric …

Probabilistic Graphical Model for Entity Resolution

Z He - 2017 - era.library.ualberta.ca
The task of entity resolution, also known as record linkage, is to find out which records refer
to the same entity across several datasets and link them together. In real applications, record …

Record Linkage in Data Warehousing

A Cuzzocrea, L Puglisi - Encyclopedia of Information Science and …, 2015 - igi-global.com
“A Data Warehouse is a subject-oriented, integrated, time-variant, and non-volatile collection
of data supporting decision-making processes”(Inmon, 2002). At a more practical level, a …