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How can voting mechanisms improve the robustness of individual toponym resolution approaches?

Hu, Xuke and Sun, Yeran and Kersten, Jens and Klan, Friederike (2022) How can voting mechanisms improve the robustness of individual toponym resolution approaches? LBS 2022, Munich, Germany.

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Abstract

This paper investigates the feasibility of implementing a general and robust toponym resolution approach by ensembling multiple existing approaches through voting mechanisms. Experiments were conducted to compare two voting ensembles with nine individual approaches based on seven public datasets. The results show that the voting ensembles can achieve consistent measures of Accuracy@161km and mean error, outperforming the individual approaches.

Item URL in elib:https://elib.dlr.de/188963/
Document Type:Conference or Workshop Item (Speech)
Title:How can voting mechanisms improve the robustness of individual toponym resolution approaches?
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Hu, XukeUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Sun, Yeranuniversity of lincolnUNSPECIFIEDUNSPECIFIED
Kersten, JensUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Klan, FriederikeUNSPECIFIEDhttps://orcid.org/0000-0002-1856-7334UNSPECIFIED
Date:2022
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Status:Published
Keywords:Geoparsing; toponym resolution; Voting
Event Title:LBS 2022
Event Location:Munich, Germany
Event Type:international Conference
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:Space System Technology
DLR - Research area:Raumfahrt
DLR - Program:R SY - Space System Technology
DLR - Research theme (Project):R - Environment, Health and Big Data
Location: Jena
Institutes and Institutions:Institute of Data Science > Data Acquisition and Mobilisation
Deposited By: Hu, Xuke
Deposited On:02 Nov 2022 11:06
Last Modified:02 Nov 2022 11:06

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