Automated cleansing of POI databases

G De Tré, D Van Britsom, T Matthé… - Quality issues in the …, 2013 - Springer
… Note that with the previous assumptions, we aim to keep the automated cleansing approach
as general as possible and thus applicable to any data(base) model. The only requirements …

A Machine Learning Approach for Points of Interest Extraction and Event Classification

P Dias, F Ferreira, PMF Guimarães, W Wojtak… - … Conference on Artificial …, 2024 - Springer
… the Silhouette method, as it allows easier automation of the system and obtains better results,
… Following a data cleansing process, where corrupted data is removed from the dataset (…

Defining fitness-for-use for crowdsourced points of interest (POI)

D Jonietz, A Zipf - ISPRS International Journal of Geo-Information, 2016 - mdpi.com
… In their work on the automated cleansing of POI databases, [1] provide a fundamental
definition of POI: “A point of interest (or POI) is axiomatically understood as a piece of data that …

[PDF][PDF] Fine-tuned Predictive Model for Verifying POI Data

M Sharma, M Bundele, V Bothale… - International Journal of …, 2021 - academia.edu
… Finding the obsolete POI is an important work as the outdated POI may mislead … POI which
is useful in handling the POI recommendation [4]. Researchers proposed detection of the POI

POI-Transformers: POI Entity Matching through POI Embeddings by Incorporating Semantic and Geographic Information

J Zhang, C Zhang, X Liu, X Li, W Liao, P Liu, Y Yao… - 2022 - openreview.net
… Therefore, updating the POI database in timely is substantial significant. In general, POI
database updating is comparing the newly generated POI entities with the existing POI entities …

Business Analytics in Airport Operations for Improved Customer Experience

H Jaggi - Business Analytics: Progress on Applications in Asia …, 2017 - World Scientific
… • A central data cleansing database was built and ensured … the database to effectively map
the passenger data with the poi loca… The results of the automated cleansing activities were as …

Automated self-service modeling: predictive analytics as a service

D Kridel, D Dolk - Information Systems and e-Business Management, 2013 - Springer
… in our automated modeling system: data surface structure (we do not consider database
Footnote 2 Some of the list-cleansing will still need to be done in the automated process (as …

Quality Assessment of OpenStreetMap's Points of Interest with Large-Scale Real Data

C Klinkhardt, F Kühnel, M Heilig… - Transportation …, 2023 - journals.sagepub.com
… how crowd-sourced POI data already in the database can be … database to rely on correction
through the crowd (10). Tré et al. provides a cleansing technique for checking coreferent POI

On the use of information fusion techniques to improve information quality: Taxonomy, opportunities and challenges

R Gutiérrez, V Rampérez, H Paggi, JA Lara, J Soriano - Information Fusion, 2022 - Elsevier
… A possibilistic fuzzy approach is used in [87] for automated cleansing of POI (points of interest)
databases. Finally, there is a group of papers that manage uncertainty using the concept …

Designing automated vehicle location systems for archived data analysis

PG Furth, THJ Muller, JG Strathman… - Transportation …, 2004 - journals.sagepub.com
… ) and other automated data collection systems can provide a rich and extensive database that
… Therefore, the first step in data cleansing is to throw out data that is out of range. A classic …