Machine knowledge: Creation and curation of comprehensive knowledge bases

G Weikum, XL Dong, S Razniewski… - … and Trends® in …, 2021 - nowpublishers.com
Equip** machines with comprehensive knowledge of the world's entities and their
relationships has been a longstanding goal of AI. Over the last decade, large-scale …

Modern privacy-preserving record linkage techniques: An overview

A Gkoulalas-Divanis, D Vatsalan… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Record linkage is the challenging task of deciding which records, coming from disparate
data sources, refer to the same entity. Established back in 1946 by Halbert L. Dunn, the area …

An experimental study of state-of-the-art entity alignment approaches

X Zhao, W Zeng, J Tang, W Wang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Entity alignment (EA) finds equivalent entities that are located in different knowledge graphs
(KGs), which is an essential step to enhance the quality of KGs, and hence of significance to …

[PDF][PDF] Symbolic vs sub-symbolic ai methods: Friends or enemies?

E Ilkou, M Koutraki - CIKM (Workshops), 2020 - researchgate.net
There is a long and unresolved debate between the symbolic and sub-symbolic methods.
However, in recent years, there is a push towards in-between methods. In this work, we …

Linking entities across relations and graphs

W Fan, P Lu, K Pang, R **, W Yu - ACM Transactions on Database …, 2024 - dl.acm.org
This article proposes a notion of parametric simulation to link entities across a relational
database 𝒟 and a graph G. Taking functions and thresholds for measuring vertex closeness …

Learnedsqlgen: Constraint-aware sql generation using reinforcement learning

L Zhang, C Chai, X Zhou, G Li - … of the 2022 International Conference on …, 2022 - dl.acm.org
Many database optimization problems, eg, slow SQL diagnosis, database testing, optimizer
tuning, require a large volume of SQL queries. Due to privacy issues, it is hard to obtain real …

SoK: Managing risks of linkage attacks on data privacy

J Powar, AR Beresford - Proceedings on Privacy Enhancing …, 2023 - petsymposium.org
Novel attacks on dataset privacy are usually met with the same range of responses: surprise
that a route to information gain exists from information previously thought to be safe; …

[PDF][PDF] Intermediate training of BERT for product matching

R Peeters, C Bizer, G Glavaš - small, 2020 - ceur-ws.org
Product matching is the task of deciding if offers originating from different web-shops refer to
the same real-world product. This is a central task for e-commerce applications such as …

Using schema. org annotations for training and maintaining product matchers

R Peeters, A Primpeli, B Wichtlhuber… - Proceedings of the 10th …, 2020 - dl.acm.org
Product matching is a central task within e-commerce applications such as price comparison
portals and online market places. State-of-the-art product matching methods achieve F1 …