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Machine knowledge: Creation and curation of comprehensive knowledge bases
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 …
relationships has been a longstanding goal of AI. Over the last decade, large-scale …
Modern privacy-preserving record linkage techniques: An overview
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 …
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
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 …
(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?
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 …
However, in recent years, there is a push towards in-between methods. In this work, we …
Linking entities across relations and graphs
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 …
database 𝒟 and a graph G. Taking functions and thresholds for measuring vertex closeness …
Auto-pipeline: synthesizing complex data pipelines by-target using reinforcement learning and search
J Yang, Y He, S Chaudhuri - ar** users to automate single data
preparation steps, such as string-transformations and table-manipulation operators (eg …
preparation steps, such as string-transformations and table-manipulation operators (eg …
Learnedsqlgen: Constraint-aware sql generation using reinforcement learning
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 …
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
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; …
that a route to information gain exists from information previously thought to be safe; …
[PDF][PDF] Intermediate training of BERT for product matching
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 …
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
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 …
portals and online market places. State-of-the-art product matching methods achieve F1 …