[PDF][PDF] Knowledge bases in the age of big data analytics

FM Suchanek, G Weikum - PVLDB, 2014 - publications.cispa.saarland
This tutorial gives an overview on state-of-the-art methods for the automatic construction of
large knowledge bases and harnessing them for data and text analytics. It covers both big …

Data mining for building knowledge bases: techniques, architectures and applications

A Krzywicki, W Wobcke, M Bain, JC Martinez… - The Knowledge …, 2016 - cambridge.org
Data mining techniques for extracting knowledge from text have been applied extensively to
applications including question answering, document summarisation, event extraction and …

DeepDive: a data management system for automatic knowledge base construction

C Zhang - 2015 - search.proquest.com
Many pressing questions in science are macroscopic: they require scientists to consult
information expressed in a wide range of resources, many of which are not organized in a …

Fonduer: Knowledge base construction from richly formatted data

S Wu, L Hsiao, X Cheng, B Hancock… - Proceedings of the …, 2018 - dl.acm.org
We focus on knowledge base construction (KBC) from richly formatted data. In contrast to
KBC from text or tabular data, KBC from richly formatted data aims to extract relations …

Machine knowledge: Creation and curation of comprehensive knowledge bases

G Weikum, XL Dong, S Razniewski… - … and Trends® in …, 2021 - nowpublishers.com
Equipping 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 …

Woo: A scalable and multi-tenant platform for continuous knowledge base synthesis

K Bellare, C Curino, A Machanavajihala… - Proceedings of the …, 2013 - dl.acm.org
Search, exploration and social experience on the Web has recently undergone tremendous
changes with search engines, web portals and social networks offering a different …

Building, maintaining, and using knowledge bases: a report from the trenches

O Deshpande, DS Lamba, M Tourn, S Das… - Proceedings of the …, 2013 - dl.acm.org
A knowledge base (KB) contains a set of concepts, instances, and relationships. Over the
past decade, numerous KBs have been built, and used to power a growing array of …

Automated knowledge base management: A survey

J Martinez-Gil - Computer Science Review, 2015 - Elsevier
A fundamental challenge in the intersection of Artificial Intelligence and Databases consists
of developing methods to automatically manage Knowledge Bases which can serve as a …

Knowledge harvesting in the big-data era

F Suchanek, G Weikum - Proceedings of the 2013 ACM SIGMOD …, 2013 - dl.acm.org
The proliferation of knowledge-sharing communities such as Wikipedia and the progress in
scalable information extraction from Web and text sources have enabled the automatic …

Acekg: A large-scale knowledge graph for academic data mining

R Wang, Y Yan, J Wang, Y Jia, Y Zhang… - Proceedings of the 27th …, 2018 - dl.acm.org
Most existing knowledge graphs (KGs) in academic domains suffer from problems of
insufficient multi-relational information, name ambiguity and improper data format for large …