T e C o R e

Author:

Chekol Melisachew W.1,Pirrò Giuseppe2,Schoenfisch Joerg1,Stuckenschmidt Heiner1

Affiliation:

1. University of Mannheim

2. ICAR-CNR, Rende(CS), Italy

Abstract

The management of uncertainty is crucial when harvesting structured content from unstructured and noisy sources. Knowledge Graphs ( kg s), maintaining both numerical and non-numerical facts supported by an underlying schema, are a prominent example. Knowledge Graph management is challenging because: (i) most of existing kg s focus on static data, thus impeding the availability of timewise knowledge; (ii) facts in kg s are usually accompanied by a confidence score, which witnesses how likely it is for them to hold. We demonstrate T e C o R e , a system for temporal inference and conflict resolution in uncertain temporal knowledge graphs ( utkg s). At the heart of T e C o R e are two state-of-the-art probabilistic reasoners that are able to deal with temporal constraints efficiently. While one is scalable, the other can cope with more expressive constraints. The demonstration will focus on enabling users and applications to find inconsistencies in utkg s. T e C o R e provides an interface allowing to select utkg s and editing constraints; shows the maximal consistent subset of the utkg , and displays statistics (e.g., number of noisy facts removed) about the debugging process.

Publisher

VLDB Endowment

Subject

General Earth and Planetary Sciences,Water Science and Technology,Geography, Planning and Development

Cited by 8 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. NeoMaPy: A Parametric Framework for Reasoning with MAP Inference on Temporal Markov Logic Networks;Proceedings of the 32nd ACM International Conference on Information and Knowledge Management;2023-10-21

2. Towards electronic health record-based medical knowledge graph construction, completion, and applications: A literature study;Journal of Biomedical Informatics;2023-07

3. TeCre: A Novel Temporal Conflict Resolution Method Based on Temporal Knowledge Graph Embedding;Information;2023-03-01

4. Entity Alignment in the Construction of Knowledge Graphs for Civilian Transportation Equipment;2022 8th International Conference on Big Data and Information Analytics (BigDIA);2022-08-24

5. Knowledge Graph Quality Management: a Comprehensive Survey;IEEE Transactions on Knowledge and Data Engineering;2022

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