Intelligent knowledge lakes: the age of Artificial Intelligence and big data

Amin Beheshti*, Boualem Benatallah, Quan Z. Sheng, Francesco Schiliro

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionpeer-review

8 Citations (Scopus)

Abstract

The continuous improvement in connectivity, storage and data processing capabilities allow access to a data deluge from the big data generated on open, private, social and IoT (Internet of Things) data islands. Data Lakes introduced as a storage repository to organize this raw data in its native format until it is needed. The rationale behind a Data Lake is to store raw data and let the data analyst decide how to curate them later. Previously, we introduced the novel notion of Knowledge Lake, i.e., a contextualized Data Lake, and proposed algorithms to turn the raw data (stored in Data Lakes) into contextualized data and knowledge using extraction, enrichment, annotation, linking and summarization techniques. In this tutorial, we introduce Intelligent Knowledge Lakes to facilitate linking Artificial Intelligence (AI) and Data Analytics. This will enable AI applications to learn from contextualized data and use them to automate business processes and develop cognitive assistance for facilitating the knowledge intensive processes or generating new rules for future business analytics.

Original languageEnglish
Title of host publicationWeb Information Systems Engineering
Subtitle of host publicationWISE 2019 Workshop, Demo, and Tutorial, Revised Selected Papers
EditorsLeong Hou U, Jian Yang, Yi Cai, Kamalakar Karlapalem, An Liu, Xin Huang
Place of PublicationSingapore
PublisherSpringer, Springer Nature
Pages24-34
Number of pages11
ISBN (Print)9789811532801
DOIs
Publication statusPublished - 2020
Event20th International Conference on Web Information Systems Engineering, WISE 2019 and on the International Workshop on Web Information Systems in the Era of AI, 2019 - Hong Kong, China
Duration: 19 Jan 202022 Jan 2020

Publication series

NameCommunications in Computer and Information Science
Volume1155 CCIS
ISSN (Print)1865-0929
ISSN (Electronic)1865-0937

Conference

Conference20th International Conference on Web Information Systems Engineering, WISE 2019 and on the International Workshop on Web Information Systems in the Era of AI, 2019
CountryChina
CityHong Kong
Period19/01/2022/01/20

Keywords

  • Artificial Intelligence
  • Big data
  • Data analytics
  • Data curation
  • Data Lake
  • Knowledge Lake

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