Ontology-Based Approaches to Big Data Analytics

The access to relevant information is one of the determining factors which directly influences on decision-making processes. Huge amounts of data have been accumulated by entities from large variety of sources in many different formats. Due to large amounts of information and continuous processes of generation of new parts, it is necessary to ensure the most effective way of information or data extraction and analysis. The Web of Data provides great opportunities for ontology-based services. The combination of ontology-based approaches and Big Data may help in solving some problems related to extraction of meaningful information from various sources. This paper presents the selected ontology-based approaches to Big Data analytics as well as a proposal of a procedure for ontology-based knowledge discovery.

[1]  Evgenij Thorstensen,et al.  Mapping Analysis in Ontology-based Data Access: Algorithms and Complexity (Extended Abstract) , 2015, Description Logics.

[2]  Rob Kitchin,et al.  The data revolution : big data, open data, data infrastructures & their consequences , 2014 .

[3]  Diego Calvanese,et al.  The MASTRO system for ontology-based data access , 2011, Semantic Web.

[4]  Erik W. Kuiler From Big Data to Knowledge: An Ontological Approach to Big Data Analytics , 2014 .

[5]  Sebastian Hellmann,et al.  TowardsWeb-Scale Collaborative Knowledge Extraction , 2013, The People's Web Meets NLP.

[6]  Sebastian Hellmann,et al.  Knowledge Extraction from Structured Sources , 2012, SeCO Book.

[7]  Michael Zakharyaschev,et al.  Ontology-Based Data Access: Ontop of Databases , 2013, SEMWEB.

[8]  Andrea Westerinen,et al.  Semantic Web and Big Data meets Applied Ontology - The Ontology Summit 2014 , 2014, Appl. Ontology.

[9]  Rob Kitchin,et al.  What makes Big Data, Big Data? Exploring the ontological characteristics of 26 datasets , 2016, Big Data Soc..

[10]  Athanasios V. Vasilakos,et al.  Big data analytics: a survey , 2015, Journal of Big Data.

[11]  Sanjay Ajani,et al.  An Ontology and Semantic Metadata based Semantic Search Technique for Census Domain in a Big Data Context , 2014 .

[12]  Agnieszka Konys Knowledge-Based Approach to Question Answering System Selection , 2015, ICCCI.

[13]  Edith Schonberg,et al.  Ontology Reasoning with Large Data Repositories , 2008, Ontology Management.

[14]  Thomas R. Gruber,et al.  Toward principles for the design of ontologies used for knowledge sharing? , 1995, Int. J. Hum. Comput. Stud..