an approach for rdf-based semantic access to nosql repositories

Post on 13-Feb-2017

366 Views

Category:

Data & Analytics

1 Downloads

Preview:

Click to see full reader

TRANSCRIPT

An Approach for RDF-based Semantic Access to NoSQL Repositories

Luiz Henrique Zambom SantanaProf. Dr. Ronaldo dos Santos Mello

Agenda

• Motivation• NoSQL• Goal• Proposal• Current state• Schedule

NoSQL

NoSQL: adage “no one size fits all”“Increasingly, we see applications that deploy multiple engines, resulting in a

need to join data across systems.” [1]

“a panoply of data models, and they typically operate on flexible storage formats such as JSON” [1]

“Increasingly, desktop and mobile applications are using the cloud infrastructure to take advantage of the high-availability and scalability characteristics. In the past, these type of systems used local databases to store information and application state. There are many new applications that share some or all their data with applications running on other hosts or in the cloud and use these data stores for persistence.” [2]

NoSQL

NoSQLSadalage e Fowler, 2012(http://martinfowler.com/books/nosql.html)

Not only SQL

Nathan Marz, 2014(http://www.slideshare.net/nathanmarz/runaway-complexity-in-big-data-and-a-plan-to-stop-it)

Relational databases will be a footnote in history

Goal

“Develop a framework that deals with non-functional requirements (network, processing, security) of Big Data repositories. This

framework will include a highly abstract data model capable of describing both relational database and Big Data repositories and adding a semantic layer over this abstract data model to extract

knowledge from the data stored in the framework”

Semantic Web

"The Semantic Web provides a common framework that allows data to be shared and reused across application, enterprise, and community boundaries".

Related workMartínez-Prieto, Miguel A., et al. "The Solid architecture for real-time management of big semantic data." Future Generation Computer Systems 47 (2015): 62-79.

Proposal

Current state

Schedule

References

1. Duggan, Jennie, et al. "The BigDAWG Polystore System." ACM SIGMOD Record 44.2 (2015): 11-16.

2. Dey, Akon, Alan Fekete, and Uwe Röhm. "Scalable transactions across heterogeneous NoSQL key-value data stores." Proceedings of the VLDB Endowment 6.12 (2013): 1434-1439.

3. Berners-Lee, Tim, James Hendler, and Ora Lassila. "The semantic web." Scientific american 284.5 (2001): 28-37.

top related