Book Image

NoSQL Data Models

By : Olivier Pivert
Book Image

NoSQL Data Models

By: Olivier Pivert

Overview of this book

Big Data environments are now to be handled in most current applications, this book addresses the latest issues and hurdles that are encountered in such environments. The book begins by presenting an overview of NoSQL languages and systems. Then, you’ll evaluate SPARQL queries over large RDF datasets and devise a solution that will use the MapReduce framework to process SPARQL graph patterns. Next, you’ll handle the production of web data, generate a set of links between two different datasets and overcome different heterogeneity problems. Moving ahead, you’ll take the multi-graph based approach to overcome challenges faced by the RDF data management community. Finally, you’ll deal with the flexible querying of graph databases and textual data management. By the end of this book, you’ll have gathered essential information on big data challenges faced by NoSQL databases.
Table of Contents (11 chapters)
Preface
8
List of Authors
9
Index
10
End User License Agreement

5.5. Index construction

Given a data multigraph G, we build the following three different indices: (i) an inverted list A for storing the set of data vertex for each attribute in aiA; (ii) a trie index structure S to store features of all the data vertices V and (iii) a set of trie index structures N to store the neighborhood information of each data vertex vV. For brevity of representation, we ensemble all the three index structures into I:= {A,S,N}. During the query matching procedure (the online step), we access these indexing structures to obtain the candidate solutions for a query vertex u. Formally, for a query vertex u, the candidate solutions are a set of data vertices Cu = {v|vV} obtained by accessing A, S or N, denoted as image respectively.

5.5.1. Attribute index

The set of vertex attributes is given by A = {a0, …, an} (section 5.3), where a data vertex vV might have a subset of A assigned to it. We now build the vertex attribute index...