Graph clustering

SE Schaeffer - Computer science review, 2007 - Elsevier
In this survey we overview the definitions and methods for graph clustering, that is, finding
sets of “related” vertices in graphs. We review the many definitions for what is a cluster in a …

Exact and approximation algorithms for clustering

PK Agarwal, CM Procopiuc - Algorithmica, 2002 - Springer
In this paper we present an n^ O (k 1-1/d)-time algorithm for solving the k-center problem
in\reals d, under L∈ fty-and L 2-metrics. The algorithm extends to other metrics, and to the …

[PDF][PDF] A fast index for semistructured data

BF Cooper, N Sample, MJ Franklin, GR Hjaltason… - VLDB, 2001 - vldb.org
Queries navigate semistructured data via path expressions, and can be accelerated using
an index. Our solution encodes paths as strings, and inserts those strings into a special …

Managing Large Graphs on {Multi-Cores} with Graph Awareness

V Prabhakaran, M Wu, X Weng, F McSherry… - 2012 USENIX Annual …, 2012 - usenix.org
Grace is a graph-aware, in-memory, transactional graph management system, specifically
built for real-time queries and fast iterative computations. It is designed to run on large multi …

Sp-gist: An extensible database index for supporting space partitioning trees

WG Aref, IF Ilyas - Journal of Intelligent Information Systems, 2001 - Springer
Emerging database applications require the use of new indexing structures beyond B-trees
and R-trees. Examples are the kD tree, the trie, the quadtree, and their variants. They are …

Clustering of graphs using pseudo-guided random walk

Z Halim, HM Sargana, M Waqas - Journal of Computational Science, 2021 - Elsevier
Clustering is an unsupervised learning task that models data as coherent groups. Multiple
approaches have been proposed in the past to cluster large volumes of data. Graphs …

Optimal Dynamic Range Searching inNon-replicating Index Structures

KV Ravi Kanth, A Singh - International Conference on Database Theory, 1999 - Springer
In this paper, we examine the complexity of multi-dimensional range searching in non-
replicating index structures. Such nonreplicating structures achieve low storage costs and …

Materialized sample views for database approximation

S Joshi, C Jermaine - IEEE Transactions on Knowledge and …, 2008 - ieeexplore.ieee.org
We consider the problem of creating a sample view of a database table. A sample view is an
indexed materialized view that permits efficient sampling from an arbitrary range query over …

Bulk operations for space-partitioning trees

TM Ghanem, R Shah, MF Mokbel… - … Conference on Data …, 2004 - ieeexplore.ieee.org
The emergence of extensible index structures, eg, GiST (generalized search tree)[JM
Hellerstein et al.(1995)] and SP-GiST (space-partitioning generalized search tree)[W. G Aref …

Space-partitioning trees in postgresql: Realization and performance

MY Eltabakh, R Eltarras, WG Aref - … International Conference on …, 2006 - ieeexplore.ieee.org
Many evolving database applications warrant the use of non-traditional indexing
mechanisms beyond B+-trees and hash tables. SP-GiST is an extensible indexing …