HyperGraphDB


hypergraphdb.org {related:}

Notes:

Borislav Iordanov is currently exploring Grailog (Graph inscribed logic) support in HyperGraphDB.

Resources:

Wikipedia:

References:

See also:

100 Best Graph Database Videos | 100 Best Graph Traversal Videos | 100 Best Neo4j VideosBest AllegroGraph Videos | Best Graphviz VideosConceptual Graphs & Dialog SystemsGraph-Based Knowledge Representation and Reasoning | Hypergraph & Dialog SystemsMeta Guide Data StorageOpenCog


HyperGraphDB: a generalized graph database B Iordanov – Web-Age Information Management, 2010 – Springer Abstract We present HyperGraphDB, a novel graph database based on generalized hypergraphs where hyperedges can contain other hyperedges. This generalization automatically reifies every entity expressed in the database thus removing many of the … Cited by 48 Related articles All 10 versions

Survey of graph database performance on the hpc scalable graph analysis benchmark D Dominguez-Sal, P Urbón-Bayes… – Web-Age Information …, 2010 – Springer … In this paper, we evaluate the performance of four of the most scalable native graph database projects (Neo4j, Jena, HypergraphDB and DEX). … We analyze four different GDB libraries: Neo4j, HypergraphDB, Jena and DEX. … Cited by 32 Related articles All 6 versions

Graph object oriented database for semantic image retrieval E Ganea, M Brezovan – Advances in Databases and Information Systems, 2011 – Springer … In this paper we use, as the core of the proposed management system, the HyperGraphDB [3], which is a database based on hypergraph structure and was de- velopment on BerkleyDB. … A prototype system was designed and implemented in Java, and HyperGraphDB. … Cited by 1 Related articles All 5 versions

Virtual private supercomputer: Design and evaluation I Gankevich, V Gaiduchok… – Computer Science …, 2013 – ieeexplore.ieee.org … For the sake of effective handling large graphs require particular storage and processing tools – graph databases such as Pregel [5] or hypergraph oriented HyperGraphDB (http://www. hypergraphdb.org) [6]. They permit direct operation with a graph without any intermediate … Related articles

Extending SPARQL to support entity grouping and path queries SMR Beheshti, S Sakr, B Benatallah… – arXiv preprint arXiv: …, 2012 – arxiv.org … of memory, and running a 64-bit Windows 7. We give an overview of the evaluation example and datasets used in section 5.1. We compared our system with HyperGraphDB [13] (an open-source graph database) and present query running time measurements in section 5.2. … Cited by 2 Related articles All 3 versions

ALASKA for Ontology Based Data Access JF Baget, M Croitoru, BPL Da Silva – The Semantic Web: ESWC 2013 …, 2013 – Springer … Relational databases: Sqlite 3.3.61, MySQL 5.0.772 ? Graph databases: Neo4J 1.8.13, DEX 4.74, OrientDB 1.0rc65, HyperGraphDB 1.16 ? Triples Stores: Jena TDB 0.9.47 Figure 1 displays, on the left-hand side, the class diagram of the architecture. … Cited by 4 Related articles All 5 versions

Massive-scale RDF processing using compressed bitmap indexes K Madduri, K Wu – Scientific and Statistical Database Management, 2011 – Springer … data [1,12]. Special-purpose RDF storage systems include Virtuoso RDF2, Jena3, and hyperGraphDB4. The most common indexing techniques in database systems are variants of B-Trees or bitmap indexes. The techniques … Related articles All 14 versions

Evaluation of embeddable graph manipulation libraries in memory constrained environments V Šor, SN Srirama – Proceedings of the 2012 ACM Research in Applied …, 2012 – dl.acm.org … these attributes can be presented as fields of the class representing an edge (Annas, Jdsl, JgraphT, Jung), or properties or attributes of an edge that must be set separately (HypergraphDB, Dex, Neo4j). 3.3 Measurement To … Cited by 2 Related articles

Arbor: Efficient Large-Scale Graph Data Computing Model W Zhou, B Li, J Han, Z Xu – High Performance Computing and …, 2013 – ieeexplore.ieee.org … We evaluate Arbor with extensive simulations and the results show that, compared to the widely used open- source systems Hama and HyperGraphDB, it can achieve significantly higher performance. … 101 102 Number of Vertex Response Time(sec) Arbor HyperGraphDB Fig. …

The current state of graph databases M Buerli, CPSL Obispo – Department of Computer Science, Cal Poly …, 2012 – cs.utexas.edu … Neo4j also has partial ACID support and lends itself well to trans- actional enterprise solutions. HyperGraphDB(2010)[9, 24] is an open-source database focused on supporting generalized hyper- graphs. … [9] Hypergraphdb. http://www.hypergraphdb. org/. [10] Infinitegraph. … Cited by 6 Related articles All 3 versions

Network Performance Aware Graph Partitioning for Large Graph Processing Systems in the Cloud – Large Scale and Big Data: Processing and …, 2014 – books.google.com … Neo4j and HyperGraphDB TABLE 7.1 Comparison of Representative Systems (An Extended Version Based on Table 2 in Previous [68]) Online Query Memory-Based Distributed Parallel Native Graphs Processing Exploration Processing Neo4j Yes Yes No No HyperGraphDB …

Constructing Virtual Private Supercomputer Using Virtualization and Cloud Technologies I Gankevich, V Korkhov, S Balyan, V Gaiduchok… – … Science and Its …, 2014 – Springer … the data. For the sake of effective handling large graphs require particular storage and processing tools: graph databases such as Pregel [11] or hypergraph oriented HyperGraphDB (http://www.hypergraphdb.org) [12]. They …

An Algorithm for Transformation of Data from MySQL to NoSQL (MongoDB) R Arora, RR Aggarwal – ijascse.org … nodes. Most common graph databases are Neo4j [19], OrientDB[20], AllegroGraph RDFstore [21] and HyperGraphDB [22][23]. Figure 4 represent schema of graph databases, here nodes represent entities like people, item. … Cited by 1 Related articles

Hypergraph-based multidimensional data modeling towards on-demand business analysis DTA Hoang, T Priebe, AM Tjoa – … of the 13th International Conference on …, 2011 – dl.acm.org … Section 6 presents our current experiment design based on HypergraphDB. Finally, section 7 will conclude with a summary and an outlook on further research. … HyperGraphDB comes in the form of a software library to be used directly through its API. … Cited by 1 Related articles

A comparison of current graph database models R Angles – Data Engineering Workshops (ICDEW), 2012 IEEE …, 2012 – ieeexplore.ieee.org … Domingues-Sal et al.[11] evaluated the performance of three graph databases (Neo4j, HypergraphDB and DEX) and an RDF Database (Jena). … DEX • Filament • G-Store • • • HyperGraphDB • InfiniteGraph • Neo4j • Sones • • • • • vertexDB • … Cited by 21 Related articles All 6 versions

Image indexing by spatial relationships between salient objects E Ganea, M Brezovan – Computer Science and Information …, 2011 – ieeexplore.ieee.org … The object- oriented database is implemented on top of HyperGraphDB (HGDB) [2]. The presentation will focus on salient objects detection, object-oriented image modeling of spatial relation- ships, query language and image indexing. … Related articles All 6 versions

Databases Using Neo4J MSM DAGAR, P AITM, MRM SINGH, A Palwal – ijirts.org … Both nodes and edges can have properties that depict their specific charactersticts. Some of the best known graph databases are: Infogrid, HypergraphDB, Jena, DEx, FlockdB and Neo4j[6]-[8]. Out of these only Neo4j is dis- cussed here. B. Neo4j … Related articles

Review of Graph Databases for Big Data Dynamic Entity Scoring MX Labute, MJ Dombroski – 2014 – e-reports-ext.llnl.gov … compared Neo4j, HypergraphDB * , Jena † , and DEX on graphs generated using the R-MAT algorithm, which is able to build graphs of any particular size and edge density. … HypergraphDB is not shown since it took 86,400 seconds to load 32k and 9.4M node graphs. …

Managing and mining large graphs: systems and implementations B Shao, H Wang, Y Xiao – Proceedings of the 2012 ACM SIGMOD …, 2012 – dl.acm.org … Page 3. Native Online Memory Distributed graphs query based parallel processing exploration processing Neo4j [1] Yes Yes No No HyperGraphDB [11] No Yes No No FlockDB [2] No Yes No Yes … Nosql East 2009. [11] B. Iordanov. Hypergraphdb: a generalized graph database. … Cited by 14 Related articles All 6 versions

Distributed Graph Database for Large-Scale Social Computing LY Ho, JJ Wu, P Liu – Cloud Computing (CLOUD), 2012 IEEE …, 2012 – ieeexplore.ieee.org … HyperGraphDB [21] is a distributed graph database devel- opment framework. Users can customize the backend storage and indexing methods to build their own distributed graph databases. HyperGraphDB also provides a P2P layer to dis- tribute the data. … Cited by 5 Related articles All 4 versions

A comparison between several NoSQL databases with comments and notes BG Tudorica, C Bucur – Roedunet International Conference ( …, 2011 – ieeexplore.ieee.org … Eventually Consistent Key Value Store (Amazon Dynamo, Voldemort, Dynomite, KAI, SubRecord, Mo8onDb, Dovetaildb), Page 2. • Graph Databases (Neo4J, Infinite Graph, Sones, InfoGrid, HyperGraphDB, Trinity, AllegroGraph, Bigdata, DEX, OpenLink Virtuoso, VertexDB … Cited by 52 Related articles

From network mining to large scale business networks D Ritter – Proceedings of the 21st international conference …, 2012 – dl.acm.org … Since a graph-based storage and representation of the network is more natural, other approaches from NOSQL database vendors like InfoGrid [17], HyperGraphDB [18] and Noe4j [22] argue to represent the network data for analysis as (hyper) graph and offer embedded … Cited by 12 Related articles All 6 versions

Platform for General-Purpose Distributed Data-Mining on Large Dynamic Graphs M Steinbauer, G Kotsis – Enabling Technologies: Infrastructure …, 2013 – ieeexplore.ieee.org … There are plans to implement sharding into Neo4j. HyperGraphDB [8] is a general storage mechanism which supports graph-oriented storage. … HyperGraphDB comes with a P2P framework that enables data distribution between many HyperGraphDB instances. … Related articles All 5 versions

Comparative analysis of relational and graph databases S Batra, C Tyagi – International Journal of Soft Computing and …, 2012 – ijsce.org … Both nodes and edges can have properties that depict their specific charactersticts. Some of the best known graph databases are: Infogrid, HypergraphDB, Jena, DEx, FlockdB and Neo4j[6]-[8]. Out of these only Neo4j is discussed here. … Cited by 16 Related articles

A query language for analyzing business processes execution B Benatallah, HR Motahari-Nezhad, S Sakr – Business Process …, 2011 – Springer … The evaluation shows that the approach is performing well (also in [12] we evaluated the performance of the FPSPARQL query engine compared to one of the well-known graph databases, the HyperGraphDB, which shows the great performance of the FPSPARQL query engine … Cited by 21 Related articles All 8 versions

DEX: A high-performance graph database management system N Martinez-Bazan, S Gomez-Villamor… – … (ICDEW), 2011 IEEE …, 2011 – ieeexplore.ieee.org … Recently, there has been a renewed interest in the field of general-purpose graph databases that has given rise to several commercial graph database systems such as Neo4J (neo4j.org), a Java-based graph database; HyperGraphDB (www.kobrix.com), a key-value storage … Cited by 9 Related articles All 4 versions

Streaming graph partitioning for large distributed graphs I Stanton, G Kliot – Proceedings of the 18th ACM SIGKDD international …, 2012 – dl.acm.org … Examples of these systems include Pregel [25], GraphLab [24], InfiniteGraph, HyperGraphDB, Ne04j, and Microsoft’s Trinity [4] and Horton [3], to name but a few. Even for these graph specific systems, the graphs are laid out using a hash of the node ID to select a parti- tion. … Cited by 54 Related articles All 19 versions

Analyzing methods for path mining with applications in metabolomics S Tagore, N Chowdhury, RK De – Gene, 2014 – Elsevier … tinkerpop.com/. HyperGraphDB (Goertzel, 2006), An open-source (LGPL) graph database supporting generalized hypergraphs where edges can point to other edges, http://www.hypergraphdb.org/index. InfiniteGraph (Martinez … Cited by 2 Related articles All 4 versions

A brief study of open source graph databases R McColl, D Ediger, J Poovey, D Campbell… – arXiv preprint arXiv: …, 2013 – arxiv.org … ACID-compliant SQL databases (SQLite, MySQL, Oracle, and MS SQL Server), modern NoSQL databases and graph databases (Neo4j, OrientDB, InfoGrid, Titan, FlockDB, ArangoDB, InfiniteGraph, AllegroGraph, DEX, GraphBase, and HyperGraphDB), distributed graph … Cited by 2 Related articles All 4 versions

Constructions from dots and lines MA Rodriguez, P Neubauer – Bulletin of the American Society …, 2010 – Wiley Online Library … For this reason, there are specialized hypergraph systems, such as HyperGraphDB. … CouchDB: http://couchdb.apache.org/; Gremlin: http://gremlin.tinkerpop.com/; HyperGraphDB: www.kobrix.com/hgdb.jsp; JSON: www.json.org; … Cited by 38 Related articles All 16 versions

The Business Graph Protocol D Ritter – Information and Software Technologies, 2012 – Springer … There, the HyperGraphDB [13] represents closest known prior art with respect to hyper graph structures, which is one aspect of the RG. … Infogrid Web Graph Database. Infogrid (November 2011), http://infogrid.org/ 13. Iordanov, B.: HyperGraphDB: A Generalized Graph Database. … Cited by 3 Related articles All 3 versions

Performance of graph query languages: comparison of cypher, gremlin and native access in neo4j F Holzschuher, R Peinl – Proceedings of the Joint EDBT/ICDT 2013 …, 2013 – dl.acm.org … eg, MongoDB and CouchDB). Fi- nally, graph databases are well suited to store graph-like data such as chemical structures or social network data. Ex- amples are Allegro GraphDB and HypergraphDB. The latter ones are sometimes … Cited by 11 Related articles All 4 versions

Seraph: An Efficient System for Parallel Processing on a Shared Graph Z Yang, J Xue, Z Qu, S Hou, Y Dai – 2013.ladisworkshop.org … Graph databases such as Neo4j [3], HyperGraphDB [5] and Sones GraphDB belong to the first category. … In Proc. of OSDI’12 (2012). [5] IORDANOV, B. Hypergraphdb: a generalized graph database. In Pro. of WAIM’10 (2010). [6] LOW, Y., ET AL. … Related articles

A Survey Of Persistent Graph Databases Y Liu – 2014 – rave.ohiolink.edu … ing. HypergraphDB (www.hypergraphdb.org), using the key-value model in BerkeleyDb. Page 28. 20 … These relationships create the topological structure of the graph. HypergraphDB also provide an optional hypergraph structure. The edge in hypergraph called hyperedge … Related articles All 3 versions

Third International Workshop on Graph Data Management: Techniques and Applications (GDM 2012) H Wang, S Elnikety, S Sakr, L Zou – computer.org … Philippe Cudre-Mauroux Industrial Session Virtuoso 7 – Column Store and Adaptive Techniques for Graph Orri Erling HyperGraphDB: Model and Applications Borislav Iordanov 160 169 Page 4. The Bigdata(r) Parallel Graph Database Bryan Thompson … All 2 versions

Experimental Comparison of Graph Databases V Kolomi?enko, M Svoboda, IH Mlýnková – Proceedings of International …, 2013 – dl.acm.org … edges). HypergraphDB 22https://github.com/tinkerpop/tinkubator/tree/ master/graphdb- bench 23http://igraph.sourceforge.net/ 24http://graphml.graphdrawing.org/ 25http://jena.apache.org/ 26http://www.hypergraphdb.org/ could … Related articles

Comparative Analysis of Relational Databases and Graph Databases C Tyagi – 2012 – dspace.thapar.edu … properties that depict their specific characteristics. Some of the best known graph databases are: Infogrid, HypergraphDB, Jena, DEx, FlockdB and Neo4j[5, 6, 7]. Page 23. 12 … projects. HypergraphDB stores all the graph information in the form of key-value pairs. … Related articles

Efficient graph management based on bitmap indices N Martínez-Bazan, MÁ Águila-Lorente… – Proceedings of the 16th …, 2012 – dl.acm.org … As a consequence, several commercial products for graph management have appeared, such as Neo4J [19], HyperGraphDB [9], or OrientDB [22], which store the graph in a file system (which can be a local file system, a shared disk…) and perform computations in a computing … Cited by 10 Related articles All 3 versions

Evaluation of storage mechanisms for a content repository N Beekman – 2011 – dare.uva.nl … Additionally, the graph-oriented HypergraphDB database was shown to scale to large datasets but does not provide ordering and pagination, two important features for a content repository. … 19 3.3.3 HyperGraphDB . . . . . … Related articles

Graph databases: Trends in the web of data MA Rodriguez – KRDB Trends in the Web of Data School-Brixen/ …, 2010 – inf.unibz.it Page 1. Graph Databases: Trends in the Web of Data Marko A. Rodriguez Graph Systems Architect http://markorodriguez.com http://twitter.com/twarko http://slideshare.com/slidarko KRDB Trends in the Web of Data School – Brixen/Bressanone, Italy– September 18, 2010 … Cited by 2 Related articles All 3 versions

The BioIntelligence Framework: a new computational platform for biomedical knowledge computing T Farley, J Kiefer, P Lee, D Von Hoff… – Journal of the …, 2012 – jamia.bmj.com … HyperGraphDB resembles our model, but uses a directed hypergraph and is built on a traditional database.22 Our model is more general, based on less restrictive undirected edges, and intended to be implemented natively, although a DBMS using our model may use other DB … Cited by 3 Related articles All 12 versions

A generic decentralized trust management framework R Friedman, A Portnoy – Software: Practice and Experience, 2013 – Wiley Online Library Skip to Main Content. Wiley Online Library will be disrupted Saturday, 7 June from 10:00-15:00 BST (05:00-10:00 EDT) for essential maintenance. Wiley Online Library. Log in / Register. Log In E-Mail Address Password Forgotten Password? Remember Me. … Related articles All 7 versions

Graph Representation. D Dominguez-Sal, V Muntés-Mulero, N Martínez-Bazan… – 2011 – 202.154.59.182 Page 1. 1 Copyright © 2012, IGI Global. Copying or distributing in print or electronic forms without written permission of IGI Global is prohibited. Chapter 1 DOI: 10.4018/978-1-61350-053-8.ch001 INTRODUCTION Graphs are … Related articles All 3 versions

A discussion on the design of graph database benchmarks D Dominguez-Sal, N Martinez-Bazan… – … and Characterization of …, 2011 – Springer … There are a certainly growing number of initiatives to implement and com- mercialize GDBs, like Neo4j [2], HyperGraphDB [3], Infogrid [4] or DEX [5] and many RDF solutions such as Jena [6] or AllegroGraph [7]. There are other ini- tiatives to create graph querying languages … Cited by 15 Related articles All 9 versions

XGDBench: A benchmarking platform for graph stores in exascale clouds M Dayarathna, T Suzumura – Cloud Computing Technology …, 2012 – ieeexplore.ieee.org … Dominguez-Sal et al., made a survey of graph database performance on the HPC Scalable Graph Analysis Benchmark [10]. They evaluated the performance of four graph databases/stores Neo4j, Jena, HypergraphDB, and DEX. … Related articles

The Semantic Web as a Software Modeling Tool: An Application to Citizen Relationship Management B Iordanov, A Alexandrova, S Abbas, T Hilpold… – … Languages and Systems, 2013 – Springer … van Haren Publishing, Amersfoort (2011) 14. Iordanov, B.: HyperGraphDB: A Generalized Graph Database. In: Proceedings of the 2010 International Conference on Web-age Information Management (2010), http://www.hypergraphdb.org/docs/hypergraphdb.pdf 15. … Related articles All 2 versions

Email Communication Transformation into Knowledge Base BD Pszota – 2012 – vi.ikt.ui.sav.sk … DEX Fast and scalable Lack of TinkerPop stack No user interface HypergraphDB JSON, RDF/OWL Slow on larger datasets Lack of TinkerPop stack … database projects (Neo4j, Jena, HypergraphDB and DEX). They are implemented the … Related articles

Graph data partition models for online social networks P Chairunnanda, S Forsyth, K Daudjee – … of the 23rd ACM conference on …, 2012 – dl.acm.org … Relaxing the restriction on edges, HypergraphDB [5] allows a single edge to connect more than two vertices to express more complex semantics. … Springer Berlin / Heidelberg, 2009. [5] B. Iordanov. Hypergraphdb: a generalized graph database. … Cited by 2 Related articles All 2 versions

JAM: Java-based Associative Memory R Pröpper, F Putze, T Schultz – … of the Paralinguistic Information and its …, 2011 – Springer … With HGDBNetwork, a slower implementation with a much smaller memory foot- print based on the HypergraphDB [5] database is also available. … [5] B. Iordanov. HyperGraphDB: a Generalized Graph Database. Web-Age Infor- mation Management, pages 25–36, 2010. … Related articles All 4 versions

Towards Knowledge Discovery in Big Data RK Lomotey, R Deters – Service Oriented System Engineering ( …, 2014 – ieeexplore.ieee.org … Moreover, graph databases are transactional and are optimized for cross- record connections. At the moment, some NoSQL graph databases as listed in [8] are Neo4J, Infinite Graph, InfoGrid, HyperGraphDB, GraphBase, and so on. …

Systems for Big-Graphs A Khan, S Elnikety – Proceedings of the VLDB Endowment, 2014 – research.microsoft.com … epiC [3]? What we shall not cover in this tutorial. We shall not discuss ex- isting graph databases, such as Neo4j and HyperGraphDB, as they usually cannot manage graphs that are distributed among multiple servers. We do …

Topics and Terms Mining in Unstructured Data Stores RK Lomotey, R Deters – Computational Science and …, 2013 – ieeexplore.ieee.org … Moreover, graph databases are transactional and are optimized for cross-record connections. At the moment, some NoSQL graph databases as listed in [20] are Neo4J, Infinite Graph, InfoGrid, HyperGraphDB, GraphBase, and so on. … Related articles All 4 versions

Graph database benchmarking on cloud environments with XGDBench M Dayarathna, T Suzumura – Automated Software Engineering, 2013 – Springer … (2010). They evaluated the performance of four graph databases/stores Neo4j, Jena, HypergraphDB, and DEX. However, a limitation of their work is that it only implements HPC Benchmark and does not consider attribute graphs. In a different work Dominguez-Sal et al. … Related articles

Comparitive analysis of Relational and Graph Databases G Jaiswal, AP Agrawal – IOSR Journal of Engineering (IOSRJEN) Vol – iosrjen.org … MIT Press. [6] HypergraphDB website, Available http://www.kobrix.com/hgdb.jsp [7] Jena documentation, Available http://jena.sourceforge.net/documentation.html [8] Infogrid. Blog, Available http://infogrid.org/blog/2010/03/operations-on-a-graph-databae-papa-4. [9] Neo4j. … Cited by 2 Related articles

Multiterm keyword search in NoSQL systems C Von der Weth, A Datta – Internet Computing, IEEE, 2012 – ieeexplore.ieee.org … A common feature for accom- plishing this is the ability to store sets of ele- ment references in a single entry’s field value. Existing implementations of graph databases include Neo4j (http://neo4j.org) and Hyper- GraphDB (www.hypergraphdb.org). … Cited by 5 Related articles All 12 versions

M-Lock: Accelerating Distributed Transactions on Key-Value Stores through Dynamic Lock Localization N Rapolu, S Chakradhar, A Hassan… – … (CLOUD), 2013 IEEE …, 2013 – ieeexplore.ieee.org … Megastore uses Bigtable [3] as the store, whereas CloudDB and Spire use HBase [8]. Distributed graph databases like Trinity [21], HyperGraphDB [10] and Titan [19] also host large social network graphs in these stores. Scale … Cited by 1 Related articles All 2 versions

Analytics–as–a–service framework for terms association mining in unstructured data RK Lomotey, R Deters – … Journal of Business Process Integration and …, 2014 – Inderscience … Moreover, graph databases are transactional and are optimised for cross-record connections. At the moment, some NoSQL graph databases as listed in http://nosql-database.org/ are Neo4J, Infinite Graph, InfoGrid, HyperGraphDB, GraphBase, and so on. … Related articles

A unified graph query layer for multiple databases E Yoneki, A Roy – University of Cambridge, Computer Laboratory, …, 2012 – cl.cam.ac.uk … platform. Various other graph-based databases have emerged over the past few years, including Neo4j [22], In- foGrid [15], AllegroGraph [8], HypergraphDB [18], InfiniteGraph [14], and recently Trinity [21] from Microsoft Research. … Cited by 1 Related articles All 4 versions

A similarity measure for approximate querying over RDF data R De Virgilio, A Maccioni, R Torlone – … of the Joint EDBT/ICDT 2013 …, 2013 – dl.acm.org Page 1. A Similarity Measure for Approximate Querying over RDF data Roberto De Virgilio Università Roma Tre Rome, Italy dvr@dia.uniroma3.it Antonio Maccioni Università Roma Tre Rome, Italy maccioni@dia.uniroma3.it … Cited by 4 Related articles All 6 versions

Counting Hypergraphs in Data Streams H Sun – arXiv preprint arXiv:1304.7456, 2013 – arxiv.org … For the study of databases, people started to use hypergraphs to model database schemes since 1980s [5, 8], and this line of research led to several well-known data storage mechanisms like HyperGraphDB [1]. Besides database theory, a number of studies have shown that … Related articles All 8 versions

A flexible graph-based data model supporting incremental schema design and evolution K Braunschweig, M Thiele, W Lehner – Current Trends in Web Engineering, 2012 – Springer … SIGMOD Rec. 34 (2005) 6. Iordanov, B.: HyperGraphDB: A Generalized Graph Database. In: Shen, HT, Pei, J., Özsu, MT, Zou, L., Lu, J., Ling, T.-W., Yu, G., Zhuang, Y., Shao, J. (eds.) WAIM 2010. LNCS, vol. 6185, pp. 25–36. … Related articles All 3 versions

Stream Querying and Reasoning on Social Data J Mondal, A Deshpande – cs.umd.edu … There has been much work on single-site graph databases (eg, [16, 60, 62, 99, 64], Neo4j [1]), and in recent years, on distributed graph databases and program- ming frameworks for specifying batch analysis tasks over graphs (eg, HyperGraphDB [66], InfiniteGraph [67 …

A short survey on the state of the art in architectures and platforms for large scale data analysis and knowledge discovery from data E Begoli – Proceedings of the WICSA/ECSA 2012 Companion …, 2012 – dl.acm.org … dynamically augments schema-less representation. Some of the leading implementations of Graph databases are Neo4J, AllegroGraph, InfiniteGraph, HyperGraphDB, InfoGrid and Google Pregel. 4.4 Hadoop-Relational Hybrids … Cited by 5 Related articles All 4 versions

Data management in cloud environments: NoSQL and NewSQL data stores K Grolinger, WA Higashino… – Journal of Cloud …, 2013 – journalofcloudcomputing.com … One of the reasons is the rapid pace of changes in graphs, which may trigger intensive rebalancing operations. For this reason, the graph databases investigated, Neo4J, HypergraphDB, and AllegroGraph, do not offer partitioning in the traditional sense. … Cited by 9 Related articles All 8 versions

RSenter: terms mining tool from unstructured data sources RK Lomotey, R Deters – … Journal of Business Process Integration and …, 2013 – Inderscience … Moreover, graph databases are transactional and are optimised for cross-record connections. At the moment, some NoSQL graph databases as listed in http://nosql-database.org/ are Neo4J, Infinite Graph, InfoGrid, HyperGraphDB, GraphBase, and so on. … Cited by 1 Related articles

The trinity graph engine B Shao, H Wang, Y Li – Microsoft Research, 2012 – shisoft.info … Native Online Memory Distributed graphs query based parallel processing exploration processing Neo4j [5] Yes Yes No No HyperGraphDB [27] No Yes No No FlockDB [6] No Yes No Yes MapReduce [21] No No No Yes PEGASUS [29] No No No Yes Pregel [34] No No No Yes … Cited by 37 Related articles All 2 versions

RuleML/Grailog: The rule metalogic visualized with generalized graphs H Boley – 2011 – nparc.cisti-icist.nrc-cnrc.gc.ca Page 1. Contact us / Contactez nous: nparc.cisti@nrc-cnrc.gc.ca. http://nparc.cisti-icist. nrc-cnrc.gc.ca/npsi/jsp/nparc_cp.jsp?lang=fr L’accès à ce site Web et l’utilisation de son contenu sont assujettis aux conditions présentées dans le site … Cited by 1 Related articles

Concept and implementation of a pluggable framework for storage, transformation, and analysis of large-scale enterprise topology graphs H Todenhagen – 2013 – elib.uni-stuttgart.de Page 1. Institute of Architecture of Application Systems University of Stuttgart Universitätsstraße 38 D–70569 Stuttgart Diploma Thesis No. 3398 Concept and Implementation of a Pluggable Framework for Storage, Transformation, and Analysis of large-scale Enterprise Topology … Related articles All 3 versions

Web-Age Information Management HTSJ Pei, MTÖLZ JiahengLu, TWLGY YiZhuang… – 2010 – Springer … Parallel Systems….. 13 Victor Muntés-Mulero, Norbert Mart?nez-Bazán, Josep-Llu?s Larriba-Pey, Esther Pacitti, and Patrick Valduriez HyperGraphDB: A Generalized Graph Database….. 25 Borislav … All 2 versions

[BOOK] Web-Age Information Management. WAIM 2010 Workshops: WAIM 2010 International Workshops: IWGD 2010, WCMT 2010, XMLDM 2010, Jiuzhaigou Valley … HT Shen, J Pei, MT Özsu, L Zou, J Lu, TW Ling, G Yu… – 2010 – books.google.com … Parallel Systems….. 13 Victor Muntes-Mulero, Norbert Mart?nez-Bazan, Josep-Llu?s Larriba-Pey, Esther Pacitti, and Patrick Valduriez HyperGraphDB: A Generalized Graph Database….. 25 Borislav …

Facilitating representation and retrieval of structured cases: Principles and toolkit J Kendall-Morwick, D Leake – Information Systems, 2014 – Elsevier … These data sources involve very large graphs, spawning projects which focus on retrieving one graph component at a time (typically a node and its incident edges) for traversal algorithms (eg, Neo4j [25], AllegroGraph [26], DEX [27], VertexDB [28], and HypergraphDB [29]). … Cited by 4 Related articles All 3 versions

Hybrid query execution engine for large attributed graphs S Sakr, S Elnikety, Y He – Information Systems, 2014 – Elsevier … not been considered. • Recently, some native graph database systems have been introduced (eg Neo4j, 3 HypergraphDB 4 ). These systems are mainly designed to provide efficient graph traversal functions. 5 However, these … Related articles All 3 versions

Analysis of alternatives to store genealogical trees using Graph Databases L Pasarin Perea – 2013 – upcommons.upc.edu … 7.2 Final comparison of Graph Databases 7.2.1 Design of comparison criteria 7.2.2 Evaluation and Comparison 8 Technical considerations for the prototype 9 Final Evaluation and Comparison in more detail 9.1 Evaluation and Comparison 9.1.1 Dex 9.1.2 HyperGraphDB 9.1.3 … All 2 versions

NoSQL databases: MongoDB vs cassandra V Abramova, J Bernardino – … of the International C* Conference on …, 2013 – dl.acm.org … Accumulo, Hypertable. • Graph database. Those databases are used when data can be represented as graph, for example, social networks. Examples of Graph databases: Neo4J, Infinite Graph, InfoGrid, HyperGraphDB. In the … Cited by 1 Related articles

Managing Social Network Data through Dynamic Distributed Partitioning D Nicoara, S Kamali, K Daudjee, L Chen – cs.uwaterloo.ca Page 1. Managing Social Network Data through Dynamic Distributed Partitioning Daniel Nicoara University of Waterloo dnicoara@uwaterloo.ca Shahin Kamali University of Waterloo s3kamali@uwaterloo.ca Khuzaima Daudjee University of Waterloo kdaudjee@uwaterloo.ca … Related articles

eCompass: A Semantic Browsing Tool For Faceted Government Web Content A Alexandrova, B Iordanov – kobrix.com … repository. The topic implementation on the server-side is based on the HyperGraphDB database, a general purpose, transactional, in-memory database for storing and querying complex structures (http://www.kobrix.com/hgdb.jsp). … Related articles All 2 versions

Grailog: Mapping Generalized Graphs to Computational Logic H Boley – AISB/IACAP World Congress 2012 – idt.mdh.se Page 1. Grailog: Mapping Generalized Graphs to Computational Logic (Long version: http://www.cs.unb.ca/~boley/talks/RuleMLGrailog.pdf) Harold Boley NRC-ICT Fredericton Faculty of Computer Science, University of New Brunswick Canada … All 4 versions

Extending information integration technologies for problem solving over heterogeneous information resources LA Kalinichenko, SA Stupnikov… – ??????????? ? ?? …, 2012 – mathnet.ru … The examples of such systems include Dynamo, BigTable, HBase, Cassandra, MongoDB, CouchDB. In the class of graph data models, one can find such systems as Neo4j, InfiniteGraph, DEX, InfoGrid, HyperGraphDB, Trinity, and supporting flexible data structures. … Related articles All 3 versions

Using Graph Database to Support Queries on Attack Graph S Sahoo – 2013 – dspace.jdvu.ac.in … partitioning). Neo4j also has partial ACID support and lends itself well to transactional enterprise solutions. HyperGraphDB [12] is an open- source database focused on supporting generalized hyper-graphs. Hypergraphs differ … Related articles All 2 versions

Link Patterns In The World Wide Web T Khalil, CSM Wu – Journal Impact Factor, 2013 – iaeme.com … Most NoSQL databases can be classified according to their underlying storage mechanism: key-value (eg, Amazon Dynamo), document (eg, MongoDB, RavenDB, CouchDB), column family (eg, Apache HBase, Google BigTable), and graph store (eg, neo4j, HyperGraphDB). … Related articles All 3 versions

Storing and Analyzing Social Data N Ruflin, H Burkhart, S Rizzotti – 2010 – probinder.com Page 1. Storing and Analyzing Social Data University of Basel Computer Science Department Master Thesis Author: Nicolas Ruflin Breisacherstrasse 26 4057 Basel +41 76 435 58 67 n.ruflin@stud.unibas.ch Thesis Advisors: Prof. Dr. Helmar Burkhart Dr. Sven Rizzotti … Cited by 1 Related articles All 2 versions

The shortest path algorithm performance comparison in graph and relational database on a transportation network M Miler, D Medak, D Odobaši? – PROMET-Traffic&Transportation, 2014 – fpz.unizg.hr … HPC-SGAB was designed by several leading researchers from academia and industrial companies. In their paper, the authors tested the per- formance of four graph database systems on a syn- thetic generated graph: Neo4j, Jena, HypergraphDB and DEX. … Related articles All 5 versions

An empirical comparison of graph databases S Jouili, V Vansteenberghe – Social Computing (SocialCom), …, 2013 – ieeexplore.ieee.org … of basic methods that can be used to interact 4http://www.neo4j.org 5http://thinkaurelius.github. com/titan/ 6http://www.orientdb.org/ 7http://www.sparsity-technologies.com/ 8http://www.sones. de/ 9http://www.franz.com/agraph/allegrograph/ 10http://www.hypergraphdb.org/ 11A … Cited by 2 Related articles All 9 versions

Trinity: A distributed graph engine on a memory cloud B Shao, H Wang, Y Li – … of the 2013 international conference on …, 2013 – dl.acm.org … Graph Query Graph Scale-out Database Processing Analytics System Neo4j [4] Yes Yes Yes No HyperGraphDB [22] Yes Yes No No GraphChi [25] No No Yes No PEGASUS [23] No No Yes Yes MapReduce [15] No No Yes Yes Pregel [28] No No Yes Yes GraphLab [1] No No … Cited by 38 Related articles All 7 versions

Grailog 1.0: graph-logic visualization of ontologies and rules H Boley – Theory, Practice, and Applications of Rules on the Web, 2013 – Springer … 7031, pp. 257–272. Springer, Heidelberg (2011) [Ior10] Iordanov, B.: HyperGraphDB: A Generalized Graph Database. In: Shen, HT, Pei, J., Özsu, MT, Zou, L., Lu, J., Ling, T.-W., Yu, G., Zhuang, Y., Shao, J. (eds.) WAIM 2010. LNCS, vol. 6185, pp. 25–36. … Cited by 3 Related articles All 6 versions

Managing large dynamic graphs efficiently J Mondal, A Deshpande – Proceedings of the 2012 ACM SIGMOD …, 2012 – dl.acm.org Page 1. Managing Large Dynamic Graphs Efficiently Jayanta Mondal University of Maryland, College Park jayanta@cs.umd.edu Amol Deshpande University of Maryland, College Park amol@cs.umd.edu ABSTRACT There is … Cited by 26 Related articles All 8 versions

Efficient subgraph matching on billion node graphs Z Sun, H Wang, H Wang, B Shao, J Li – Proceedings of the VLDB …, 2012 – dl.acm.org … However, they are designed for offline graph analytics, instead of online query processing. Other systems, including Neo4j [1] and HyperGraphDB [17], are not for web-scale graphs and have only primitive support for basic graph operations. … Cited by 50 Related articles All 15 versions

Mitigating I/O latency in SSD-based graph traversal A Roy, K Nilakant, V Dalibard, E Yoneki – University of Cambridge, …, 2012 – cl.cam.ac.uk Page 1. Technical Report Number 823 Computer Laboratory UCAM-CL-TR-823 ISSN 1476-2986 Mitigating I/O latency in SSD-based graph traversal Amitabha Roy, Karthik Nilakant, Valentin Dalibard, Eiko Yoneki November 2012 … Cited by 2 Related articles All 5 versions

Asynchronous Large-Scale Graph Processing Made Easy. G Wang, W Xie, AJ Demers, J Gehrke – CIDR, 2013 – cs.cornell.edu Page 1. Asynchronous Large-Scale Graph Processing Made Easy Guozhang Wang, Wenlei Xie, Alan Demers, Johannes Gehrke Cornell University Ithaca, NY {guoz, wenleix, ademers, johannes}@cs.cornell.edu ABSTRACT … Cited by 16 Related articles All 7 versions

Seraph: an efficient, low-cost system for concurrent graph processing J Xue, Z Yang, Z Qu, S Hou, Y Dai – Proceedings of the 23rd …, 2014 – dl.acm.org Page 1. Seraph: an Efficient, Low-cost System for Concurrent Graph Processing Jilong Xue, Zhi Yang, Zhi Qu, Shian Hou and Yafei Dai Department of Computer Science, Peking University Beijing, China {xjl, yangzhi, quzhi, hsa, dyf}@net.pku.edu.cn …

A Study of NoSQL and NewSQL databases for data aggregation on Big Data P Murugan, A Sentraya – 2013 – diva-portal.org … queries. Real world objects such as Product ratings, Social networks can be easily designed using these databases and provide fast read or write access. There are several graph databases in the market – Neo4j, HyperGraphDB, GraphBase, BigData, etc. Neo4j is a Page 18. 15 … Related articles

NoSQL database considerations and implications for businesses DJ Pretorius – 2013 – ir1.sun.ac.za … the column family – Cassandra, Hypertable, Amazon SimpleDB; • the document store – MongoDB, CouchDB, RavenDB; and • the graph database – Neo4J, Infinite Graph, HyperGraphDB This research assignment will not provide specific details of the different types of … Related articles All 4 versions

Improving structural medical process comparison by exploiting domain knowledge and mined information S Montani, G Leonardi, S Quaglini, A Cavallini… – Artificial intelligence in …, 2014 – Elsevier Objectives Process model comparison and similar process retrieval is a key issue to be addressed in many real-world situations, and a particularly relevant one.

Graph Algorithms in the Internet Age IL Stanton – 2012 – escholarship.org … Examples of these systems include Pregel [99], GraphLab [94], InfiniteGraph, HyperGraphDB, Ne04j, and Microsoft’s Trinity [4] and Hor- ton [3], to name but a few. Even for these graph specific systems, the graphs are laid out using a hash of the node ID to select a partition. … Related articles All 7 versions

Social Network System Design A AKRAWI – kiosk.nada.kth.se Page 1. Social Network System Design ALBERZ AKRAWI Master of Science Thesis Stockholm, Sweden 2010 Page 2. Social Network System Design ALBERZ AKRAWI Master’s Thesis in Computer Science (30 ECTS credits … Cited by 1 All 3 versions

How well do graph-processing platforms perform? an empirical performance evaluation and analysis Y Guo, M Biczak, AL Varbanescu, A Iosup, C Martella… – 2013 – pds.ewi.tudelft.nl … Addressing a variety of functional and non-functional require- ments, a large number of processing platforms are becoming available. Neo4j [19], HyperGraphDB [20], and GraphChi [21] are examples of efficient single-node platforms with limited scalability. … Cited by 3 Related articles

Clause-iteration with MapReduce to scalably query datagraphs in the SHARD graph-store K Rohloff, RE Schantz – Proceedings of the fourth international workshop …, 2011 – dl.acm.org … It uses dynamically partitioned key- range shards with B+Trees to enable to easier dynamic addition of capacity. HypergraphDB also uses BTree indexing as implemented in BerkeleyDB. InfiniteGraph is a proprietary graph database that uses a peer-to-peer architecture. … Cited by 12 Related articles All 3 versions

BiShard Parallel Processor: A Disk-Based Processing Engine for Billion-Scale Graphs. K Najeebullah, KU Khan, W Nawaz, YK Lee – International Journal of …, 2014 – sersc.org … 10, Lisbon, Portugal. [23] INFINITEGRAPH: DISTRIBUTED GRAPH DATABASE, www.infinitegraph.com/. [24] KOBRIX SOFTWARE, Directed hypergraph database, http://www.hypergraphdb.org/index. [25] NEO TECHNOLOGY … Related articles All 3 versions

Query–by–example approach towards on–demand multidimensional analysis DTA Hoang, AM Tjoa, T Priebe – International Journal of Business …, 2012 – Inderscience … 7, No. 1, pp.1–11. Iordanov, B. (2010) ‘HyperGraphDB: a generalized graph database, ‘Proceedings of the 2010 international conference on Web-age information management WAIM’10’, Springer-Verlag Berlin, Heidelberg, pp.25–36. 150 DTA Hoang et al. … Related articles All 8 versions

Cloud Database Systems: NoSQL, NewSQL, and Hybrid SV Chande – Handbook of Research on Cloud Infrastructures for …, 2014 – books.google.com … Page 248. Cloud Database Systems to manage ad-hoc and changing data with evolving schemas. Neo4J, InfoGrid, HyperGraphDB, DEX, Sonex, VertexDB and AllegroGraph are the key products that fall under Graph Database category. … All 2 versions

A symbolic layer for autonomous component-based software agents R Dinu, T Stratulat, J Ferber – … on Combinations of Intelligent Methods and …, 2012 – lirmm.fr … In Applications and Innovations in Intelligent Systems XV, pages 103–115. Springer London, 2008. [12] B. Iordanov. HyperGraphDB: A generalized graph database. First In- ternational Workshop on Graph Database, 2010. [13] J. Muller. The agent architecture INTERRRAP. … Related articles All 6 versions

Fast Iterative Graph Computation: A Path Centric Approach P Yuan, W Zhang, C Xie, H Jin, L Liu, K Lee – www-static.cc.gatech.edu Page 1. Fast Iterative Graph Computation: A Path Centric Approach Pingpeng Yuan, Wenya Zhang, Changfeng Xie, Hai Jin Services Computing Technology and System Lab. Cluster and Grid Computing Lab. School of Computer …

Approximate querying of rdf graphs via path alignment R De Virgilio, A Maccioni, R Torlone – Distributed and Parallel Databases, 2012 – Springer Page 1. Distrib Parallel Databases DOI 10.1007/s10619-014-7142-1 Approximate querying of RDF graphs via path alignment Roberto De Virgilio · Antonio Maccioni · Riccardo Torlone © Springer Science+Business Media New York 2014 … Cited by 1 Related articles All 2 versions

Performance Analysis of Cluster Databases Base on YCSB System S Huang – 2012 – etd.lib.nsysu.edu.tw … keyspace?flare?schema-free?RAMCloud?SubRecord?Mo8onDb?Dovetaildb ? Graph Databases? Neo4J?Infinite Graph?Sones?InfoGrid?HyperGraphDB?Trinity?DEX? AllegroGraph?BrightstarDB?Bigdata?Meronymy?OpenLink?Virtuoso? … Related articles All 2 versions

Making Semantic Information Work Effectively for Degraded Environments J Bryant, M Paulini – 2013 – DTIC Document Page 1. i 18th ICCRTS Title of Paper: Making Semantic Information Work Effectively for Degraded Environments Primary Topic: Architectures, Technologies, and Tools Alternatives: Data, Information and Knowledge; Collaboration, Shared Awareness, and Decision Making … Cited by 2 Related articles

How to partition a billion-node graph L Wang, Y Xiao, B Shao, H Wang – Data Engineering (ICDE), …, 2014 – ieeexplore.ieee.org Page 1. How to Partition a Billion-Node Graph Lu Wang #1, Yanghua Xiao ?2, Bin Shao ‡3, Haixun Wang ?4 # Hong Kong University of Science and Technology, Hong Kong, China 1 coolwanglu@gmail.com ? Shanghai Key … Cited by 4 Related articles All 3 versions

Intelligent Agents: Integrating Multiple Components Through a Symbolic Structure R Dinu, T Stratulat, J Ferber – Combinations of Intelligent Methods and …, 2013 – Springer … In Applications and Innovations in Intelligent Systems XV, pp. 103–115. Springer, London (2008). 13. Iordanov, B.: HyperGraphDB: a generalized graph database. First International Workshop on Graph, Database (2010). 14. Muller, J.: The agent architecture INTERRRAP. … Related articles All 5 versions

A New Unsupervised Web Services Classification based on Conceptual Graphs E Boujarwah, H Yahyaoui, M Almulla – ICIW 2013, The Eighth …, 2013 – thinkmind.org … princeton.edu, 2010. [10] I. Borislav, K. Vandev, C. Costa, M. Marinov, M. de Queiroz, I. Holsman, A. Picard, and I. Bogdahn, “HypergraphDB 2010”, www.hypergraphdb. org, Last visit: 13th October, 2012. [11] Ch. Kiefer, and A … Related articles

Views and transactional storage for large graphs MM Lee, I Roy, A AuYoung, V Talwar, KR Jayaram… – Middleware 2013, 2013 – Springer Page 1. Views and Transactional Storage for Large Graphs Michael M. Lee1, Indrajit Roy2, Alvin AuYoung2, Vanish Talwar2, KR Jayaram2, and Yuanyuan Zhou1 1 University of California, San Diego {mmlee,yyzhou}@cs.ucsd … Cited by 2 Related articles All 2 versions

Considerations about the implementation of a public knowledge base regarding nanotechnology D Kimmig, C Marquardt, K Nau… – … Science & Discovery, 2014 – iopscience.iop.org Nanotechnology ranks among the key technologies that will bring fundamental changes to basic research, many industry sectors and daily life. However, consumers often miss reliable and understandable information on nanomaterials. To create this transparency, the DaNa project … Related articles All 2 versions

NoSQL Databases GC Deka – Handbook of Research on Cloud Infrastructures for …, 2014 – books.google.com Page 208. 186 Chapter 8 NoSQL Databases Ganesh Chandra Deka Government ofIndia, India ABSTRACT NoSQL databases are designed to meet the huge data storage requirements of cloud computing and big data processing. … All 2 versions

NoSQL databases C Strauch, ULS Sites, W Kriha – Lecture Notes, Stuttgart Media University, 2011 – aubg.bg Page 1. NoSQL Databases … Cited by 72 Related articles All 21 versions

Document Management Tool for the Maintenance of Vessels A Munín, A Martínez, B Santos, A Paz – joURNAL oF MARITIME …, 2012 – jmr.unican.es … http://europa.eu/legislation_summaries/environment/tackling_ climate_change/l24007_en. htm HyperGraphDB [Online]: http://www.kobrix.com/hgdb.jsp [23/03/2011] InfiniteGraph [Online]: http://www.infinitegraph.com/ [23/03/2011] Jarvis, DJ MARNIS. … Related articles

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Extracting Data from NoSQL Databases-A Step towards Interactive Visual Analysis of NoSQL Data P Näsholm – 2012 – publications.lib.chalmers.se Page 1. Chalmers University of Technology University of Gothenburg Department of Computer Science and Engineering Göteborg, Sweden, January 2012 Extracting Data from NoSQL Databases A Step towards Interactive Visual Analysis of NoSQL Data … Cited by 4 Related articles

Performance improvements in crawling modern Web applications A Zarei – 2014 – circle.ubc.ca Page 1. Performance Improvements in Crawling Modern Web Applications by Alireza Zarei B.Sc., Amirkabir University of Technology (Tehran Polytechnic), 2010 A THESIS SUBMITTED IN PARTIAL FULFILLMENT OF THE REQUIREMENTS FOR THE DEGREE OF … Related articles All 3 versions

Measuring the Counter/Assumption Model’s Effect on Argumentation Quality EDG Ovadia – 2013 – digitalcommons.calpoly.edu Page 1. MEASURING THE COUNTER/ASSUMPTION MODEL’S EFFECT ON ARGUMENTATION QUALITY A Thesis Presented to the Faculty of California Polytechnic State University San Luis Obispo In Partial Fulfillment of the Requirements for the Degree … Related articles