Linked Data Visualization: Techniques, Tools, and Big Data

Abstract Linked Data (LD) is a well-established standard for publishing and managing structured information on the Web, gathering and bridging together knowledge from different scientific and comme...

[1]  Nikos Bikakis,et al.  Big Data Visualization Tools , 2018, Encyclopedia of Big Data Technologies.

[2]  Volker Markl,et al.  Faster Visual Analytics through Pixel-Perfect Aggregation , 2014, Proc. VLDB Endow..

[3]  Jens Lehmann,et al.  LinkedGeoData: A core for a web of spatial open data , 2012, Semantic Web.

[4]  Ben Shneiderman,et al.  A Rank-by-Feature Framework for Interactive Exploration of Multidimensional Data , 2005, Inf. Vis..

[5]  Christian Bizer,et al.  Faceted Wikipedia Search , 2010, BIS.

[6]  Margaret-Anne D. Storey,et al.  A Visualization Service for the Semantic Web , 2010, EKAW.

[7]  Thomas Ertl,et al.  QueryVOWL: Visual Composition of SPARQL Queries , 2015, ESWC.

[8]  Kanit Wongsuphasawat,et al.  Voyager: Exploratory Analysis via Faceted Browsing of Visualization Recommendations , 2016, IEEE Transactions on Visualization and Computer Graphics.

[9]  Jan Polowinski,et al.  VISO: a shared, formal knowledge base as a foundation for semi-automatic infovis systems , 2013, CHI Extended Abstracts.

[10]  Laura Po,et al.  High-level Visualization Over Big Linked Data , 2018, SEMWEB.

[11]  Jesse C. J. van Dam,et al.  RDF2Graph a tool to recover, understand and validate the ontology of an RDF resource , 2015, J. Biomed. Semant..

[12]  Arnab Nandi,et al.  Combining User Interaction, Speculative Query Execution and Sampling in the DICE System , 2014, Proc. VLDB Endow..

[13]  Michael Stonebraker,et al.  VIQING: visual interactive querying , 1998, Proceedings. 1998 IEEE Symposium on Visual Languages (Cat. No.98TB100254).

[14]  Jarek Gryz,et al.  Visualization Through Inductive Aggregation , 2016, EDBT.

[15]  Andreas Harth,et al.  OLAP4LD - A Framework for Building Analysis Applications Over Governmental Statistics , 2014, ESWC.

[16]  Craig Peter Sayers,et al.  Node-centric RDF Graph Visualization , 2004 .

[17]  Hideaki Takeda,et al.  RDF Graph Visualization by Interpreting Linked Data as Knowledge , 2015, JIST.

[18]  George Papastefanatos,et al.  Towards Scalable Visual Exploration of Very Large RDF Graphs , 2015, ESWC.

[19]  Michael Martin,et al.  Exploring the web of spatial data with facete , 2014, WWW '14 Companion.

[20]  Ben Shneiderman,et al.  The eyes have it: a task by data type taxonomy for information visualizations , 1996, Proceedings 1996 IEEE Symposium on Visual Languages.

[21]  Man Lung Yiu,et al.  Extracting Top-K Insights from Multi-dimensional Data , 2017, SIGMOD Conference.

[22]  Angelo Di Iorio,et al.  Customising LOD views: a declarative approach , 2018, SAC.

[23]  Aba-Sah Dadzie,et al.  Visualisation of Linked Data - Reprise , 2016, Semantic Web.

[24]  George Papastefanatos,et al.  HECATAEUS: Regulating schema evolution , 2010, 2010 IEEE 26th International Conference on Data Engineering (ICDE 2010).

[25]  Laura Po,et al.  Community Detection Applied on Big Linked Data , 2018, J. Univers. Comput. Sci..

[26]  Thomas Ertl,et al.  Visualizing ontologies with VOWL , 2016, Semantic Web.

[27]  Scott Murray,et al.  Interactive Data Visualization for the Web , 2013 .

[28]  Guoliang Li,et al.  Making data visualization more efficient and effective: a survey , 2019, The VLDB Journal.

[29]  Arnab Nandi,et al.  Distributed and interactive cube exploration , 2014, 2014 IEEE 30th International Conference on Data Engineering.

[30]  Volker Markl,et al.  VDDA: automatic visualization-driven data aggregation in relational databases , 2016, The VLDB Journal.

[31]  Vojtech Svátek,et al.  Roadmapping and Navigating in the Ontology Visualization Landscape , 2014, EKAW.

[32]  Eero Hyvönen,et al.  Exploring the Linked University Data with Visualization Tools , 2013, ESWC.

[33]  Guillermo Vega-Gorgojo,et al.  Exploring Semantic Datasets with RDF Surveyor , 2017, International Semantic Web Conference.

[34]  P. Shannon,et al.  Cytoscape: a software environment for integrated models of biomolecular interaction networks. , 2003, Genome research.

[35]  Carlos Eduardo Scheidegger Interactive Visual Analysis of Big Data , 2016, Handbook of Big Data.

[36]  M.O. Ward,et al.  Prefetching for visual data exploration , 2003, Eighth International Conference on Database Systems for Advanced Applications, 2003. (DASFAA 2003). Proceedings..

[37]  Steffen Lohmann,et al.  The ProtégéVOWL Plugin: Ontology Visualization for Everyone , 2014, ESWC.

[38]  Pierfrancesco Bellini,et al.  Linked open graph: Browsing multiple SPARQL entry points to build your own LOD views , 2014, J. Vis. Lang. Comput..

[39]  Renate Motschnig,et al.  Knoocks: New Visualization Approach for Ontologies , 2008, 2008 12th International Conference Information Visualisation.

[40]  Michael Granitzer,et al.  Balloon Synopsis: A Modern Node-Centric RDF Viewer and Browser for the Web , 2014, ESWC.

[41]  Bijan Parsia,et al.  CropCircles: Topology Sensitive Visualization of OWL Class Hierarchies , 2006, SEMWEB.

[42]  Carsten Binnig,et al.  Vizdom: Interactive Analytics through Pen and Touch , 2015, Proc. VLDB Endow..

[43]  Moritz Weiten OntoSTUDIO® as a Ontology Engineering Environment , 2009, Semantic Knowledge Management.

[44]  James Miller,et al.  A comprehensive review of tools for exploratory analysis of tabular industrial datasets , 2018, Vis. Informatics.

[45]  Yu Cheng,et al.  OLA-RAW: Scalable Exploration over Raw Data , 2017, ArXiv.

[46]  Tal Yahav,et al.  eLinda: Explorer for Linked Data , 2018, EDBT.

[47]  Simone Diniz Junqueira Barbosa,et al.  Experimenting with Explorator: a Direct Manipulation Generic RDF Browser and Querying Tool , 2009 .

[48]  Thomas Ertl,et al.  Facet Graphs: Complex Semantic Querying Made Easy , 2010, ESWC.

[49]  Helwig Hauser,et al.  Designing Progressive and Interactive Analytics Processes for High-Dimensional Data Analysis , 2017, IEEE Transactions on Visualization and Computer Graphics.

[50]  Evgeny Kharlamov,et al.  SemFacet: Faceted Search over Ontology Enhanced Knowledge Graphs , 2016, SEMWEB.

[51]  Yifan Hu,et al.  Multilevel agglomerative edge bundling for visualizing large graphs , 2011, 2011 IEEE Pacific Visualization Symposium.

[52]  Jeffrey Heer,et al.  imMens: Real‐time Visual Querying of Big Data , 2013, Comput. Graph. Forum.

[53]  Jian Pei,et al.  AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics , 2018, SIGMOD Conference.

[54]  Andrea Marchetti,et al.  DBpedia Atlas: Mapping the Uncharted Lands of Linked Data , 2015, LDOW@WWW.

[55]  Martin Necaský,et al.  Payola: Collaborative Linked Data Analysis and Visualization Framework , 2013, ESWC.

[56]  Kanit Wongsuphasawat,et al.  Voyager 2: Augmenting Visual Analysis with Partial View Specifications , 2017, CHI.

[57]  Daniel A. Keim,et al.  Mastering the Information Age - Solving Problems with Visual Analytics , 2010 .

[58]  Arild Waaler,et al.  PepeSearch: Easy to Use and Easy to Install Semantic Data Search , 2016, ESWC.

[59]  Carlos Eduardo Scheidegger,et al.  Nanocubes for Real-Time Exploration of Spatiotemporal Datasets , 2013, IEEE Transactions on Visualization and Computer Graphics.

[60]  Wonjae Kim,et al.  SwiftTuna: Responsive and incremental visual exploration of large-scale multidimensional data , 2017, 2017 IEEE Pacific Visualization Symposium (PacificVis).

[61]  Christine W. Chan,et al.  A tool for ontology visualizaiton in 3D graphics: Onto3DViz , 2010, CCECE 2010.

[62]  Philipp Heim,et al.  tFacet: Hierarchical Faceted Exploration of Semantic Data Using Well-Known Interaction Concepts , 2011, DCI@INTERACT.

[63]  Stefan Pietschmann,et al.  Context-aware Recommendation of Visualization Components , 2012 .

[64]  Monica M. C. Schraefel,et al.  The evolving mSpace platform: leveraging the semantic web on the trail of the memex , 2005, HYPERTEXT '05.

[65]  Mohamed A. Sharaf,et al.  MuVE: Efficient Multi-Objective View Recommendation for Visual Data Exploration , 2016, 2016 IEEE 32nd International Conference on Data Engineering (ICDE).

[66]  Haofen Wang,et al.  ZoomRDF: semantic fisheye zooming on RDF data , 2010, WWW '10.

[67]  Yuzhong Qu,et al.  Explass: Exploring Associations between Entities via Top-K Ontological Patterns and Facets , 2014, SEMWEB.

[68]  Michael J. McGuffin,et al.  VisReduce: Fast and responsive incremental information visualization of large datasets , 2013, 2013 IEEE International Conference on Big Data.

[69]  Eduardo E. Veas,et al.  Using Semantics for Interactive Visual Analysis of Linked Open Data , 2014, SEMWEB.

[70]  Sören Auer,et al.  A systematic review of open government data initiatives , 2015, Gov. Inf. Q..

[71]  Achilleas Psyllidis OSMoSys: A Web Interface for Graph-Based RDF Data Visualization and Ontology Browsing , 2015, ICWE.

[72]  Yuzhong Qu,et al.  Towards Exploratory Relationship Search: A Clustering-Based Approach , 2013, JIST.

[73]  Christos Faloutsos,et al.  Large Graph Analysis in the GMine System , 2015, IEEE Transactions on Knowledge and Data Engineering.

[74]  Klaus Meißner,et al.  Dynamic Composition of Service-Oriented Web User Interfaces , 2009, 2009 Fourth International Conference on Internet and Web Applications and Services.

[75]  Carsten Binnig,et al.  VisTrees: fast indexes for interactive data exploration , 2016, HILDA '16.

[76]  Aba-Sah Dadzie,et al.  Approaches to visualising Linked Data: A survey , 2011, Semantic Web.

[77]  Leland Wilkinson,et al.  AutoVis: Automatic Visualization , 2010, Inf. Vis..

[78]  Lifeng Zhu,et al.  Line Graph or Scatter Plot? Automatic Selection of Methods for Visualizing Trends in Time Series , 2018, IEEE Transactions on Visualization and Computer Graphics.

[79]  Cecilia R. Aragon,et al.  VizDeck: Streamlining exploratory visual analytics of scientific data , 2013 .

[80]  George Papastefanatos,et al.  Towards a Methodology for Publishing Linked Open Statistical Data , 2014 .

[81]  Hanspeter Pfister,et al.  Commercial Visual Analytics Systems–Advances in the Big Data Analytics Field , 2019, IEEE Transactions on Visualization and Computer Graphics.

[82]  David Auber,et al.  Cornac: Tackling Huge Graph Visualization with Big Data Infrastructure , 2020, IEEE Transactions on Big Data.

[83]  David R. Karger,et al.  Piggy Bank: Experience the Semantic Web inside your web browser , 2005, J. Web Semant..

[84]  Sonia Bergamaschi,et al.  A Visual Summary for Linked Open Data sources , 2014, International Semantic Web Conference.

[85]  Martin Necaský,et al.  LinkedPipes ETL: Evolved Linked Data Preparation , 2016, ESWC.

[86]  Michael Stonebraker,et al.  Dynamic reduction of query result sets for interactive visualizaton , 2013, 2013 IEEE International Conference on Big Data.

[87]  Nils Gehlenborg,et al.  SATORI: a system for ontology-guided visual exploration of biomedical data repositories , 2016, bioRxiv.

[88]  Monica M. C. Schraefel,et al.  Trust me, i'm partially right: incremental visualization lets analysts explore large datasets faster , 2012, CHI.

[89]  David Gotz,et al.  Progressive Visual Analytics: User-Driven Visual Exploration of In-Progress Analytics , 2014, IEEE Transactions on Visualization and Computer Graphics.

[90]  Dimitris Plexousakis,et al.  RDF Digest: Efficient Summarization of RDF/S KBs , 2015, ESWC.

[91]  Gianluca Corrado,et al.  Spacetime: A Two Dimensions Search and Visualisation Engine Based on Linked Data , 2013 .

[92]  Aidan Hogan,et al.  GraFa: Scalable Faceted Browsing for RDF Graphs , 2018, International Semantic Web Conference.

[93]  Chrisa Tsinaraki,et al.  GraphOnto: OWL-Based Ontology Management and Multimedia Annotation in the DS-MIRF Framework , 2006, J. Digit. Inf. Manag..

[94]  Tamara Munzner,et al.  Visualization Analysis and Design , 2014, A.K. Peters visualization series.

[95]  Martin Necaský,et al.  Visualizing RDF Data Cubes Using the Linked Data Visualization Model , 2014, ESWC.

[96]  Surajit Chaudhuri,et al.  Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee , 2016, SIGMOD Conference.

[97]  Heiko Paulheim,et al.  Visual Analysis of Statistical Data on Maps Using Linked Open Data , 2015, ESWC.

[98]  Jennifer Sampson,et al.  Visualization in Ontology Tools , 2009, 2009 International Conference on Complex, Intelligent and Software Intensive Systems.

[99]  Michael Stonebraker,et al.  Tioga: Providing Data Management Support for Scientific Visualization Applications , 1993, VLDB.

[100]  Ryan Johnson,et al.  Here are my Data Files. Here are my Queries. Where are my Results? , 2011, CIDR.

[101]  Hans-Peter Kriegel,et al.  VisDB: database exploration using multidimensional visualization , 1994, IEEE Computer Graphics and Applications.

[102]  Martin Necaský,et al.  Formal Linked Data Visualization Model , 2013, IIWAS '13.

[103]  Bo Fu,et al.  Eye tracking the user experience - An evaluation of ontology visualization techniques , 2016, Semantic Web.

[104]  Ulrik Brandes,et al.  Interactive Level-of-Detail Rendering of Large Graphs , 2012, IEEE Transactions on Visualization and Computer Graphics.

[105]  Kostas Stefanidis,et al.  Exploring RDFS KBs Using Summaries , 2018, International Semantic Web Conference.

[106]  Christophe Hurter,et al.  Skeleton-Based Edge Bundling for Graph Visualization , 2011, IEEE Transactions on Visualization and Computer Graphics.

[107]  Vojtech Svátek,et al.  Dataset Summary Visualization with LODSight , 2015, ESWC.

[108]  Shiyong Lu,et al.  RDFProv: A relational RDF store for querying and managing scientific workflow provenance , 2010, Data Knowl. Eng..

[109]  George Papastefanatos,et al.  RawVis: Visual Exploration over Raw Data , 2018, ADBIS.

[110]  Jirí Dokulil,et al.  Using Clusters in RDF Visualization , 2009, 2009 Third International Conference on Advances in Semantic Processing.

[111]  Richard Cyganiak,et al.  Browsing Linked Data with Fenfire , 2008, LDOW.

[112]  Dimitris Plexousakis,et al.  Exploring Importance Measures for Summarizing RDF/S KBs , 2017, ESWC.

[113]  Martin Brümmer,et al.  LODVader: An Interface to LOD Visualization, Analyticsand DiscovERy in Real-time , 2016, WWW.

[114]  Dan Gillmor,et al.  We the media - grassroots journalism by the people, for the people , 2006 .

[115]  Gary Marchionini,et al.  Synthesis Lectures on Information Concepts, Retrieval, and Services , 2009 .

[116]  Ronitt Rubinfeld,et al.  I've Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making , 2017, Proc. VLDB Endow..

[117]  Heidrun Schumann,et al.  An Enhanced Visualization Process Model for Incremental Visualization , 2016, IEEE Transactions on Visualization and Computer Graphics.

[118]  Lynda Hardman,et al.  /facet: A Browser for Heterogeneous Semantic Web Repositories , 2006, SEMWEB.

[119]  Jeffrey Heer,et al.  Interactive analysis of big data , 2012, XRDS.

[120]  Michael J. Cafarella,et al.  Visualization-aware sampling for very large databases , 2015, 2016 IEEE 32nd International Conference on Data Engineering (ICDE).

[121]  Anastasia Ailamaki,et al.  Adaptive Query Processing on RAW Data , 2014, Proc. VLDB Endow..

[122]  Pat Hanrahan,et al.  Maintaining interactivity while exploring massive time series , 2008, 2008 IEEE Symposium on Visual Analytics Science and Technology.

[123]  Jens Lehmann,et al.  Linked Open Data Statistics: Collection and Exploitation , 2013, KESW.

[124]  Thomas Franz,et al.  LENA - Browsing RDF Data More Complex Than Foaf , 2008, International Semantic Web Conference.

[125]  Wei Chen,et al.  The design space of construction tools for information visualization: A survey , 2017, J. Vis. Lang. Comput..

[126]  Heidrun Schumann,et al.  A Review and Characterization of Progressive Visual Analytics , 2018, Informatics.

[127]  Holger Knublauch,et al.  The Protégé OWL Plugin: An Open Development Environment for Semantic Web Applications , 2004, SEMWEB.

[128]  Richard E. Schantz,et al.  High-performance, massively scalable distributed systems using the MapReduce software framework: the SHARD triple-store , 2010, PSI EtA '10.

[129]  Jeffrey Heer,et al.  The Effects of Interactive Latency on Exploratory Visual Analysis , 2014, IEEE Transactions on Visualization and Computer Graphics.

[130]  Klaus Meißner,et al.  A Semantics-Based, End-User-Centered Information Visualization Process for Semantic Web Data , 2013 .

[131]  Charles Hansen,et al.  The Visualization Handbook , 2011 .

[132]  Matthew O. Ward,et al.  Interactive Data Visualization: Foundations, Techniques, and Applications, Second Edition - 360 Degree Business , 2015 .

[133]  Tamara Munzner,et al.  GrouseFlocks: Steerable Exploration of Graph Hierarchy Space , 2008, IEEE Transactions on Visualization and Computer Graphics.

[134]  Steven F. Roth,et al.  Visage: a user interface environment for exploring information , 1996, Proceedings IEEE Symposium on Information Visualization '96.

[135]  Dan Gillmor,et al.  We the media: technology empowers a new grassroots journalism , 2004, HYPERTEXT '04.

[136]  Dmitry Mouromtsev,et al.  The Simple Web-based Tool for Visualization and Sharing of Semantic Data and Ontologies , 2015, International Semantic Web Conference.

[137]  Jayant Madhavan,et al.  Efficient spatial sampling of large geographical tables , 2012, SIGMOD Conference.

[138]  Lloyd Rutledge,et al.  Making RDF presentable: integrated global and local semantic Web browsing , 2005, WWW '05.

[139]  Rosa Gil,et al.  Building a Semantic IntraWeb with Rhizomer and a Wiki , 2006 .

[140]  Surajit Chaudhuri,et al.  Overview of Data Exploration Techniques , 2015, SIGMOD Conference.

[141]  Thomas Reichherzer,et al.  Collaborative knowledge capture in ontologies , 2005, K-CAP '05.

[142]  Martin Necaský,et al.  Towards easier visualization of linked data for lay users , 2017, WIMS.

[143]  Krzysztof Janowicz,et al.  Phuzzy.link: A SPARQL-powered Client-Sided Extensible Semantic Web Browser , 2017, VOILA@ISWC.

[144]  Jean-Daniel Fekete ProgressiVis: a Toolkit for Steerable Progressive Analytics and Visualization , 2015 .

[145]  Enrico Motta,et al.  KC-Viz: A Novel Approach to Visualizing and Navigating Ontologies , 2010, EKAW.

[146]  Georgios Petasis,et al.  YourDataStories: Transparency and Corruption Fighting Through Data Interlinking and Visual Exploration , 2017, INSCI Workshops.

[147]  Aditya G. Parameswaran,et al.  SEEDB: Automatically Generating Query Visualizations , 2014, Proc. VLDB Endow..

[148]  Lorenzo Sommaruga,et al.  User-Friendly Ontology Editing and Visualization Tools: The OWLeasyViz Approach , 2009, 2009 13th International Conference Information Visualisation.

[149]  Daniel A. Keim,et al.  Human-centered machine learning through interactive visualization: review and open challenges , 2016, ESANN.

[150]  George Papastefanatos,et al.  rdf: SynopsViz - A Framework for Hierarchical Linked Data Visual Exploration and Analysis , 2014, ESWC.

[151]  Fei Wang,et al.  Demonstrating Interactive Multi-resolution Large Graph Exploration , 2013, 2013 IEEE 13th International Conference on Data Mining Workshops.

[152]  Min Chen,et al.  Ontologies in Biological Data Visualization , 2014, IEEE Computer Graphics and Applications.

[153]  Steffen Lohmann,et al.  Ontology visualization methods and tools: a survey of the state of the art , 2018, The Knowledge Engineering Review.

[154]  Cláudio T. Silva,et al.  TopKube: A Rank-Aware Data Cube for Real-Time Exploration of Spatiotemporal Data , 2017, IEEE Transactions on Visualization and Computer Graphics.

[155]  Raphaël Troncy,et al.  Towards a Linked-Data based Visualization Wizard , 2014, COLD.

[156]  Amir Hayat,et al.  Scalable Visualization of Semantic Nets using Power-Law Graphs , 2014 .

[157]  Steffen Lohmann,et al.  Interactive Relationship Discovery via the Semantic Web , 2010, ESWC.

[158]  Timos K. Sellis,et al.  Exploration and Visualization in the Web of Big Linked Data: A Survey of the State of the Art , 2016, EDBT/ICDT Workshops.

[159]  Guntis Barzdins,et al.  OWLGrEd: a UML Style Graphical Notation and Editor for OWL 2 , 2010, OWLED.

[160]  Rosa Gil,et al.  Facets and Pivoting for Flexible and Usable Linked Data Exploration , 2012, ILD@ESWC.

[161]  Steven F. Roth,et al.  Automating the presentation of information , 1991, [1991] Proceedings. The Seventh IEEE Conference on Artificial Intelligence Application.

[162]  Rik Van de Walle,et al.  A Visual Exploration Workflow as Enabler for the Exploitation of Linked Open Data , 2014, IESD@ISWC.

[163]  Srikanth Kandula,et al.  Approximate Query Processing: No Silver Bullet , 2017, SIGMOD Conference.

[164]  Bob J. Wielinga,et al.  Using Triples for Implementation: The Triple20 Ontology-Manipulation Tool , 2005, International Semantic Web Conference.

[165]  Guoliang Li,et al.  DeepEye: Creating Good Data Visualizations by Keyword Search , 2018, SIGMOD Conference.

[166]  Peter Haase,et al.  The Information Workbench as a Self-Service Platform for Linked Data Applications , 2011, COLD.

[167]  Nektarios Gioldasis,et al.  The XML and Semantic Web Worlds: Technologies, Interoperability and Integration. A Survey of the State of the Art , 2016, Semantic Hyper/Multimedia Adaptation.

[168]  Steven F. Roth,et al.  An Interactive Visualization Environment for Data Exploration , 1997, KDD.

[169]  James A. Thom,et al.  Evaluating Semantic Browsers for Consuming Linked Data , 2012, ADC.

[170]  Hong Zhou,et al.  Geometry-Based Edge Clustering for Graph Visualization , 2008, IEEE Transactions on Visualization and Computer Graphics.

[171]  Evgeny Kharlamov,et al.  SemFacet: semantic faceted search over yago , 2014, WWW.

[172]  Andriy Nikolov,et al.  Exploiting Linked Data Cubes with OpenCube Toolkit , 2014, International Semantic Web Conference.

[173]  Oscar Corcho,et al.  Map4rdf - Faceted Browser for Geospatial Datasets , 2012 .

[174]  Pat Hanrahan,et al.  Polaris: a system for query, analysis and visualization of multi-dimensional relational databases , 2000, IEEE Symposium on Information Visualization 2000. INFOVIS 2000. Proceedings.

[175]  Neil A. Ernst,et al.  Jambalaya: an interactive environment for exploring ontologies , 2002, IUI '02.

[176]  Eyal Oren,et al.  Extending Faceted Navigation for RDF Data , 2006, SEMWEB.

[177]  Younghoon Kim,et al.  GraphScape: A Model for Automated Reasoning about Visualization Similarity and Sequencing , 2017, CHI.

[178]  Jade Goldstein-Stewart,et al.  A Framework for Knowledge-based Interactive Data Exploration , 1994, J. Vis. Lang. Comput..

[179]  Jarek Gryz,et al.  Interactive Visualization of Large Data Sets , 2016, IEEE Transactions on Knowledge and Data Engineering.

[180]  Emmanuel Pietriga,et al.  Visualizing Populated Ontologies with OntoTrix , 2010, ISWC Posters&Demos.

[181]  Michael Stonebraker,et al.  Dynamic Prefetching of Data Tiles for Interactive Visualization , 2016, SIGMOD Conference.

[182]  Mohamed A. Sharaf,et al.  Efficient Recommendation of Aggregate Data Visualizations , 2018, IEEE Transactions on Knowledge and Data Engineering.

[183]  Idafen Santana-Pérez,et al.  Graphless: Using Statistical Analysis and Heuristics for Visualizing Large Datasets , 2018, VOILA@ISWC.

[184]  Christopher Ahlberg,et al.  Spotfire: an information exploration environment , 1996, SGMD.

[185]  Steffen Lohmann,et al.  LD-VOWL: Extracting and Visualizing Schema Information for Linked Data Endpoints , 2016, VOILA@ISWC.

[186]  Michael Granitzer,et al.  Balloon Fusion: SPARQL rewriting based on unified co-reference information , 2014, 2014 IEEE 30th International Conference on Data Engineering Workshops.

[187]  Tamara Munzner,et al.  Steerable, Progressive Multidimensional Scaling , 2004, IEEE Symposium on Information Visualization.

[188]  Steven M. Drucker,et al.  Exploratory Visualization Involving Incremental, Approximate Database Queries and Uncertainty , 2012, IEEE Computer Graphics and Applications.

[189]  Thomas Ertl,et al.  SemLens: visual analysis of semantic data with scatter plots and semantic lenses , 2011, I-Semantics '11.

[190]  Kevin Li,et al.  Faceted metadata for image search and browsing , 2003, CHI '03.

[191]  Luigi Ceccaroni,et al.  A graphical environment for ontology development , 2003, AAMAS '03.

[192]  Valentina Janev,et al.  Exploratory spatio-temporal analysis of linked statistical data , 2016, J. Web Semant..

[193]  John W. Tukey,et al.  Exploratory Data Analysis , 1980, ACM SIGSPATIAL International Workshop on Advances in Geographic Information Systems.

[194]  Marco A. Casanova,et al.  Publishing Statistical Data on the Web , 2012, 2012 IEEE Sixth International Conference on Semantic Computing.

[195]  Jean-Daniel Fekete,et al.  NodeTrix: a Hybrid Visualization of Social Networks , 2007, IEEE Transactions on Visualization and Computer Graphics.

[196]  Panos Vassiliadis,et al.  Visual Maps for Data-Intensive Ecosystems , 2014, ER.

[197]  Stanley B. Zdonik,et al.  Interactive data exploration using semantic windows , 2014, SIGMOD Conference.

[198]  George Papastefanatos,et al.  A hierarchical aggregation framework for efficient multilevel visual exploration and analysis , 2015, Semantic Web.

[199]  Valerio Pascucci,et al.  Parallel visualization on large clusters using MapReduce , 2011, 2011 IEEE Symposium on Large Data Analysis and Visualization.

[200]  Christoph Trattner,et al.  VizRec , 2016 .

[201]  Leilani Battle,et al.  The Case for Data Visualization Management Systems , 2014, Proc. VLDB Endow..

[202]  John Lee,et al.  Fast-Forwarding to Desired Visualizations with Zenvisage , 2017, CIDR.

[203]  Manos Athanassoulis,et al.  Adaptive partitioning and indexing for in situ query processing , 2019, The VLDB Journal.

[204]  Christian Becker,et al.  Exploring the Geospatial Semantic Web with DBpedia Mobile , 2009, J. Web Semant..

[205]  Romain Bourqui,et al.  Winding Roads: Routing edges into bundles , 2010, Comput. Graph. Forum.

[206]  Andrea Giovanni Nuzzolese,et al.  Aemoo: exploring knowledge on the web , 2013, WebSci.

[207]  Yannis Tzitzikas,et al.  Faceted exploration of RDF/S datasets: a survey , 2017, Journal of Intelligent Information Systems.

[208]  P. Hanrahan,et al.  Flow map layout , 2005, IEEE Symposium on Information Visualization, 2005. INFOVIS 2005..

[209]  Sébastien Ferré Expressive and Scalable Query-Based Faceted Search over SPARQL Endpoints , 2014, International Semantic Web Conference.

[210]  Marko Vukolic,et al.  DiNoDB: An Interactive-Speed Query Engine for Ad-Hoc Queries on Temporary Data , 2017, IEEE Transactions on Big Data.

[211]  Anastasia Ailamaki,et al.  NoDB: efficient query execution on raw data files , 2012, Commun. ACM.

[212]  Jeffrey Heer,et al.  Formalizing Visualization Design Knowledge as Constraints: Actionable and Extensible Models in Draco , 2018, IEEE Transactions on Visualization and Computer Graphics.

[213]  Anastasia Ailamaki,et al.  Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing , 2017, Proc. VLDB Endow..

[214]  Zhen Wen,et al.  Behavior-driven visualization recommendation , 2009, IUI.

[215]  Ahmed Eldawy,et al.  SHAHED: A MapReduce-based system for querying and visualizing spatio-temporal satellite data , 2015, 2015 IEEE 31st International Conference on Data Engineering.

[216]  James Abello,et al.  ASK-GraphView: A Large Scale Graph Visualization System , 2006, IEEE Transactions on Visualization and Computer Graphics.

[217]  Jean-Daniel Fekete,et al.  Progressive Analytics: A Computation Paradigm for Exploratory Data Analysis , 2016, ArXiv.

[218]  Orri Erling,et al.  Faceted Views over Large-Scale Linked Data , 2009, LDOW.

[219]  Magdalena Balazinska,et al.  Support the Data Enthusiast: Challenges for Next-Generation Data-Analysis Systems , 2014, Proc. VLDB Endow..

[220]  Diego Collarana,et al.  FaRBIE: A Faceted Reactive Browsing Interface for Multi RDF Knowledge Graph Exploration , 2017, VOILA@ISWC.

[221]  Sébastien Ferré,et al.  Semantic Search: Reconciling Expressive Querying and Exploratory Search , 2011, SEMWEB.

[222]  Jeffrey Heer,et al.  Profiler: integrated statistical analysis and visualization for data quality assessment , 2012, AVI.

[223]  Fabien L. Gandon,et al.  Survey of Linked Data Based Exploration Systems , 2014, IESD@ISWC.

[224]  Sören Auer,et al.  LinkDaViz - Automatic Binding of Linked Data to Visualizations , 2015, SEMWEB.

[225]  Fabio Viola,et al.  Interactive 3D Exploration of RDF Graphs through Semantic Planes , 2018, Future Internet.

[226]  D. A. Quan,et al.  How to make a semantic web browser , 2004, WWW '04.

[227]  Martin Necaský,et al.  Use Cases for Linked Data Visualization Model , 2015, LDOW@WWW.

[228]  Samuel Madden,et al.  Scorpion: Explaining Away Outliers in Aggregate Queries , 2013, Proc. VLDB Endow..

[229]  Pat Hanrahan,et al.  Polaris: a system for query, analysis, and visualization of multidimensional databases , 2008, Commun. ACM.

[230]  Zhe Wu,et al.  Visualizing large-scale RDF data using Subsets, Summaries, and Sampling in Oracle , 2010, 2010 IEEE 26th International Conference on Data Engineering (ICDE 2010).

[231]  Andreas Harth,et al.  VisiNav: A system for visual search and navigation on web data , 2010, J. Web Semant..

[232]  Alessio Bosca,et al.  OntoSphere: more than a 3D ontology visualization tool , 2005, SWAP.

[233]  Ahmed Eldawy,et al.  AID: An Adaptive Image Data Index for Interactive Multilevel Visualization , 2019, 2019 IEEE 35th International Conference on Data Engineering (ICDE).

[234]  Tim Kraska,et al.  VizML: A Machine Learning Approach to Visualization Recommendation , 2018, CHI.

[235]  John T. Stasko,et al.  Toward a Deeper Understanding of the Role of Interaction in Information Visualization , 2007, IEEE Transactions on Visualization and Computer Graphics.

[236]  Heidrun Schumann,et al.  CGV - An interactive graph visualization system , 2009, Comput. Graph..

[237]  Peter W. Eklund,et al.  OntoRama: Browsing RDF ontologies using a hyperbolic-style browser , 2002, First International Symposium on Cyber Worlds, 2002. Proceedings..

[238]  Timos K. Sellis,et al.  graphVizdb: A scalable platform for interactive large graph visualization , 2016, 2016 IEEE 32nd International Conference on Data Engineering (ICDE).

[239]  Russ Miles,et al.  Learning UML 2.0 , 2006 .

[240]  Flavius Frasincar,et al.  Using Hierarchical Edge Bundles to visualize complex ontologies in GLOW , 2012, SAC '12.

[241]  Aditya G. Parameswaran,et al.  Towards Visualization Recommendation Systems , 2016, SGMD.

[242]  Rik Van de Walle,et al.  ResXplorer: interactive search for relationships in research repositories , 2013, ISWC 2013.

[243]  Akrivi Katifori,et al.  Ontology visualization methods—a survey , 2007, CSUR.

[244]  Wolfgang Berger,et al.  A Multi-Threading Architecture to Support Interactive Visual Exploration , 2009, IEEE Transactions on Visualization and Computer Graphics.

[245]  Guoliang Li,et al.  DeepEye: Towards Automatic Data Visualization , 2018, 2018 IEEE 34th International Conference on Data Engineering (ICDE).

[246]  Daniel Perry,et al.  VizDeck: self-organizing dashboards for visual analytics , 2012, SIGMOD Conference.

[247]  Ben Shneiderman,et al.  Extreme visualization: squeezing a billion records into a million pixels , 2008, SIGMOD Conference.

[248]  Ronitt Rubinfeld,et al.  Rapid Sampling for Visualizations with Ordering Guarantees , 2014, Proc. VLDB Endow..

[249]  Lydia B. Chilton,et al.  Tabulator: Exploring and Analyzing linked data on the Semantic Web , 2006 .

[250]  Claire K. Schultz,et al.  Herman hollerith: data processing pioneer , 1969 .

[251]  Yannis Tzitzikas,et al.  X-ENS: semantic enrichment of web search results at real-time , 2013, SIGIR.

[252]  Fotis Psallidas,et al.  Combining Design and Performance in a Data Visualization Management System , 2017, CIDR.

[253]  Thomas Heinis,et al.  SCOUT: Prefetching for Latent Feature Following Queries , 2012, Proc. VLDB Endow..

[254]  Aidan Hogan,et al.  WiSP: Weighted Shortest Paths for RDF Graphs , 2018, VOILA@ISWC.

[255]  Jean-Daniel Fekete,et al.  Hierarchical Aggregation for Information Visualization: Overview, Techniques, and Design Guidelines , 2010, IEEE Transactions on Visualization and Computer Graphics.

[256]  K. Schwab The Fourth Industrial Revolution , 2013 .

[257]  Steffen Lohmann,et al.  WebVOWL: Web-based Visualization of Ontologies , 2014, EKAW.

[258]  Danny Holten,et al.  Hierarchical Edge Bundles: Visualization of Adjacency Relations in Hierarchical Data , 2006, IEEE Transactions on Visualization and Computer Graphics.

[259]  Tim Kraska,et al.  How Progressive Visualizations Affect Exploratory Analysis , 2017, IEEE Transactions on Visualization and Computer Graphics.

[260]  Thomas Ertl,et al.  OntoViBe: An Ontology Visualization Benchmark , 2014, VISUAL@EKAW.

[261]  Martin Necaský,et al.  UnifiedViews: Towards ETL Tool for Simple yet Powerfull RDF Data Management , 2015, DATESO.

[262]  Pawel Terlecki,et al.  An analytic data engine for visualization in tableau , 2011, SIGMOD '11.

[263]  Martin Necaský,et al.  LinkedPipes Visualization: Simple Useful Linked Data Visualization Use Cases , 2016, ESWC.

[264]  Aba-Sah Dadzie,et al.  Who's Who - A Linked Data Visualisation Tool for Mobile Environments , 2011, ESWC.

[265]  Dumitru Roman,et al.  LODWheel - JavaScript-based Visualization of RDF Data , 2011, COLD.

[266]  Ahmed Eldawy,et al.  HadoopViz: A MapReduce framework for extensible visualization of big spatial data , 2016, 2016 IEEE 32nd International Conference on Data Engineering (ICDE).

[267]  Badrish Chandramouli,et al.  Stat!: an interactive analytics environment for big data , 2013, SIGMOD '13.

[268]  Thomas Ertl,et al.  QueryVOWL: A Visual Query Notation for Linked Data , 2015, ESWC.

[269]  András Micsik,et al.  LODmilla: Shared Visualization of Linked Open Data , 2013, TPDL Workshops.

[270]  Thorsten Liebig,et al.  OntoTrack: A semantic approach for ontology authoring , 2005, J. Web Semant..

[271]  Mohamed A. Sharaf,et al.  DivIDE: efficient diversification for interactive data exploration , 2014, SSDBM '14.

[272]  Pat Hanrahan,et al.  Show Me: Automatic Presentation for Visual Analysis , 2007, IEEE Transactions on Visualization and Computer Graphics.

[273]  Thomas Ertl,et al.  Visual SPARQL querying based on extended filter/flow graphs , 2014, AVI.

[274]  Ion Stoica,et al.  BlinkDB: queries with bounded errors and bounded response times on very large data , 2012, EuroSys '13.

[275]  Steffen Lohmann,et al.  Towards a unified visual notation for OWL ontologies: insights from a comparative user study , 2013, I-SEMANTICS '13.

[276]  Michael Stonebraker,et al.  Tioga-2: a direct manipulation database visualization environment , 1996, Proceedings of the Twelfth International Conference on Data Engineering.

[277]  Guoliang Li,et al.  Towards Democratizing Relational Data Visualization , 2019, SIGMOD Conference.

[278]  Julia Kastner,et al.  Show Me The Numbers Designing Tables And Graphs To Enlighten , 2016 .

[279]  Konstantina Bereta,et al.  SexTant: Visualizing Time-Evolving Linked Geospatial Data , 2013, International Semantic Web Conference.

[280]  John Lee,et al.  Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System , 2016, Proc. VLDB Endow..

[281]  Silvia Mazzini,et al.  LodLive, exploring the web of data , 2012, I-SEMANTICS '12.

[282]  Stefan Manegold,et al.  Progressive Indexes: Indexing for Interactive Data Analysis , 2019, Proc. VLDB Endow..

[283]  Bolin Ding,et al.  Trust, but Verify: Optimistic Visualizations of Approximate Queries for Exploring Big Data , 2017, CHI.

[284]  Monica M. C. Schraefel,et al.  Connecting the Dots: A Multi-pivot Approach to Data Exploration , 2011, SEMWEB.

[285]  Emmanuel Pietriga IsaViz, a Visual Environment for Browsing and Authoring RDF Models , 2002, WWW 2002.

[286]  Thomas Ertl,et al.  SparqlFilterFlow: SPARQL Query Composition for Everyone , 2014, ESWC.

[287]  Florin Rusu Scalable In-Situ Exploration over Raw Data , 2017, CIDR.

[288]  Ian Dickinson,et al.  Humboldt: Exploring Linked Data , 2008, LDOW.

[289]  Ben Shneiderman,et al.  Readings in information visualization - using vision to think , 1999 .

[290]  Amit P. Sheth,et al.  RDF data exploration and visualization , 2007, CIMS '07.

[291]  Carlos Eduardo Scheidegger,et al.  Hashedcubes: Simple, Low Memory, Real-Time Visual Exploration of Big Data , 2017, IEEE Transactions on Visualization and Computer Graphics.

[292]  Ferdinando Villa,et al.  GrOWL: A tool for visualization and editing of OWL ontologies , 2007, J. Web Semant..

[293]  Martin Necaský,et al.  Survey of tools for Linked Data consumption , 2019, Semantic Web.

[294]  András Micsik,et al.  LODmilla: a Linked Data Browser for All , 2014, SEMANTICS.

[295]  Michael Stonebraker,et al.  Kyrix: Interactive Pan/Zoom Visualizations at Scale , 2019, Comput. Graph. Forum.

[296]  Chutiporn Anutariya,et al.  VizLOD: Schema Extraction And Visualization Of Linked Open Data , 2018, 2018 15th International Joint Conference on Computer Science and Software Engineering (JCSSE).

[297]  Fons J. Verbeek,et al.  Node-Link and Containment Methods in Ontology Visualization , 2009, OWLED.

[298]  Steffen Lohmann,et al.  Extraction and Visualization of TBox Information from SPARQL Endpoints , 2016, EKAW.

[299]  David Auber,et al.  Tulip - A Huge Graph Visualization Framework , 2004, Graph Drawing Software.

[300]  Sören Auer,et al.  LESS - Template-Based Syndication and Presentation of Linked Data , 2010, ESWC.