MVN-Reduce: Dimensionality Reduction for the Visual Analysis of Multivariate Networks

The analysis of Multivariate Networks (MVNs) can be approached from two different perspectives: a multidimensional one, consisting of the nodes and their multiple attributes, or a relational one, c ...

[1]  Ben Shneiderman,et al.  Network Visualization by Semantic Substrates , 2006, IEEE Transactions on Visualization and Computer Graphics.

[2]  Yehuda Koren,et al.  Graph Drawing by Stress Majorization , 2004, GD.

[3]  Detlef Schoder,et al.  Web Science 2.0: Identifying Trends through Semantic Social Network Analysis , 2008, 2009 International Conference on Computational Science and Engineering.

[4]  Alberto D. Pascual-Montano,et al.  A survey of dimensionality reduction techniques , 2014, ArXiv.

[5]  Paola Velardi,et al.  A New Content-Based Model for Social Network Analysis , 2008, 2008 IEEE International Conference on Semantic Computing.

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

[7]  Martin Wattenberg,et al.  Visual exploration of multivariate graphs , 2006, CHI.

[8]  Ulrik Brandes,et al.  Eigensolver Methods for Progressive Multidimensional Scaling of Large Data , 2006, GD.

[9]  Eric O. Postma,et al.  Dimensionality Reduction: A Comparative Review , 2008 .

[10]  M. Sheelagh T. Carpendale,et al.  Color Tunneling: Interactive Exploration and Selection in Volumetric Datasets , 2014, 2014 IEEE Pacific Visualization Symposium.

[11]  Trevor Darrell,et al.  Caffe: Convolutional Architecture for Fast Feature Embedding , 2014, ACM Multimedia.

[12]  Haim Levkowitz,et al.  Least Square Projection: A Fast High-Precision Multidimensional Projection Technique and Its Application to Document Mapping , 2008, IEEE Transactions on Visualization and Computer Graphics.

[13]  Emden R. Gansner,et al.  Graphviz - Open Source Graph Drawing Tools , 2001, GD.

[14]  Danah Boyd,et al.  Vizster: visualizing online social networks , 2005, IEEE Symposium on Information Visualization, 2005. INFOVIS 2005..

[15]  Christophe G. Giraud-Carrier,et al.  Implicit affinity networks and social capital , 2009, Inf. Technol. Manag..

[16]  Michael C. Hout,et al.  Multidimensional Scaling , 2003, Encyclopedic Dictionary of Archaeology.

[17]  Arjan Kuijper,et al.  Visual Analysis of Large Graphs: State‐of‐the‐Art and Future Research Challenges , 2011, Eurographics.

[18]  Daniel A. Keim,et al.  Visual Interaction with Dimensionality Reduction: A Structured Literature Analysis , 2017, IEEE Transactions on Visualization and Computer Graphics.

[19]  John W. Sammon,et al.  A Nonlinear Mapping for Data Structure Analysis , 1969, IEEE Transactions on Computers.

[20]  Avdo Hanjalic,et al.  ClonEvol: Visualizing software evolution with code clones , 2013, 2013 First IEEE Working Conference on Software Visualization (VISSOFT).

[21]  J. Tenenbaum,et al.  A global geometric framework for nonlinear dimensionality reduction. , 2000, Science.

[22]  U. Brandes.  A faster algorithm for betweenness centrality , 2001 .

[23]  Pierre Dragicevic,et al.  GraphDice: A System for Exploring Multivariate Social Networks , 2010, Comput. Graph. Forum.

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

[25]  Alexandru Telea,et al.  CUBu: Universal Real-Time Bundling for Large Graphs , 2016, IEEE Transactions on Visualization and Computer Graphics.

[26]  Luis Gustavo Nonato,et al.  Local Affine Multidimensional Projection , 2011, IEEE Transactions on Visualization and Computer Graphics.

[27]  Lucian Voinea,et al.  Visual Clone Analysis with SolidSDD , 2014, 2014 Second IEEE Working Conference on Software Visualization.

[28]  S T Roweis,et al.  Nonlinear dimensionality reduction by locally linear embedding. , 2000, Science.

[29]  Rosane Minghim,et al.  Multidimensional Projections for Visual Analysis of Social Networks , 2012, Journal of Computer Science and Technology.

[30]  Joshua B. Tenenbaum,et al.  Sparse multidimensional scaling using land-mark points , 2004 .

[31]  Andreas Kerren,et al.  The Network Lens: Interactive Exploration of Multivariate Networks Using Visual Filtering , 2010, 2010 14th International Conference Information Visualisation.

[32]  Jarke J. van Wijk,et al.  Visual Analysis of Multivariate State Transition Graphs , 2006, IEEE Transactions on Visualization and Computer Graphics.

[33]  Matthew O. Ward,et al.  Multivariate Network Visualization , 2014, Lecture Notes in Computer Science.

[34]  Michael McGill,et al.  Introduction to Modern Information Retrieval , 1983 .

[35]  George Karypis,et al.  A Comparison of Document Clustering Techniques , 2000 .

[36]  Alexandru Telea,et al.  Visualizing Multivariate Attributes on Software Diagrams , 2009, 2009 13th European Conference on Software Maintenance and Reengineering.

[37]  Ronen Feldman,et al.  Book Reviews: The Text Mining Handbook: Advanced Approaches to Analyzing Unstructured Data by Ronen Feldman and James Sanger , 2008, CL.