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Data Visualization Michel Bruley Teradata Aster EMEA Marketing Director Michel Bruley April 2013 Teradata Aster EMEA Marketing Director June 2013 Visual Community: http://vacommunity.org/tiki-index.php www.decideo.fr/bruley www.decideo.fr/bruley Origin of Information Visualization www.decideo.fr/bruley Large Scale Visual Analytics Definition: Visual analytics is the science of analytical reasoning facilitated by interactive visual interfaces. People – – – – use visual analytics tools and techniques to Synthesize information and derive insight from massive, dynamic, ambiguous, and often conflicting data Detect the expected and discover the unexpected Provide timely, defensible, and understandable assessments Communicate assessment effectively for action. www.decideo.fr/bruley Visual Analytics: conceptual view Visualization Model visualization www.decideo.fr/bruley Techniques and Applications Statistics: A/B testing(split testing/bucket testing ), Spatial analysis, Predictive modelling: Regression Machine Learning: Unsupervised learning: cluster analysis, Supervised learning: classification, support vector machines(SVM), ensemble learning, Association rule learning Data Mining and Pattern Recognition: neural network, classification, clustering Natural language processing(NLP): Sentiment analysis Dimension Reduction: PCA, MDS, SVD Data fusion and data integration: Visual Word Time series analysis: Combination of statistics and signal processing Simulation: Monte Carlo simulations, MRF Optimization: Genetic algorithms Visualization: Scientific Vis, Info visualisation, Visual Analytics www.decideo.fr/bruley Use cases Financial Cyber Visual Analytics security Visual Analytics Visual Analytics for Investigative Analysis on Text Documents Situation Surveillance and Awareness in Investigative Analysis Multimedia Terrorism Disease Etc. www.decideo.fr/bruley Visual Analytics and Responses visual analytics for Disease outbreak Prediction Stacked Graphs www.decideo.fr/bruley Tree Visualization(1) Node-Link Diagrams www.decideo.fr/bruley Sunburst Dendrogram Tree Visualization(2) Circle-packing layouts www.decideo.fr/bruley Treemap Network Visualization Force-Directed Layout Matrix Views Arc Diagrams www.decideo.fr/bruley Scatter Plot www.decideo.fr/bruley Parallel Coordinates www.decideo.fr/bruley Maps www.decideo.fr/bruley Flow Maps Napoleon’s Russian offensive was a catastrophe. He started with 422,000 men in June 1812 and returned with less than 10,000 soldiers on October 7, 1813. (For more details see slide notes) www.decideo.fr/bruley Aster Discovery Platform www.decideo.fr/bruley Visual SQL-MapReduce® Functions Complementary to BI tools & other visualizations FLOW VISUALIZER Visualize paths & patterns Out-of-the-Box In-Database In-Process AFFINITY VISUALIZER Visualize clusters & groups HIERARCHY VISUALIZER Visualize hierarchical relationships www.decideo.fr/bruley Analytics-Aware Complementary Complementary Value BI Tools: Batch Visualizations Outside the Database, General & Generic Aster: Rapid Visualizations, in-Database, for Specialized Analytics Functions: Flow, Affinity, Hierarchy Visualizers Chord Flow Hierarchy Affinity www.decideo.fr/bruley Team Power www.decideo.fr/bruley