PPT-1 Graph Analysis with

Node Differential Privacy Sofya Raskhodnikova Penn State University Joint work with Shiva Kasiviswanathan GE Research Kobbi Nissim BenGurion U and Harvard U. –. . Part II. CS 8803 FPL. (Slides courtesy of John Whaley). 1. Unification vs. Inclusion. Earlier scalable pointer analysis was context-insensitive unification-based [. Steensgaard. ’96]. Pointers are . Dimpleless. . Ball. N=10. N=14. Nike One Platinum. 336 Dimples. Smooth. N=10. N=11. Calloway Big Bertha . 336 Dimples. Hexx. N=10. N=12. Precept . Laddie. 392 Dimples. Steep. N=10. N=14. TitlelistPro. Charles L. Cartledge. Michael L. Nelson. Old Dominion University. Department of Computer Science. Norfolk, VA 23529 USA. Why the problem is of interest. Picking apart the title. Preservation. Graph. Suitability. John Feo. Center for Adaptive Supercomputing Software. Pacific Northwest National Laboratory. October, . 2010. Graphs are everywhere in science. Astrophysics . Problem. : Outlier detection. . Challenges. Depth . First . Search. Graph. A representation of set of objects. Pairs of objects are connected. Interconnected objects are called “vertices or nodes”. Links that connects the vertices are called “edges or lines”. : Massive Data Analysis Using Fast I/O. Da Zheng. 1. This is a story about Big Data meeting SSDs …. 2. Data explosion. 3. Increasing data volume. Facebook stores, accesses, and analyzes 30+ Petabytes of user generated . Single Case Designs. Wayne . Fisher, Tom Kratochwill . and Rob Horner. Design Standards for Single-case Research. Application Exercise for Design Standards. Independent variable is actively manipulated. Revisited . A paper by . Robert . Meusel. (University . of . Mannheim Germany), . Sebastiano . Vigna. (. Università . degli Studi di . Milano . Italy), . Oliver Lehmberg (University . of . Mannheim Germany) and . David S. Bindel. Cornell University. ABSTRACT. Most spectral graph theory: . extremal. eigenvalues . and associated eigenvectors.. Spectral geometry, material science: also eigenvalue . distributions. ECE 580. 12. Graph Theory, Topological Analysis - Terms. Topological Analysis: General, systematic, suited for CAD. Graph. : Nodes and directed branches, describes the topology of the circuit, ref. direction. Helps visualize CAD. Dr. Lee M. Hively. Computational Sciences . and Engineering Division. Dr. . J. Todd . McDonald. School of Computing. Improving Seizure Forewarning using Graph Dissimilarity and Layout Analysis. Oak Ridge, Tennessee. Semi-Auto Vulnerability Research. Professional Vulnerability. Research. Finding bugs is not the problem . Fuzzing works . Microsoft found over 1800 bugs in Office 2010 . http://. blogs.technet.com/b/office2010/archive/2010/05/11/how-the-sdl-helped-improve-security-in-office-2010.aspx. Outline. Link Analysis Concepts. Metrics for Analyzing Networks. PageRank. HITS. Link Prediction. 2. Link Analysis Concepts. Link. A relationship between two entities. Network or Graph. A collection of entities and links between them. Stephen Hendry. |. “Engineering problems are under-defined, there are many solutions, good, bad and indifferent. The art is to arrive at a good solution.. This is a creative activity, involving imagination, intuition and deliberate choice.”.