PPT-Distributed Adaptive Routing

for BigData Applications Running on Data Center Networks Mellanox Technologies LTD Technion EE Department Eitan Zahavi Isaac Keslassy Avinoam Kolodny ANCS 2012. Submodularity. :. A New Approach to Active Learning and Stochastic Optimization. Joint work with Andreas Krause . . 1. California. Institute of Technology. . Center for the Mathematics. of Information. Andy Grieve. SVP Clinical Trials Methodology, . Innovation Centre, Aptiv Solutions.. 1. Outline. Basic Principles of Adaptive . Designs. Why . adaptive trials?. Differences Between Early / Late Phase Adaptive Designs. Alexander . Demidov. . St. Petersburg State University. Applied and . Computational Physics. Finite elements method, main ideas. Superconvergence in approximation of the derivative. Review of adaptive refinements. John Roberto. LifelongFaith Associates. (jroberto@lifelongfaith.com). Leadership . is . the . activity of mobilizing people to tackle . tough challenges (problems) . and do the adaptive work necessary to achieve . Hidetoshi Yokota. , KDDI Lab. Pierrick. . Seite. , France Telecom-Orange. Elena . Demaria. , Telecom Italia. Zhen Cao. , China Mobile. Dapeng. Liu. , China Mobile. H. Anthony Chan. , . Huawei. Technologies. Ran Manevich, Israel Cidon, Avinoam Kolodny, . Isask. ’. har. (Zigi) Walter and Shmuel Wimer. Technion. . –. Israel Institute of Technology. Group. Research. QNoC. Global traffic information is essential to make the right decision!. Moritz Hardt. IBM Research Almaden. Joint work with Cynthia Dwork, Vitaly Feldman, . Toni Pitassi, Omer Reingold, Aaron Roth. Statistical Estimation. Data domain . X. , class labels . Y. Unknown distribution . Danica Adams. Adaptive capacity. is one way to measure . resilience. .. Adaptive capacity. . is . the ability of a system . – in this case, Vermilion Parish as a political unit – . to adapt to changing circumstances while still retaining its fundamental functions as a system. . Adaptive Management. 2. Growth. Recruitment. Stock or. Biomass. Natural. Harvest. Risk. Assessment. Economics. Sociocultural. Political/Legal. Management. Objectives. Management. Actions. Stock. Assessment. General Tools for Post-Selection Inference. Aaron Roth. What do we want to protect against?. Over-fitting from fixed algorithmic procedures (easiest – might hope to analyze exactly). e.g. variable/parameter selection followed by model fitting. Reading Assignment. Sections . 4.1-4.5. Alternative: relevant papers. . References provided. Overview. Separate the routing decisions from implementation. Choice of path vs. . Performance. E.g., buffering, route computation implementation. Positional and Personal leadership. What is a positional leader? What is a personal leader? . What does it mean to lead without a title?. Which type of leader are you? Can you be both?. Existing frameworks. Routing Distance Vector (DV) Routing Sets up minimum distance routes to all nodes in a network Routing tables created at each node with following fields: The core algorithm is based on ‘ Bellman Ford shortest path algorithm Mohammad . Fattah. 1. , . Antti . Airola. 1. , . Rachata. . Ausavarungnirun. 2. , . Nima. . Mirzaei. 3. ,. Pasi. Liljeberg. 1. , . Juha. . Plosila. 1. , . Siamak. . Mohammadi. 3. , . Tapio. . Pahikkala.