PPT-Distributed Tree Kernels

and Distributional Semantics Between Syntactic Structures and Compositional Distributional Semantics Fabio Massimo Zanzotto ART Group Dipartimento di Ingegneria dellImpresa. g BinetCauchy kernels However such approaches are only applicable to time series data living in a Euclidean space eg joint trajectories extracted from motion capture data or feature point trajectories extracted from video Much of the success of rec Software Engineering. Don Batory, Bryan Marker, . Rui . Gonçalves. , Robert van de Geijn, and Janet Siegmund. Department of Computer Science. University of Texas at Austin. Austin, Texas 78746. DxT-. Graph coloring. A few known results. Any . tree. can be colored using . two colors . only. Any . graph. whose maximum node degree is . ∆. can be colored using . (∆+1) . colors. Any . planar graph . Stephen Mayhew. Hyung Sul Kim. 1. Outline. What are features?. How are they defined in NLP tasks in general?. How they are defined specifically for relation extraction. ? (Kernel methods). 2. What are features?. Also known as “meta-data”. April 2016. Comments in SPICE Kernels. 2. Comments, also called “meta-data,” are information that describe the context of kernel data, i.e. “data about data”. Comments are provided inside kernels as plain text (prose). April 2016. Porting Kernels. 2. Porting Issues - 1. Data formats vary across platforms, so data files created on platform “X” may not be usable on platform “Y.”. Binary. . formats. : different platforms use different bit patterns to represent numbers (and possibly characters).. Úlfar Erlingsson, Google Inc.. Marcus . Peinado. , Microsoft Research. Simon Peter, Systems Group, ETH Zurich. Mihai. . Budiu. , Microsoft Research. 1. Fay. Wouldn’t it be nice if…. We could know what our clusters were doing?. Tahereh Zahmatkesh. McMaster University - CAS . 769. March 2015. Outline. March 2015. Distributed Reset - CAS 769. 2. March 2015. Distributed Reset - CAS 769. 3. Introduction. Distributed reset. : any of the . Úlfar Erlingsson, Google Inc.. Marcus . Peinado. , Microsoft Research. Simon Peter, Systems Group, ETH Zurich. Mihai. . Budiu. , Microsoft Research. 1. Fay. Wouldn’t it be nice if…. We could know what our clusters were doing?. April 2016. Agenda. Overview. Kernel architecture. Producing kernels. Using kernels. Introduction to Kernels. 2. Introduction to Kernels. 3. What is a SPICE “Kernel”. “Kernel” means file. “Kernel” means a file . Ross McIlroy, Chris Hawblitzel, Galen Hunt. Microsoft Research. Helios: Heterogeneous Multiprocessing with Satellite Kernels. 1. Problem: HW now heterogeneous. Heterogeneity . ignored. by operating systems. Perceptrons. The . perceptron. A. B. instance. . x. i. Compute: . y. i. = . sign(. v. k. . . . x. i. . ). ^. y. i. ^. y. i. If mistake: . v. k+1. = . v. k. + . y. i. . x. i. . x . is a vector. Pipeline . Parallelism from . Multiple . Dependent Kernels for . GPUs. Gwangsun Kim, . Jiyun Jeong, John Kim. Mark Stephenson. GPU Background. CTA. Kernel grid. CTA (Cooperative Thread Array). or Thread block. McMaster University - CAS . 769. March 2015. Outline. March 2015. Distributed Reset - CAS 769. 2. March 2015. Distributed Reset - CAS 769. 3. Introduction. Distributed reset. : any of the . processes.