PPT-Gaussian process emulation

Author : liane-varnes | Published Date : 2016-03-21

of multiple outputs Tony OHagan MUCM Sheffield Outline Gaussian process emulators Simulators and emulators GP modelling Multiple outputs Covariance functions Independent

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Gaussian process emulation: Transcript

of multiple outputs Tony OHagan MUCM Sheffield Outline Gaussian process emulators Simulators and emulators GP modelling Multiple outputs Covariance functions Independent emulators Transformations to . Greg Cox. Richard Shiffrin. Continuous response measures. The problem. What do we do if we do not know the functional form?. Rasmussen & Williams, . Gaussian Processes for Machine Learning. http://www.gaussianprocesses.org/. Jeffrey van der Hoeven. 3rd LIBER workshop, Vienna, May 20th, 2014. 2. What. is . emulation. ?. In a . nutshell. …. Emulation. Emulator. Digital . object. document, game, web site, . utilities. , etc.. Anti-Anti-Virus. Anti-Anti-Virus. All viruses self-replicate. Anti-anti-virus means it’s “openly hostile” to AV. Anti-anti-virus techniques?. Aggressively attack AV software. Make analysis of virus difficult. Lecture. 7. Linear time invariant systems. 1. Random process. 2. 1. st. order Distribution & . density . function. First-order distribution. First-order . density function. 3. 2. end. order Distribution & . RTL performance verification. June 4, 2014. DaeSeo Cha. Infrastructure Design Center. System LSI Division. Samsung Electronics Co., Ltd.. Current Performance Verification. System Architecture Specification . McsQPT. ). Joint work with: . S. . Rahimi-Keshari. , A. T. . Rezakhani. , T. C. Ralph. Masoud. Ghalaii. Nov. 2013. 1. Basic concepts—Phase space, Wigner . function, . HD, … . Harmonic oscillator. David Woodruff . IBM . Almaden. Based on works with Vladimir . Braverman. , Stephen R. Chestnut Nikita . Ivkin. , Jelani Nelson, and . Zhengyu. Wang. Streaming Model. Stream of elements a. 1. , …, a. (BO). Javad. . Azimi. Fall 2010. http://web.engr.oregonstate.edu/~azimi/. Outline. Formal Definition. Application. Bayesian Optimization Steps. Surrogate Function(Gaussian Process). Acquisition Function. July 8. th. Brecht . Vermeulen. How to build a larger experiment. Build backbone on 3 . testbeds. Layer 2 connectivity = stitching VLANs. SDX = software defined exchange. . eases connectivity (=exchange). David Woodruff . IBM . Almaden. Based on works with Vladimir . Braverman. , Stephen R. Chestnut Nikita . Ivkin. , Jelani Nelson, and . Zhengyu. Wang. Streaming Model. Stream of elements a. 1. , …, a. Transcendence . (2014). https://www.youtube.com/watch?v=. 280qnrHpuc8. . Technology Singularity . A hypothetical moment in time when artificial intelligence will have progressed to the point of a greater-than-human intelligence . Javad. . Azimi. Fall 2010. http://web.engr.oregonstate.edu/~azimi/. Outline. Formal Definition. Application. Bayesian Optimization Steps. Surrogate Function(Gaussian Process). Acquisition Function. PMAX. David Woodruff . IBM . Almaden. Based on works with Vladimir . Braverman. , Stephen R. Chestnut Nikita . Ivkin. , Jelani Nelson, and . Zhengyu. Wang. Streaming Model. Stream of elements a. 1. , …, a. 7. Linear time invariant systems. 1. Random process. 2. 1. st. order Distribution & . density . function. First-order distribution. First-order . density function. 3. 2. end. order Distribution & .

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