Towards practical theory : Bayesian optimization and optimal exploration

Towards practical theory : Bayesian optimization and optimal exploration

Thesis: S.M., Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science, 2016.

Номзүйн дэлгэрэнгүй
Үндсэн зохиолч:	Kawaguchi, Kenji, Ph. D. Massachusetts Institute of Technology
Бусад зохиолчид:	Leslie P. Kaelbling and Tomas Lozano-Perez.
Формат:	Дипломын ажил
Хэл сонгох:	eng
Хэвлэсэн:	Massachusetts Institute of Technology 2016
Нөхцлүүд:	Electrical Engineering and Computer Science.
Онлайн хандалт:	http://hdl.handle.net/1721.1/103670

Ижил төстэй зүйлс

Communication for wideband fading channels : on theory and practice
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Towards Practical Theory: Bayesian Optimization and Optimal Exploration
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Sampling in computer vision and Bayesian nonparametric mixtures
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Private sequential search and optimization
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Risk and robust optimization
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Learning motion patterns using hierarchical Bayesian models
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Bayesian time series models and scalable inference
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Bayesian distance metric learning on i-vector for speaker verification
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Optimization as estimation with Gaussian processes in bandit settings
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A Bayesian latent time-series model for switching temporal interaction analysis
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Efficient IC statistical modeling and extraction using a Bayesian inference framework
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Optimization techniques for human computation-enabled data processing systems
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Bayesian nonparametric learning with semi-Markovian dynamics
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Automatically learning optimal formula simplifiers and database entity matching rules
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Design, optimization, and applications of few-cycle Ti:Sapphire lasers
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Collaboration in design optimization
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Design space exploration of photonic interconnects
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Optimizations in stream programming for multimedia applications
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Deployment algorithms for multi-agent exploration and patrolling
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On-Chip Network exploration and synthesis
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Euclidean network information theory
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Toward accurate and large-scale silicon photonics
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Toward an intelligent multimodal interface for natural interaction
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Exploring possible coupling between phonons and internal nuclear states
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Beyond pixels : exploring new representations and applications for motion analysis
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Toward distributed control for autonomous electrical energy systems
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Towards the efficiency limit of visible light-emitting diodes
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Dynamical systems view of acceleration in first order optimization
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A universal, operational theory of multi-user communication with fidelity criteria
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Towards unified biomedical modeling with subgraph mining and factorization algorithms
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Towards low-power yet high-performance networks-on-chip
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Towards dissecting neural ensembles : development of genetic profiling and targeting approaches
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Design & optimization of automotive power electronics utilizing FITMOS MOSFET technology
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User adaptive Web morphing : an implementation of a Web-based Bayesian inference engine with Gittins' Index
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Analytics for hotels : demand prediction and decision optimization
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Interactive exploration of design space
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Design and testing of a UAV-based, through-rubble vital sign detection RADAR using metaheuristic topology optimization
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