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Published by: Massachusetts Institute of Technology | Language: English
Published by: Massachusetts Institute of Technology | Language: English
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Welcome to 6.041/6.431, a subject on the modeling and analysis of random phenomena and processes, including the basics of statistical inference. Nowadays, there is broad consensus that the ability to think probabilistically is a fundamental component of scientific literacy. For example: The concept of statistical significance (to be to
Author(s):
Tag(s):
- electrical engineering and computer science
- probability
- probability models
- bayes rule
- discrete random variables
- continuous random variables
- bernoulli process
- poisson process
- markov chains
- central limit theorem
- statistical inference
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Published by: Massachusetts Institute of Technology | Language: English
Published by: Massachusetts Institute of Technology | Language: English
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This course covers the basic models and solution techniques for problems of sequential decision making under uncertainty (stochastic control). We will consider optimal control of a dynamical system over both a finite and an infinite number of stages (finite and infinite horizon). We will also discuss some approximation methods for problems
Author(s):
Tag(s):
- electrical engineering and computer science
- dynamic programming
- stochastic control
- decision making
- uncertainty
- sequential decision making
- finite horizon
- infinite horizon
- approximation methods
- state space
- large state space
- optimal control
- dynamical system
- dynamic programming and optimal control
- deterministic systems
- shortest path
- state information
- rollout
- stochastic s
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Published by: Massachusetts Institute of Technology | Language: English
Published by: Massachusetts Institute of Technology | Language: English
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6.252J is a course in the department's "Communication, Control, and Signal Processing" concentration. This course provides a unified analytical and computational approach to nonlinear optimization problems. The topics covered in this course include: unconstrained optimization methods, constrained optimization methods, convex analysis, Lagra
Author(s):
Tag(s):
- electrical engineering and computer science
- nonlinear programming
- non-linear programming
- nonlinear optimization
- unconstrained optimization
- gradient
- conjugate direction
- newton
- quasi-newton methods
- constrained optimization
- feasible directions
- projection
- interior point
- lagrange multiplier
- convex analysis
- lagrangian relaxation
- nondifferentiable optimization
- integer progra
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Published by: Massachusetts Institute of Technology | Language: English
Published by: Massachusetts Institute of Technology | Language: English
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This course will focus on fundamental subjects in (deterministic) optimization, connected through the themes of convexity, geometric multipliers, and duality. The aim is to develop the core analytical and computational issues of continuous optimization, duality, and saddle point theory using a handful of unifying principles that can be easi
Author(s):
Tag(s):
- electrical engineering and computer science
- convexity
- optimization
- geometric duality
- lagrangian duality
- fenchel duality
- cone programming
- semidefinite programming
- subgradients
- constrained optimization
- gradient projection
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Published by: Massachusetts Institute of Technology | Language: English
Published by: Massachusetts Institute of Technology | Language: English
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6.263J / 16.37J focuses on the fundamentals of data communication networks. One goal is to give some insight into the rationale of why networks are structured the way they are today and to understand the issues facing the designers of next-generation data networks. Much of the course focuses on network algorithms and their performance. Stud
Author(s):
Tag(s):
- electrical engineering and computer science
- data communication networks
- architecture
- network performance
- network operation
- next generation data networks
- network algorithms
- mathematics
- probability theory
- layered network architecture
- link layer protocols
- high-speed packet switching
- queueing theory
- local area networks
- wide area networks
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Pages: 133
This OER is part of OCW: Probabilistic Systems Analysis and Applied Probability
Published under: /Syllabus
This OER is part of OCW: Probabilistic Systems Analysis and Applied Probability
Published under: /Syllabus
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OCW Authors:
Inherited Tag(s):
- electrical engineering and computer science
- probability
- probability models
- bayes rule
- discrete random variables
- continuous random variables
- bernoulli process
- poisson process
- markov chains
- central limit theorem
- statistical inference
File: 6-041-fall-2010.zip
This OER is part of OCW: Probabilistic Systems Analysis and Applied Probability
Published under: /Download Course Materials
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Used by:
Inherited Tag(s):
- electrical engineering and computer science
- probability
- probability models
- bayes rule
- discrete random variables
- continuous random variables
- bernoulli process
- poisson process
- markov chains
- central limit theorem
- statistical inference
File: 6-263j-fall-2002.zip
This OER is part of OCW: Data Communication Networks
Published under: /Download Course Materials
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Used by:
Inherited Tag(s):
- electrical engineering and computer science
- data communication networks
- architecture
- network performance
- network operation
- next generation data networks
- network algorithms
- mathematics
- probability theory
- layered network architecture
- link layer protocols
- high-speed packet switching
- queueing theory
- local area networks
- wide area networks
File: 6-252j-spring-2003.zip
This OER is part of OCW: Nonlinear Programming
Published under: /Download Course Materials
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Used by:
Inherited Tag(s):
- electrical engineering and computer science
- nonlinear programming
- non-linear programming
- nonlinear optimization
- unconstrained optimization
- gradient
- conjugate direction
- newton
- quasi-newton methods
- constrained optimization
- feasible directions
- projection
- interior point
- lagrange multiplier
- convex analysis
- lagrangian relaxation
- nondifferentiable optimization
- integer progra
File: PS5.pdf
This OER is part of OCW: Data Communication Networks
Published under: /Assignments
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OCW Authors:
Inherited Tag(s):
- electrical engineering and computer science
- data communication networks
- architecture
- network performance
- network operation
- next generation data networks
- network algorithms
- mathematics
- probability theory
- layered network architecture
- link layer protocols
- high-speed packet switching
- queueing theory
- local area networks
- wide area networks
File: HW7.pdf
This OER is part of OCW: Data Communication Networks
Published under: /Assignments
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OCW Authors:
Inherited Tag(s):
- electrical engineering and computer science
- data communication networks
- architecture
- network performance
- network operation
- next generation data networks
- network algorithms
- mathematics
- probability theory
- layered network architecture
- link layer protocols
- high-speed packet switching
- queueing theory
- local area networks
- wide area networks
File: PS2.pdf
This OER is part of OCW: Data Communication Networks
Published under: /Assignments
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OCW Authors:
Inherited Tag(s):
- electrical engineering and computer science
- data communication networks
- architecture
- network performance
- network operation
- next generation data networks
- network algorithms
- mathematics
- probability theory
- layered network architecture
- link layer protocols
- high-speed packet switching
- queueing theory
- local area networks
- wide area networks
File: PS3_.pdf
This OER is part of OCW: Data Communication Networks
Published under: /Assignments
Share in:
OCW Authors:
Inherited Tag(s):
- electrical engineering and computer science
- data communication networks
- architecture
- network performance
- network operation
- next generation data networks
- network algorithms
- mathematics
- probability theory
- layered network architecture
- link layer protocols
- high-speed packet switching
- queueing theory
- local area networks
- wide area networks
File: PS6.pdf
This OER is part of OCW: Data Communication Networks
Published under: /Assignments
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OCW Authors:
Inherited Tag(s):
- electrical engineering and computer science
- data communication networks
- architecture
- network performance
- network operation
- next generation data networks
- network algorithms
- mathematics
- probability theory
- layered network architecture
- link layer protocols
- high-speed packet switching
- queueing theory
- local area networks
- wide area networks
File: PS4_.pdf
This OER is part of OCW: Data Communication Networks
Published under: /Assignments
Share in:
OCW Authors:
Inherited Tag(s):
- electrical engineering and computer science
- data communication networks
- architecture
- network performance
- network operation
- next generation data networks
- network algorithms
- mathematics
- probability theory
- layered network architecture
- link layer protocols
- high-speed packet switching
- queueing theory
- local area networks
- wide area networks
File: PS1_.pdf
This OER is part of OCW: Data Communication Networks
Published under: /Assignments
Share in:
OCW Authors:
Inherited Tag(s):
- electrical engineering and computer science
- data communication networks
- architecture
- network performance
- network operation
- next generation data networks
- network algorithms
- mathematics
- probability theory
- layered network architecture
- link layer protocols
- high-speed packet switching
- queueing theory
- local area networks
- wide area networks
149 results found.
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