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_quarto.yml
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_quarto.yml
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project:
type: book
output-dir: docs/
resources:
- 'www/geogebra/*.ggb'
- 'julia-examples/*.ipynb'
book:
title: Stochastic Control and Decision Theory
author:
- name: Aditya Mahajan
url: "https://adityam.github.io"
affiliation: McGill University
affiliation-url: "https://www.mcgill.ca/ece"
description: "Course Notes for ECSE 506 (McGill University)"
site-url: "https://adityam.github.io/stochastic-control/"
repo-url: "https://github.com/adityam/stochastic-control"
repo-actions: [edit]
repo-branch: quarto
reader-mode: true
# google-analytics:
# tracking-id: "G-GWP0HLS7WV"
# storage: none
navbar:
background: dark
title: false
pinned: false
search: false
left:
# - href: ../index.html
# text: Home
- href: ../stochastic-control/index.html
text: Stochastic Control
# - href: ../multi-agent-systems/index.html
# text: Multi-Agent Systems
sidebar:
# background: light
collapse-level: 2
pinned: false
style : floating
chapters:
- index.qmd
- part: "Stochastic Optimization"
chapters:
- stochastic-optimization/intro.qmd
- stochastic-optimization/newsvendor.qmd
- stochastic-optimization/certainty-equivalence.qmd
- stochastic-optimization/interchange.qmd
- part: "MDPs"
chapters:
- mdps/intro.qmd
- mdps/gambling.qmd
- mdps/inventory-management.qmd
- mdps/monotone-mdps.qmd
- mdps/monotone-examples.qmd
- mdps/reward-shaping.qmd
- mdps/optimal-stopping.qmd
- mdps/inf-horizon.qmd
- mdps/mdp-algorithms.qmd
- mdps/inventory-management-revisited.qmd
- mdps/mobile-edge-computing.qmd
- mdps/computational-complexity-vi.qmd
- mdps/martingale.qmd
- mdps/linear-programming.qmd
- mdps/lipschitz-mdps.qmd
- mdps/periodic-mdps.qmd
- part: "POMDPs"
chapters:
- pomdps/intro.qmd
- pomdps/sequential-hypothesis.qmd
- part: "Approx DP"
chapters:
- approx-mdps/approx-DP.qmd
- approx-mdps/policy-loss.qmd
- approx-mdps/model-approximation.qmd
# - approx-mdps/regularized-mdps.qmd
- part: "Risk sensitive MDPs"
chapters:
- risk-sensitive/risk-sensitive-utility.qmd
- risk-sensitive/risk-sensitive-mdps.qmd
- part: "Linear systems"
chapters:
- linear-systems/lqr.qmd
- linear-systems/large-scale-systems.qmd
- part: "RL"
chapters:
- rl/intro.qmd
- rl/stochastic-approximation.qmd
- part: "Dec-POMDPs"
chapters:
- dec-pomdps/designers-approach.qmd
- part: "Probability Appendix"
chapters:
- probability/convergence.qmd
- probability/sub-gaussian.qmd
- probability/change-of-measure.qmd
- probability/IPM.qmd
- probability/markov-chains.qmd
- probability/martingales.qmd
- probability/stochastic-stability.qmd
- part: "Linear Algebra Appendix"
chapters:
- linear-algebra/matrix-relationships.qmd
- linear-algebra/positive-definite-matrix.qmd
- linear-algebra/trace.qmd
- linear-algebra/infinite-product-of-matrices.qmd
- linear-algebra/svd.qmd
- linear-algebra/rkhs.qmd
- part: "Convexity Appendix"
chapters:
- convexity/convexity.qmd
- convexity/duality.qmd
- references.qmd
- part: "Assignments"
chapters:
- assignments/01.qmd
- assignments/02.qmd
bibliography: references.bib
csl: _extensions/csl/acm-siggraph.csl
format:
html:
author:
- name: Aditya Mahajan
url: http://www.cim.mcgill.ca/~adityam
affiliation: McGill University
affiliation-url: http://www.mcgill.ca/ece
citation:
type: webpage
container-title: "Course notes for Stochastic Control and Decision Theorey"
# google-scholar: true
theme:
light:
- lumen
- static/css/style.scss
dark:
- darkly
- static/css/style.scss
include-in-header:
- static/html/mathjax.html
- static/html/clicky.html
reference-location: margin
# citation-location: margin
filters:
- _extensions/schochastics/nutshell/nutshell.lua
published-title: Updated
date: last-modified
notebook-links: inline
embed-resources: false
smooth-scroll: true
jupyter: julia-1.9
freeze: true