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Sora Shiratani edited this page Sep 21, 2023
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- UNIX全般
-
The Missing Semester of Your CS Education (English / 日本語 / 中文 / ...)
- shell, vim, data wrangling, command-line environment, git, debugging and profiling, metaprogramming, security and cryptography, etc
- UNIX入門
-
The Missing Semester of Your CS Education (English / 日本語 / 中文 / ...)
- MPI (Message Passing Interface)
- https://mpitutorial.com/tutorials/ (English / 中文)
- OpenMP
- Tim Mattson’s (Intel) "Introduction to OpenMP" (2013) (YouTube / Slides:PDF / Exercise files:Mattson_OMP_exercises.zip)
- Git
- まずは手を動かしてみる
- A. Sandvik: "Computational Studies of Quantum Spin Systems" https://aip.scitation.org/doi/abs/10.1063/1.3518900
- Sec.3: Classical Phase Transitions, Monte Carlo Simulations, and Finite-size Scaling
- 3.1: Mean-field theory of the Ising model
- 3.2: Monte Carlo simulations of the Ising model
- 3.3: Finite-size scaling and critical exponents
- Sec.3: Classical Phase Transitions, Monte Carlo Simulations, and Finite-size Scaling
- A. Sandvik: "Computational Studies of Quantum Spin Systems" https://aip.scitation.org/doi/abs/10.1063/1.3518900
- MCMCの理論をもう少しきっちり学ぶ
- D. A. Levin, Y. Peres, E. L. Wilmer: "Markov Chains and Mixing Time" https://pages.uoregon.edu/dlevin/MARKOV/
- Chap. 1-3: basics of MCMC
- Chap. 4-7: Markov chain mixing
- D. A. Levin, Y. Peres, E. L. Wilmer: "Markov Chains and Mixing Time" https://pages.uoregon.edu/dlevin/MARKOV/
- 網羅的な教科書
- D. Landau and K. Binder: "A Guide to Monte Carlo Simulations in Statistical Physics" https://booklog.jp/item/1/1107074029
- J. Gubernatis, N. Kawashima, P. Werner: "Quantum Monte Carlo Methods: Algorithms for Lattice Models" https://booklog.jp/item/1/1107006422
- 西野友年, "テンソルネットワークの基礎と応用 統計物理・量子情報・機械学習" (サイエンス社, 2021) https://www.kobe-u.ac.jp/info/public-relations/book/2021/06_28.html
- R. Orús, A practical introduction to tensor networks: Matrix product states and projected entangled pair states, Ann. Phys. (Amsterdam) 349, 117 (2014).