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* Optional Textbook : Press, Teukolsky, Vetterling, Flannery, "Numerical Recipes", 3rd Edition, Cambridge University Press, 2007 [http://www.nr.com/ [Official Book Web Site]]
* Optional Textbook : Press, Teukolsky, Vetterling, Flannery, "Numerical Recipes", 3rd Edition, Cambridge University Press, 2007 [http://www.nr.com/ [Official Book Web Site]]
== Scheduling ==
== Class Schedule ==
Classes are scheduled for Tuesday and Thursdays, 8:30 - 10:00 am.
Classes are scheduled for Tuesday and Thursdays, 8:30 - 10:00 am
== Contents Overview ==
The following contents are planned to be covered. The details are subject to change without prior notice.
=== Part I : Introduction in C++ ===
* Basic Data Types, Input/Output Handling
* Introduction to Standard Template Library
* Implementation of basic statistics
=== Part II : Algorithms ===
* Understanding of Computational Time Complexity
* Searching - Sequential and Binary Search
* Recursions, Divide and Conquer
* Sorting - Bubble Sort, Merge Sort, Quick Sort
* Data Structure : List, Stack, Queue, Tree, Hash
* Dynamic Programming
=== Part III : Matrix Operations and Numerical Optimizations ===
* Introduction to BLAS/LAPACK
* LU decomposition, QR decomposition, and Singlar Value Decomposition
* Implementation of linear models
* Numerical optimization in one-dimensional space
* Multidimensional optimization
=== Part IV : Advanced Statistical Methods ===
* Hidden Markov Models
* Expectation Maximization
* Markov-Chain Monte Carlo Method
== Class Notes ==
== Class Notes ==
* TBD
== Office Hours ==
== Office Hours ==
* TBD
== Standards of Academic Conduct ==
== Standards of Academic Conduct ==
