統計學習

Statistical Learning

學期

109-2

學分

3 學分

當期課號

5473

永久課號

IST5550

開課單位

統計學研究所

授課教師

盧鴻興

類別

選修

上課時間表

節	週二
2 09:00–09:50	統計學習 A406 3 節連堂
3 10:10–11:00
4 11:10–12:00

* 根據陽明交大上課時間表所列

概述

This course will introduce state-of-art techniques of statistical learning with kernel methods. Systematical introduction will be provided from classical to modern methods. Methodology explanations will be given with computation codes in R, Matlab, Weka and other applications packages. Hands-on experience is emphasized using illustrations and reproducible examples. Undergraduate knowledge of probability and statistics will be helpful for the understanding of this course. Related materials will be post at the course web page in http://www.stat.nctu.edu.tw/people/bio.php?PID=16.

先修科目

Probability and Statistics.

教學方式

http://www.stat.nctu.edu.tw/misg/Statistical%20Learning%202009f%20syllabus.htm

評分方式

Homework: 70% Term Project: 30%

教科書

G. James, D. Witten, T. Hastie and R. Tibshirani. An Introduction to Statistical Learning: with Applications in R (2013). Springer-Verlag. T. Hastie, R. Tibshirani and J. Friedman. The Elements of Statistical Learning (2009). Second Edition, Springer-Verlag.

Office Hours

地點: By appointment.
時間: By appointment.
聯絡方式: Email: hslu@stat.nctu.edu.tw