Ishii Lab Sequential Data Analysis Study Group - Since Fall 2011
News:
Please check google group regularly for new information regarding next topic. There are several skip weeks ahead.
Information:
This study group starts to tackle Sequential Data Analysis from scratch. Covering topics in Prabability, Inference and Graph Theory, a good fundation for Hidden Markov Model literature study is set. The next target will be Time Series Data Analysis.
Members:
- Dr. Shigeyuki Oba (Senior Lecturer)
- Kevin Chien (D2)
- Kourosh Meshgi (D1)
- Wang Jiexing (M2)
- Li Yuzge (M2)
- Kousuke Yoshida (M1)
Resources:
- Pattern Recognition and Machine Learning -Bishop (Google Books)
- Bayesian Reasoning and Machine Learning -Barber (Google Books)
- Bayesian Time Series Models -Barber (Google Books)
Meetings:
- Friday Oct 14 ,2011: Introduction
- Friday Oct 21 ,2011: PRML - ch 1 (Fundamentals)
- Friday Oct 28 ,2011: PRML - ch 1 & 2
- Friday Nov 04 ,2011: PRML - ch 2
- Friday Nov 11 ,2011: BRML - ch 3 (11/11/11!)
- Friday Nov 18 ,2011: BRML - ch 4
- Friday Dec 02 ,2011: PRML - ch 8
- Friday Dec 09 ,2011: PRML - ch 13
- Saturday Dec 11 ,2011: PRML - ch 13
- Monday 26 Dec 2011: BRML - ch 7 (Making Decisions)
- Friday Jan 06 ,2011: PRML - ch 7 (Making Decisions)
- Friday Jan 13, 2011: Review of Material (BRML ch 3 and 4, PRML ch 13)
- ~: BRML 23 (Discerete State Markov Model)
Material:
- http://www.ml-class.org/course/video/preview_list (Supervised Learning, Unsupervised Learning, Linear Regression with One Variable, Logistic Regression, Regularization, ...)
- https://www.ai-class.com/resources (Basic operations in AI and so do in SDA, Probability in AI, HMM and Filters, Planning Under Uncertainty, ...)
- http://www.youtube.com/watch?v=FHJx9RVVKFg
- http://www.youtube.com/watch?v=4bGWN67R9G0
- http://www.youtube.com/watch?v=-jswWk8YLro
- http://www.youtube.com/watch?v=8o1fAcyhap4
- http://www.youtube.com/watch?v=TPRoLreU9lA
- Introduction to Markov Chain (YouTube)
- HMM Tutorial 1989!
- Example of HMM Matlab
- http://research.microsoft.com/en-us/um/people/cmbishop/PRML/slides/prml-slides-8.pdf
- http://ai.stanford.edu/~paskin/gm-short-course/index.html
- All Your Bayes are Belong to us!
- Mathematical Monk YouTube Channel