2 votes
7434 reads
 

Cluster analysis in SAS

Here is a comprehensive and well detailed tutorial on CLUSTER procedure in SAS, which I found very helpful.

 
3 votes
4843 reads
 

MIT courses on Statistics (Open Access Archive)

MIT has a big archive of most of its courses online that is available to public for free. The program is called OpenCourseWare (OCW) at MIT. Basically, each course has a website including the lecture notes, syllabus, assignments, exams, sometimes video lectures, .... The website can be accessed here. The courses in this website are listed under the name of each department.

 
2 votes
4634 reads
 

Markdown and Sweave in R

My goal of writing this post is to introduce some techniques in R that can be used in generating reports automatically. I am new to many of them and therefore I would be only able to introduce the ideas. You may look for more in-depth instructions on how to implement them:

 
7 votes
4073 reads
 

Gaussian Process Tutorial - Carl Edward Rasmussen

Carl Edward Rasmussen, Computational and Biological Learning Lab in University of Cambridge, has co-authored a book with Chris Williams, entitled Gaussian Processes for Machine Learning, MIT Press, 2006, Read more

 
5 votes
4028 reads
 

NASA's "Eyes on the Earth 3D"

The following awesome video illustrates the powerful system of visualizing NASA satellites, called "Eyes on the Earth". NASA satellites are constently rounding around the Earth and are sending us humongous amount of data and information about clouds, rainfall, snow, long/short wave radiations etc. to study Ocean and Atmosphere. Watch the tour of NASA's 'Eyes on the Earth 3D' and access the system through the following link: http://climate.nasa.gov/Eyes/. Enjoy.

 
3 votes
3096 reads
 

Permutation Tests in R!

“ There are many situations were parametric linear model significance tests are not optimal (including when data is notably non-normal, there are outliers, and when sample sizes are too small to trust asymptotic results). In these cases, permuation tests may be viable alternatives.” lmPerm package provides permutation tests for linear models in R. It can be used for ANOVA, ANCOVA, polynomial regression, and multiple regression.

 
5 votes
3029 reads
 

Bayesian Estimation of Negative Binomial Regression Using SAS

What is Negative Binomial Regression?

If you want to model count variables, negative binomial regression is a good choice. In this regression, the count variable, outcome, is regressed to your covariate of interest. As an example suppose that an insurance company is interested in analyzing the behavior of its insurees on visiting hospitals based on their characteristics to design the most appropriate and cost efficient plans for its customers.

 
3 votes
2969 reads
 

MCMC programming in R, Python, Java and C

Markov Chain Monte Carlo (MCMC) is a powerful simulation technique for exploring posterior distributions that arise in Bayesian Statistics.

 
9 votes
2742 reads
 

What is IPython?

IPython provides a rich toolkit to help you make the most out of using Python, with:

1) Powerful Python shells (terminal and Qt-based).

2) A web-based notebook with the same core features but support for code, text, mathematical expressions, inline plots and other rich media.

3) Support for interactive data visualization and use of GUI toolkits.

4) Flexible, embeddable interpreters to load into your own projects.

5) Easy to use, high performance tools for parallel computing.

 
3 votes
2602 reads
 

What is the difference between big data and Analytics? O'Reilly's Interview with Jeremy Howard

A very interesting interview with Jeremy Howard on the difference between big data and analytics. Jeremy Howard is Kaggle's president and chief scientist.

Wired Magazine have labeled Jeremy as the accidental scientist. To learn more about Jeremy please read this very interesting article.

 
 

Events

 
2012 FDA/Industry Statistics Workshop
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