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Articles

Sequential Minimal Optimization Algorithm for Support Vector Machines

Nov 21, 2015
Personal Updates

Knitting

Nov 20, 2015
Featured image of post Using Twitter Data to Gain Insights into E-cigarette Marketing and Locations of Use
Personal Updates

Using Twitter Data to Gain Insights into E-cigarette Marketing and Locations of Use

My paper in the Journal of Internet Medical Research about discussion of electronic cigarettes on Twitter.

Nov 06, 2015
Articles

Nonparametric Latent Dirichlet Allocation

Summary of my work developing a high-performance Python library for inference of nonparametric Latent Dirichlet Allocation.

Oct 16, 2015
Personal Updates

Tweets I'm Proud Of (2)

Oct 16, 2015
Featured image of post Sample from Antoniak Distribution with Python
Articles

Sample from Antoniak Distribution with Python

Code for drawing samples from the distribution of tables created by a Chinese restaurant process after n patrons are seated.

Oct 15, 2015
Featured image of post Collapsed Gibbs Sampling for Bayesian Mixture Models (with a Nonparametric Extension)
Articles

Collapsed Gibbs Sampling for Bayesian Mixture Models (with a Nonparametric Extension)

Derivation of a collapsed Gibbs sampler for a finite mixture model with a uniform Dirichlet prior, and extension to the Dirichlet Process Mixture Model.

Oct 14, 2015
Featured image of post Nomenclature of Dirichlet Processes
Articles

Nomenclature of Dirichlet Processes

A discussion of the confusing and sometimes contradictory use of the term 'Dirichlet process' in the nonparametric Bayesian literature.

Oct 13, 2015
Featured image of post Econtalk Topics: Nonparametric LDA in Practice
Articles

Econtalk Topics: Nonparametric LDA in Practice

Applying nonparametric latent Dirichlet allocation to discover topics in Econtalk podcast transcripts using a hierarchical Dirichlet process.

Oct 07, 2015
Quotes

A Joke

Sep 24, 2015
Featured image of post Notes on Gibbs Sampling in Hierarchical Dirichlet Process Models
Articles

Notes on Gibbs Sampling in Hierarchical Dirichlet Process Models

Notes on applying the equations from the Hierarchical Dirichlet Process paper to nonparametric Latent Dirichlet Allocation.

Sep 21, 2015
Articles

Data Science and Agriculture

Sep 17, 2015
Articles

Classes Future Programmers Should Take

Sep 12, 2015
Quotes

Dealing with Outliers

Sep 08, 2015
Featured image of post Fitting a Mixture Model with Gibbs Sampling
Articles

Fitting a Mixture Model with Gibbs Sampling

Derivation of a full Gibbs sampler for a finite mixture model with a uniform Dirichlet prior, as a step toward the Dirichlet Process Mixture Model.

Sep 02, 2015
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