Data Skeptic

This episode contains converage of the 2015 Data Fest hosted at UCLA.  Data Fest is an analysis competition that gives teams of students 48 hours to explore a new dataset and present novel findings.  This year, data from was provided, and students competed in three categories: best recommendation, best use of external data, and best visualization.

Direct download: Data_Fest_2015.mp3
Category:general -- posted at: 11:55pm PDT

For our 50th episode we enduldge a bit by cooking Linhda's previously mentioned "healthy" cornbread.  This leads to a discussion of the statistical topic of overdispersion in which the variance of some distribution is larger than what one's underlying model will account for.

Direct download: MINI_Cornbread_and_Overdispersion.mp3
Category:miniepisode -- posted at: 12:19am PDT

This episode overviews some of the fundamental concepts of natural language processing including stemming, n-grams, part of speech tagging, and th bag of words approach.

Direct download: nlp.mp3
Category:miniepisode -- posted at: 11:44pm PDT

Guest Youyou Wu discuses the work she and her collaborators did to measure the accuracy of computer based personality judgments. Using Facebook "like" data, they found that machine learning approaches could be used to estimate user's self assessment of the "big five" personality traits: openness, agreeableness, extraversion, conscientiousness, and neuroticism. Interestingly, the computer-based assessments outperformed some of the assessments of certain groups of human beings. Listen to the episode to learn more.

The original paper Computer-based personality judgements are more accurate than those made by humansappeared in the January 2015 volume of the Proceedings of the National Academy of Sciences (PNAS).

For her benevolent Youyou recommends Private traits and attributes are predictable from digital records of human behavior by Michal Kosinski, David Stillwell, and Thore Graepel. It's a similar paper by her co-authors which looks at demographic traits rather than personality traits.

And for her self-serving recommendation, Youyou has a link that I'm very excited about. You can to see how this model evaluates your personality based on your Facebook like information. I'd love it if listeners participated in this research and shared your perspective on the results via The Data Skeptic Podcast Facebook page. I'm going to be posting mine there for everyone to see.

Direct download: Computer_Based_Personality_Judgments_with_Youyou_Wu.mp3
Category:psychology -- posted at: 8:08pm PDT

This episode explores how going wine testing could teach us about using markov chain monte carlo (mcmc).

Direct download: MINI_mcmc.mp3
Category:miniepisode -- posted at: 11:24pm PDT