fail, e12 | View Comments
after quite a bit of hacking the statistical synonyms idea doesn't seem to give terribly interesting results so i'm going onto do something else.for the record here's what I did do though....generate 3grams from 800e3 tweetscollect n-grams together that share the same first and last term; eg 'the blue cat', 'the green cat', 'the red cat'for each set generate all the combos of the middle terms; eg 'blue green', 'blue red', 'green red'count the occurrences of each pairdraw a graph of the 150 top occurring pairsviola! click this image for a bigger versionsome interesting result. few of the more complex...
linguistics, e12 | View Comments
i've been doing some reading for my statistical synonyms project and have uncovered a heap of cool papers. most of them are around an idea (from the 1950's!) called the distributional hypothesis that simply states that words that appear in similar contexts often have similar meanings.the coolest paper so far is 'Web-Scale Distributional Similarity and Entity Set Expansion' by Pantel,Crestan,Borkovsky et al which has introduced me to an area of research i didn't really know existed; entity set expansion.entity set expansion is a bit like thesaurus building for proper nouns; given a seed set of related items can you expand...
e12, statistics | View Comments
i've had an idea brewing in my head for awhile now seeded by a great talk by peter norvig about statistically approaches to find patterns in data.one thing he alludes to is the generation of synoyms based on n-gram models.the basic intuition is this; if a corpus contains occurrences of the phrases 'a x b' and 'a y b' then to some degree x and y are synonymous.the question becomes how do we calculate the strength of the relationship? how is it a function of the frequencies of a, b, x, y, 'a x b', 'a y b', 'a ?...
- latent semantic analysis via the singular value decomposition (for dummies)
- semi supervised naive bayes
- statistical synonyms
- round the world tweets
- decomposing social graphs on twitter
- do it yourself statistically improbable phrases
- should i burn it?
- the median of a trillion numbers
- deduping with resemblance metrics
- simple supervised learning / should i read it?
- audioscrobbler experiments
- chaoscope experiment