Yeah, I agree. Congratulations on getting into Brown!
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I am interested in NLP, AI and data mining/text mining in general.
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All the more reason to go to Brown, as you have seen:
Brown Laboratory for Linguistic Information Processing (BLLIP)
I don't see any such lab at UCSB's website. Furthermore, Brown ranked #17 in AI in USNews in 2006. I would think the latest 2008 rankings would be similar if not better. Neither JHU, USC, or UCSB ranked in AI in 2006 as USNews only ranked the top 20.
UPDATE: However, I would wait for word from JHU since they do seem tempting:
As you have seen:
Natural Language Processing Lab home page
The Center for Language and Speech Processing at JHU
You would know better than me if JHU is better than Brown for your interests, but I would wait for JHU's decision, just to be safe, at least. Maybe they will offer you a partial tuition waiver
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MSE students may be granted a tuition waiver between 10% and 50%, with 50% being alumni. MSE students are never given a stipend of any form.
JHU Department of Computer Science
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or an even bigger surprise:
I would not, however, turn down UCSB unless you already have documentation for an I-20 to pay the tuition at Brown (assuming you are an international student not eligible for U.S. student loans):