Machine Learning, etc

Sunday, March 13, 2011

Going to Google

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I've accepted an offer from Google and will be joining their Tesseract team next week. I first got interested in OCR when I faced a pr...
35 comments:
Saturday, March 05, 2011

Linear Programming for Maximum Independent Set

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Maximum independent set, or "maximum stable" set is one of classical NP-complete problems described in Richard Karp's 1972 pap...
165 comments:
Thursday, March 03, 2011

Perils of floating point arithmetic

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A recent discussion on stackoverflow brought up the issue of results of floating point arithmetic being non-reproducible A reader asked wha...
79 comments:
Monday, February 21, 2011

How to patent an algorithm in the US

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Today I got Google Alert today on the following pending patent -- Belief Propagation for Generalized Matching . I like to stay up on Belief...
776 comments:
Sunday, February 20, 2011

Generalized Distributive Law

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With regular distributive law you can do things like $$\sum_{x_1,x_2,x_3} \exp(x_1 + x_2 + x_3)=\sum_{x_1} \exp x_1 \sum_{x_2} \exp x_2 \sum...
17 comments:
Tuesday, February 15, 2011

Cluster decomposition and variational counting

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Suppose we want to count the number of independent sets in a graph below. There are 9 independent sets. Because the graphs are disjoint we c...
99 comments:
Wednesday, February 09, 2011

Junction trees in numerical analysis

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There's a neat connection between Cholesky factorization and graph triangulations -- graph corresponding to Cholesky factorization of a ...
19 comments:
Friday, January 21, 2011

Building Junction Trees

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Here's a 367 vertex Apollonian Network and its Junction Tree (aka Tree Decomposition) A Junction Tree provides an efficient data struct...
3 comments:
Friday, January 14, 2011

P vs. NP page

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Here's a page linking 65 attempts of resolving P vs NP problem. A couple of papers were published in peer-reviewed journals or conferen...
8 comments:
Saturday, January 08, 2011

towards Problem Compilers

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First programmers wrote in machine code and assemblers simplified this task significantly by letting them give algorithms at a higher level....
4 comments:
Sunday, January 02, 2011

Interactive Tree Decomposition

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Here's a tool (in Mathematica) to help visualize the process of constructing a Junction Tree. wrong link fixed Clicking on vertices cor...
9 comments:
Saturday, January 01, 2011

Happy New Year

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Here are some links to start the new year on a light note Hinged tesselation Statistics-related Cartoons on stats.SE Memorable math pap...
8 comments:
Tuesday, December 21, 2010

Visualizing 7 dimensional simplex

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Suppose we'd like to visualize a set of joint probabilities realizable by distributions of 3 binary variables. It is a 7 dimensional reg...
7 comments:
Wednesday, December 15, 2010

Computationally nice structures

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One approach to solving hard problems is to break them into computationally efficient parts. For instance, Globerson/Jaakkola do approximat...
8 comments:
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Yaroslav Bulatov
Google (Books/OCR)
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