Machine Learning, etc

Tuesday, April 01, 2008

Update

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I've started a new job at MyStrands.com, looking at mining financial data. I also applied to Wolfram Research at the same time, but they...
11 comments:
Monday, February 11, 2008

Which DPI to use for scanning papers?

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Here's a side to side comparison of 150 vs. 300 vs. 600 DPI scan viewed at 400% magnification. On a local library scanner, 600 DPI blac...
14 comments:
Wednesday, February 06, 2008

Strategies for organizing literature

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Newton once wrote to Hooke: "If I have seen further it is by standing on the shoulders of giants". It's true nowdays more than...
18 comments:
Friday, February 01, 2008

Cool formula

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Pi comes up in the most unexpected places. Here's an application to walk counting that involves it. Suppose you have a chain of length n...
7 comments:
Monday, January 28, 2008

Russian Captcha revisited

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A few weeks ago , I brought up a Russian CAPTCHA that asks to find resistance between end-points in a version of Wheatstone bridge in order...
9 comments:
Friday, January 25, 2008

Expectation Maximization for Gaussian Mixtures demo

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I was going to post this to Wolfram's Demonstrations website , but then I realized it doesn't fit some technical format limitations,...
4 comments:
Thursday, January 17, 2008

Maximum entropy with skewness constraint

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Maximum entropy principle is the idea that we should should pick a distribution maximizing entropy subject to certain constraints. Many know...
10 comments:
Wednesday, December 26, 2007

Russian CAPTCHA

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Here's an innovative CAPTCHA I came across when trying to register for a forum at http://lib.mipt.ru/?spage=reg_user You have to enter r...
9 comments:
Monday, December 17, 2007

Sampling doubly stochastic matrices

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Stochastic matrices are easy to get -- just normalize the rows. Doubly stochastic matrices require more work -- simply normalizing columns/r...
12 comments:
Sunday, November 25, 2007

Loopy Belief propagation

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Consider a distribution over 6 binary random variables captured by the structure below. Red represents -1 potential, green represents +1 pot...
7 comments:
Friday, November 09, 2007

Ising model

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Ising Models are important for Machine Learning because they are well-studied physical counter-parts of binary valued undirected graphical m...
10 comments:
Thursday, November 08, 2007

Belief propagation and fixed point iteration

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As mentioned in another post belief propagation is a an important algorithm both in probabilistic inference, and statistical thermodynamics...
3 comments:
Sunday, November 04, 2007

a step towards open access

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Congress recently passed a bill that requires all NIH funded researchers make their papers publically available. If there's no veto, thi...
Friday, November 02, 2007

Why software libraries aren't reused

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Software Libraries and Their Reuse: Entropy, Kolmogorov Complexity, and Zipf’s Law
4 comments:
Tuesday, October 30, 2007

2,3 universal Turing machine proof disputed

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A promising proof of universality of a 2,3 Turing machine (announced here ) seems to have stirred some controversy. Vaughan Pratt's post...
1 comment:
Friday, October 26, 2007

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I've recently gone to Northwest Probability Seminar and one topic that came up was Thorp shuffling: Take a deck of cards, split it in 2...
3 comments:
Wednesday, September 05, 2007

Caveat Lector -- positive definite

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There seems to be a difference in definitions of "positive-definite" between pure and applied math literature. For instance: Linea...
Monday, August 13, 2007

Analysis vs information theory

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Here's a problem that could be solved using either analysis or information theory, which approach do you think is easier? Suppose X_1,X_...
6 comments:
Tuesday, August 07, 2007

proof techniques

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Many people have seen a copy of this tongue-in-cheek email on proof techniques that's been circulating since the 80's. It' funn...
4 comments:
Wednesday, August 01, 2007

L1 regularization papers this year

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Looking at the papers from this summer's machine learning conferences ( AAAI , UAI , IJCAI , ICML , COLT ) it seems like there have been...
2 comments:
Sunday, July 29, 2007

Evolutionary Artwork

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David Oranshak is using evolutionary algorithms to create aesthetically pleasing artwork Also, "human vs computer" design awards ...
2 comments:
Saturday, July 28, 2007

Computers beat humans at face recognition task

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The top performing system exhibited better performance than human evaluators when matching faces under varying lighting conditions in NIST l...
3 comments:
Thursday, July 26, 2007

matrix-vector multiplication complexity

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Suppose A,B are nxn matrices, and x is an nx1 vector. Need to compute M1M2...Mm x where each Mi is either A or B. The straightforward approa...
2 comments:
Thursday, July 19, 2007

UCI datasets updated

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Looks like UCI website has been updated with some new data, including some sequential/relational datasets http://archive.ics.uci.edu/beta/da...
Friday, July 13, 2007

HMM's and Linear classifiers

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I've across the following question recently -- suppose you have a fully specified Markov-1 Hidden Markov Model with binary observations ...
1 comment:
Monday, July 09, 2007

Next 10 years of Structured Learning

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ILP 07 had a discussion panel on next 10 years of structured learning. The video is now posted on Video Lectures Here are couple of things t...
6 comments:
Tuesday, July 03, 2007

Regularizing with arbitrary quadratic forms

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People often fit the model to data by minimizing J(w)+w'Bw where J is the objective function and B is some matrix. Normally people use d...
2 comments:
Thursday, June 28, 2007

Cool Papers at ICML 07

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Here are a few that caught my eye: Scalable Training of L1-regularized Log-linear Models The main idea is to do L-BFGS in an orthant where t...
4 comments:
Wednesday, June 27, 2007

Machine Learning patents

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I found a large number of machine learning related patent applications by doing a few queries on http://www.freepatentsonline.com/ Here are ...
14 comments:
Tuesday, June 12, 2007

Log loss or hinge loss?

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Suppose you want to predict binary y given x. You fit a conditional probability model to data and form a classifier by thresholding on 0.5. ...
12 comments:
Thursday, May 03, 2007

Mathematica 6.0 is out

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Mathematica 6.0 is out, touted "The most important advance in the 20-year history of Mathematica" Among the highly anticipated fe...
5 comments:
Thursday, May 18, 2006

Curse of Dimensionality and intuition

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There are some counter-intuitive things happening as dimension increases. For instance consider unit sphere (radius 1) If you go from 2 dime...
12 comments:
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Yaroslav Bulatov
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