Statistical Learning

Can someone suggest a classifier for non iid data with error bound?

I am looking for a classifier that will give us an error bound (expected performance) on test data. Also, we should not assume the data is independent and identically distributed) or features have...

02 February 2014 5,301 1 View

Parameters of neural network model trained with bayesian learning?

What are the parameters (parameters of the model) that may influence a Bayesian neural network?

12 December 2013 8,479 1 View

Selecting best features among multiple rank lists?

How can final set of features be selected from multiple rank lists obtained by different ranking method?

12 December 2013 5,146 12 View

Let s_i be Rademacher variables (+/-1 with P=1/2) and x_i real. I find numerically that E[ | sum_i s_i * x_i |] = max{ | x_i | }. True?

Khinchine's inequality gives me an upper bound on the r.h.s. of (sum_i x_i^2)^(1/2) but I found nothing about the stronger equality being true though the numerics suggest it.

06 June 2013 3,796 2 View

Can you recommend any research paper comparing ensembles of neural networks with deep learning on UCI datasets?

I am wondering whether deep learning can give better results than boosted models.

05 May 2013 9,467 2 View

Can reconsolidation happen during online learning (thus in a short time window like 30 seconds)?

Related to sequence learning and reactivation

10 April 2013 4,833 1 View

Can reconsolidation happen during online learning (thus in a short time window like 30 seconds)?

Related to sequence learning and reactivation

04 April 2013 1,195 1 View

How can you calculate the description length of a random forest?

In research, I have a set of random forests which are generated from a given set of datasets. Now I would like to calculate the description size (based on the MDL method proposed by Quinlan) of...

26 March 2013 3,565 3 View

How can you calculate the description length of a random forest?

In research, I have a set of random forests which are generated from a given set of datasets. Now I would like to calculate the description size (based on the MDL method proposed by Quinlan) of...

03 March 2013 9,151 4 View

What is the purpose of partial correlation..?

I have four variables which are correlated to each other, thus should I do partial correlation to find correlation between any two random variables with other two control variables?

24 November 2012 521 35 View

How can we calculate the shannon entropy for a dataset which we want to train a machine with?

Suppose we deal with a dataset with different kind of attributes (numeric and nominal) and binary class. How can we find a unique number as the shannon entropy of this dataset (as a presentation...

29 October 2012 6,014 14 View

Which criterion is better in order to define Random Forest size?

Since random forest includes a bunch of random decision trees, it is not clear when we say forest size, it can be : 1) number of bits it takes 2) number of decision trees included in forest 3)...

15 October 2012 4,395 3 View

What is the difference between CART and Boosted Regression Trees?

What is the added value of Boosted Regression Trees? and when would you use one vs other?

01 January 1970 2,983 2 View

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01 January 1970 123 0 View

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01 January 1970 2,110 0 View