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can crypto pairs be modeled as an Ornstein-Uhlenbeck process?

estimating the parameters of an observed multi-dimensional O...
garnet abode place of business
  11/30/17
...
garnet abode place of business
  11/30/17
can we use this to predict when moon?
bull headed razzle resort
  11/30/17
yup
garnet abode place of business
  11/30/17
how
bull headed razzle resort
  11/30/17
someone here has to understand this
garnet abode place of business
  12/01/17
I know lasso and those things but this is PhD level shit
bull headed razzle resort
  12/02/17
it should be reasonably accessible to anyone with a solid ba...
garnet abode place of business
  12/05/17
...
garnet abode place of business
  12/11/17


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Date: November 30th, 2017 1:47 AM
Author: garnet abode place of business

estimating the parameters of an observed multi-dimensional OU process is typically accomplished via maximum likelihood estimation, but the problem with MLE is that it becomes computationally intractable as dimensionality increases. the goal of statistical arbitrage is to hedge risk (e.g., by taking opposite positions on highly cointegrated pairs of market-traded goods), but the amount of data required for statistical significance grows exponentially with the number of market-traded goods (e.g., with each crypto market).

here's a paper that uses adaptive lasso to model a multi-dimensional OU process subject to a row-sparsity assumption: https://arxiv.org/pdf/1707.03010.pdf

(http://www.autoadmit.com/thread.php?thread_id=3813284&forum_id=7#34803934)



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Date: November 30th, 2017 2:49 AM
Author: garnet abode place of business



(http://www.autoadmit.com/thread.php?thread_id=3813284&forum_id=7#34804050)



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Date: November 30th, 2017 4:54 AM
Author: bull headed razzle resort

can we use this to predict when moon?

(http://www.autoadmit.com/thread.php?thread_id=3813284&forum_id=7#34804303)



Reply

Date: November 30th, 2017 6:43 AM
Author: garnet abode place of business

yup

(http://www.autoadmit.com/thread.php?thread_id=3813284&forum_id=7#34804399)



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Date: November 30th, 2017 8:22 AM
Author: bull headed razzle resort

how

(http://www.autoadmit.com/thread.php?thread_id=3813284&forum_id=7#34804548)



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Date: December 1st, 2017 5:09 PM
Author: garnet abode place of business

someone here has to understand this

(http://www.autoadmit.com/thread.php?thread_id=3813284&forum_id=7#34817131)



Reply

Date: December 2nd, 2017 5:36 AM
Author: bull headed razzle resort

I know lasso and those things but this is PhD level shit

(http://www.autoadmit.com/thread.php?thread_id=3813284&forum_id=7#34820201)



Reply

Date: December 5th, 2017 10:33 PM
Author: garnet abode place of business

it should be reasonably accessible to anyone with a solid background in statistics

(http://www.autoadmit.com/thread.php?thread_id=3813284&forum_id=7#34849196)



Reply

Date: December 11th, 2017 6:24 PM
Author: garnet abode place of business



(http://www.autoadmit.com/thread.php?thread_id=3813284&forum_id=7#34893020)