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

estimating the parameters of an observed multi-dimensional O...
Snowy Metal Parlour
  11/30/17
...
Snowy Metal Parlour
  11/30/17
can we use this to predict when moon?
boyish amber persian
  11/30/17
yup
Snowy Metal Parlour
  11/30/17
how
boyish amber persian
  11/30/17
someone here has to understand this
Snowy Metal Parlour
  12/01/17
I know lasso and those things but this is PhD level shit
boyish amber persian
  12/02/17
it should be reasonably accessible to anyone with a solid ba...
Snowy Metal Parlour
  12/05/17
...
Snowy Metal Parlour
  12/11/17


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Date: November 30th, 2017 1:47 AM
Author: Snowy Metal Parlour

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: Snowy Metal Parlour



(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: boyish amber persian

can we use this to predict when moon?

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



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Date: November 30th, 2017 6:43 AM
Author: Snowy Metal Parlour

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: boyish amber persian

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: Snowy Metal Parlour

someone here has to understand this

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



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Date: December 2nd, 2017 5:36 AM
Author: boyish amber persian

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)



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Date: December 5th, 2017 10:33 PM
Author: Snowy Metal Parlour

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)



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Date: December 11th, 2017 6:24 PM
Author: Snowy Metal Parlour



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