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

estimating the parameters of an observed multi-dimensional O...
dashing glassy nursing home deer antler
  11/30/17
...
dashing glassy nursing home deer antler
  11/30/17
can we use this to predict when moon?
maroon irradiated dog poop
  11/30/17
yup
dashing glassy nursing home deer antler
  11/30/17
how
maroon irradiated dog poop
  11/30/17
someone here has to understand this
dashing glassy nursing home deer antler
  12/01/17
I know lasso and those things but this is PhD level shit
maroon irradiated dog poop
  12/02/17
it should be reasonably accessible to anyone with a solid ba...
dashing glassy nursing home deer antler
  12/05/17
...
dashing glassy nursing home deer antler
  12/11/17


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Date: November 30th, 2017 1:47 AM
Author: dashing glassy nursing home deer antler

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: dashing glassy nursing home deer antler



(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: maroon irradiated dog poop

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: dashing glassy nursing home deer antler

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: maroon irradiated dog poop

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: dashing glassy nursing home deer antler

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: maroon irradiated dog poop

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: dashing glassy nursing home deer antler

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: dashing glassy nursing home deer antler



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