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

estimating the parameters of an observed multi-dimensional O...
Crusty out-of-control bbw hospital
  11/30/17
...
Crusty out-of-control bbw hospital
  11/30/17
can we use this to predict when moon?
Marvelous rebellious public bath
  11/30/17
yup
Crusty out-of-control bbw hospital
  11/30/17
how
Marvelous rebellious public bath
  11/30/17
someone here has to understand this
Crusty out-of-control bbw hospital
  12/01/17
I know lasso and those things but this is PhD level shit
Marvelous rebellious public bath
  12/02/17
it should be reasonably accessible to anyone with a solid ba...
Crusty out-of-control bbw hospital
  12/05/17
...
Crusty out-of-control bbw hospital
  12/11/17


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Date: November 30th, 2017 1:47 AM
Author: Crusty out-of-control bbw hospital

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: Crusty out-of-control bbw hospital



(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: Marvelous rebellious public bath

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: Crusty out-of-control bbw hospital

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: Marvelous rebellious public bath

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: Crusty out-of-control bbw hospital

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: Marvelous rebellious public bath

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: Crusty out-of-control bbw hospital

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: Crusty out-of-control bbw hospital



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