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2 changes: 1 addition & 1 deletion docs/source/codependence/codependence_marti.rst
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Expand Up @@ -255,7 +255,7 @@ The following research notebook can be used to better understand the codependenc

* `Codependence by Marti`_

.. _`Codependence by Marti`: https://hudsonthames.org/notebooks/arblab/codependence_by_marti.html
.. _`Codependence by Marti`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Codependence%20Module/Codependence%20by%20Marti/codependence_by_marti.ipynb

.. raw:: html

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2 changes: 1 addition & 1 deletion docs/source/codependence/optimal_transport.rst
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Expand Up @@ -255,7 +255,7 @@ The following research notebook can be used to better understand the optimal cop

* `Optimal Transport`_

.. _`Optimal Transport`: https://hudsonthames.org/notebooks/arblab/optimal_transport.html
.. _`Optimal Transport`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Codependence%20Module/Optimal%20Transport/optimal_transport.ipynb

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2 changes: 1 addition & 1 deletion docs/source/cointegration_approach/cointegration_tests.rst
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Expand Up @@ -257,7 +257,7 @@ Research Notebooks

* `Mean Reversion`_

.. _`Mean Reversion`: https://hudsonthames.org/notebooks/arblab/mean_reversion.html
.. _`Mean Reversion`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Cointegration%20Approach/mean_reversion.ipynb

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2 changes: 1 addition & 1 deletion docs/source/cointegration_approach/minimum_profit.rst
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Expand Up @@ -311,7 +311,7 @@ Research Notebooks

* `Minimum Profit Optimization`_

.. _`Minimum Profit Optimization`: https://hudsonthames.org/notebooks/arblab/minimum_profit_optimization.html
.. _`Minimum Profit Optimization`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Cointegration%20Approach/minimum_profit_optimization.ipynb

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Expand Up @@ -132,7 +132,7 @@ Research Notebooks

* `Minimum Profit Optimization`_

.. _`Minimum Profit Optimization`: https://hudsonthames.org/notebooks/arblab/minimum_profit_optimization.html
.. _`Minimum Profit Optimization`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Cointegration%20Approach/minimum_profit_optimization.ipynb

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Expand Up @@ -189,7 +189,7 @@ The following research notebook can be used to better understand the Multivariat

* `Multivariate Cointegration Strategy`_

.. _`Multivariate Cointegration Strategy`: https://hudsonthames.org/notebooks/arblab/multivariate_cointegration.html
.. _`Multivariate Cointegration Strategy`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Cointegration%20Approach/multivariate_cointegration.ipynb

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2 changes: 1 addition & 1 deletion docs/source/cointegration_approach/sparse_mr_portfolio.rst
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Expand Up @@ -716,7 +716,7 @@ portfolio selection module.

* `Sparse Mean-reverting Portfolio Selection`_

.. _`Sparse Mean-reverting Portfolio Selection`: https://hudsonthames.org/notebooks/arblab/sparse_mean-reverting_portfolio_selection.html
.. _`Sparse Mean-reverting Portfolio Selection`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Cointegration%20Approach/sparse_mean-reverting_portfolio_selection.ipynb

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2 changes: 1 addition & 1 deletion docs/source/copula_approach/copula_brief_intro.rst
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Expand Up @@ -348,7 +348,7 @@ The following research notebook can be used to better understand the basic copul

* `Basic Copula Strategy`_

.. _`Basic Copula Strategy`: https://hudsonthames.org/notebooks/arblab/Copula_Strategy_Basic.html
.. _`Basic Copula Strategy`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Copula%20Approach/Copula_Strategy_Basic.ipynb

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2 changes: 1 addition & 1 deletion docs/source/copula_approach/cvine_copula_strategy.rst
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Expand Up @@ -368,7 +368,7 @@ The following research notebook can be used to better understand the C-Vine copu

* `C-Vine Copula Strategy`_

.. _`C-Vine Copula Strategy`: https://hudsonthames.org/notebooks/arblab/CVine_Copula_Strategy.html
.. _`C-Vine Copula Strategy`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Copula%20Approach/CVine_Copula_Strategy.ipynb

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2 changes: 1 addition & 1 deletion docs/source/copula_approach/partner_selection.rst
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Expand Up @@ -366,7 +366,7 @@ The following research notebook can be used to better understand the partner sel

* `Vine Copula Partner Selection Approaches`_

.. _`Vine Copula Partner Selection Approaches`: https://hudsonthames.org/notebooks/arblab/Vine_copula_partner_selection.html
.. _`Vine Copula Partner Selection Approaches`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Copula%20Approach/vine_copula_partner_selection.ipynb

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2 changes: 1 addition & 1 deletion docs/source/copula_approach/vine_copula_intro.rst
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Expand Up @@ -425,7 +425,7 @@ The following research notebook can be used to better understand the vine copula

* `C-Vine Copula Strategy`_

.. _`C-Vine Copula Strategy`: https://hudsonthames.org/notebooks/arblab/CVine_Copula_Strategy.html
.. _`C-Vine Copula Strategy`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Copula%20Approach/CVine_Copula_Strategy.ipynb

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2 changes: 1 addition & 1 deletion docs/source/data/futures_rollover.rst
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Expand Up @@ -178,7 +178,7 @@ The following research notebook can be used to better understand the implementat

* `Futures Rollover`_ - showcases the use of various rollers on specific contracts.

.. _`Futures Rollover`: https://hudsonthames.org/notebooks/arblab/futures_rollover.html
.. _`Futures Rollover`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/ML%20Approach/futures_rollover.ipynb

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4 changes: 2 additions & 2 deletions docs/source/distance_approach/distance_approach.rst
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Expand Up @@ -313,15 +313,15 @@ The following research notebook can be used to better understand the distance ap

* `Basic Distance Approach`_

.. _`Basic Distance Approach`: https://hudsonthames.org/notebooks/arblab/basic_distance_approach.html
.. _`Basic Distance Approach`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Distance%20Approach/basic_distance_approach.ipynb

.. raw:: html

<a href="https://hudsonthames.org/notebooks_zip/arblab/basic_distance_approach.zip"><button style="margin: 20px; margin-top: 0px">Download Notebook</button></a>

* `Basic Distance Approach Comparison`_

.. _`Basic Distance Approach Comparison`: https://hudsonthames.org/notebooks/arblab/basic_distance_approach_comparison.html
.. _`Basic Distance Approach Comparison`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Distance%20Approach/basic_distance_approach_comparsion.ipynb

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2 changes: 1 addition & 1 deletion docs/source/distance_approach/pearson_approach.rst
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Expand Up @@ -229,7 +229,7 @@ The following research notebook can be used to better understand the Pearson app

* `Pearson Distance Approach`_

.. _`Pearson Distance Approach`: https://hudsonthames.org/notebooks/arblab/pearson_distance_approach.html
.. _`Pearson Distance Approach`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Distance%20Approach/pearson_distance_approach.ipynb

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2 changes: 1 addition & 1 deletion docs/source/hedge_ratios/hedge_ratios.rst
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Expand Up @@ -257,7 +257,7 @@ The following research notebook can be used to better understand the hedge ratio

* `Hedge Ratios`_

.. _`Hedge Ratios`: https://hudsonthames.org/notebooks/arblab/hedge_ratios.html
.. _`Hedge Ratios`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Hedge%20Ratios/hedge_ratios.ipynb

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2 changes: 1 addition & 1 deletion docs/source/ml_approach/ml_based_pairs_selection.rst
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Expand Up @@ -254,7 +254,7 @@ The following research notebook can be used to better understand the Pairs Selec

* `ML based Pairs Selection`_

.. _`ML based Pairs Selection`: https://hudsonthames.org/notebooks/arblab/ml_based_pairs_selection.html
.. _`ML based Pairs Selection`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/ML%20Approach/ml_based_pairs_selection.ipynb

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4 changes: 2 additions & 2 deletions docs/source/ml_approach/spread_modeling.rst
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Expand Up @@ -125,15 +125,15 @@ The following research notebooks can be used to better understand the components

* `Crack Spread Modeling`_ - showcases the use of the filters and networks on the crack spread.

.. _`Crack Spread Modeling`: https://hudsonthames.org/notebooks/arblab/crack_spread_modeling.html
.. _`Crack Spread Modeling`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/ML%20Approach/crack_spread_modeling.ipynb

.. raw:: html

<a href="https://hudsonthames.org/notebooks_zip/arblab/crack_spread_modeling.zip"><button style="margin: 20px; margin-top: 0px">Download Notebook</button></a>

* `Fair Value Modeling`_ - showcases the use of the TAR model on the crack spread.

.. _`Fair Value Modeling`: https://hudsonthames.org/notebooks/arblab/fair_value_modeling.html
.. _`Fair Value Modeling`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/ML%20Approach/fair_value_modeling.ipynb

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2 changes: 1 addition & 1 deletion docs/source/ml_approach/threshold_ar.rst
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Expand Up @@ -131,7 +131,7 @@ The following research notebooks can be used to better understand the components

* `Fair Value Modeling`_ - showcases the use of the TAR model on the crack spread.

.. _`Fair Value Modeling`: https://hudsonthames.org/notebooks/arblab/fair_value_modeling.html
.. _`Fair Value Modeling`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/ML%20Approach/fair_value_modeling.ipynb

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2 changes: 1 addition & 1 deletion docs/source/optimal_mean_reversion/cir_model.rst
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Expand Up @@ -374,7 +374,7 @@ The following research notebook can be used to better understand the concepts of

* `Trading Under the Cox-Ingersoll-Ross Model`_

.. _`Trading Under the Cox-Ingersoll-Ross Model`: https://hudsonthames.org/notebooks/arblab/cir_model.html
.. _`Trading Under the Cox-Ingersoll-Ross Model`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Optimal%20Mean%20Reversion/cir_model.ipynb

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2 changes: 1 addition & 1 deletion docs/source/optimal_mean_reversion/heat_potentials.rst
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Expand Up @@ -230,7 +230,7 @@ The following research notebook can be used to better understand the concepts of

* `Heat Potentials`_

.. _`Heat Potentials`: https://hudsonthames.org/notebooks/arblab/heat_potentials.html
.. _`Heat Potentials`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Optimal%20Mean%20Reversion/heat_potentials.ipynb

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2 changes: 1 addition & 1 deletion docs/source/optimal_mean_reversion/ou_model.rst
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Expand Up @@ -641,7 +641,7 @@ The following research notebook can be used to better understand the concepts of

* `Trading Under the Ornstein-Uhlenbeck Model`_

.. _`Trading Under the Ornstein-Uhlenbeck Model`: https://hudsonthames.org/notebooks/arblab/ou_model.html
.. _`Trading Under the Ornstein-Uhlenbeck Model`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Optimal%20Mean%20Reversion/ou_model.ipynb

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2 changes: 1 addition & 1 deletion docs/source/optimal_mean_reversion/xou_model.rst
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Expand Up @@ -360,7 +360,7 @@ The following research notebook can be used to better understand the concepts of

* `Trading Under the Exponential Ornstein-Uhlenbeck Model`_

.. _`Trading Under the Exponential Ornstein-Uhlenbeck Model`: https://hudsonthames.org/notebooks/arblab/xou_model.html
.. _`Trading Under the Exponential Ornstein-Uhlenbeck Model`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Optimal%20Mean%20Reversion/xou_model.ipynb

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2 changes: 1 addition & 1 deletion docs/source/other_approaches/kalman_filter.rst
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Expand Up @@ -216,7 +216,7 @@ The following research notebook can be used to better understand the Kalman Filt

* `Kalman Filter`_

.. _`Kalman Filter`: https://hudsonthames.org/notebooks/arblab/kalman_filter.html
.. _`Kalman Filter`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Other%20Approaches/kalman_filter.ipynb

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2 changes: 1 addition & 1 deletion docs/source/other_approaches/pca_approach.rst
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Expand Up @@ -345,7 +345,7 @@ The following research notebook can be used to better understand the PCA approac

* `PCA Approach`_

.. _`PCA Approach`: https://hudsonthames.org/notebooks/arblab/pca_approach.html
.. _`PCA Approach`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Other%20Approaches/pca_approach.ipynb

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Expand Up @@ -130,7 +130,7 @@ The following research notebook can be used to better understand the Cointegrati

* `ML based Pairs Selection`_

.. _`ML based Pairs Selection`: https://hudsonthames.org/notebooks/arblab/ml_based_pairs_selection.html
.. _`ML based Pairs Selection`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/ML%20Approach/ml_based_pairs_selection.ipynb

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2 changes: 1 addition & 1 deletion docs/source/stochastic_control_approach/ou_model_jurek.rst
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Expand Up @@ -517,7 +517,7 @@ The following research notebook can be used to better understand the approach de

* `Dynamic Portfolio Selection in Arbitrage`_

.. _`Dynamic Portfolio Selection in Arbitrage`: https://hudsonthames.org/notebooks/arblab/OU_Model_Jurek.html
.. _`Dynamic Portfolio Selection in Arbitrage`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Stochastic%20Control%20Approach/OU_Model_Jurek.ipynb

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Expand Up @@ -226,7 +226,7 @@ The following research notebook can be used to better understand the approach de

* `Optimal Pairs Trading A Stochastic Control Approach`_

.. _`Optimal Pairs Trading A Stochastic Control Approach`: https://hudsonthames.org/notebooks/arblab/OU_Model_Mudchanatongsuk.html
.. _`Optimal Pairs Trading A Stochastic Control Approach`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Stochastic%20Control%20Approach/OU_Model_Mudchanatongsuk.ipynb

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2 changes: 1 addition & 1 deletion docs/source/time_series_approach/h_strategy.rst
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Expand Up @@ -375,7 +375,7 @@ The following research notebook can be used to better understand the method desc

* `H-Strategy`_

.. _`H-Strategy`: https://hudsonthames.org/notebooks/arblab/H_strategy.html
.. _`H-Strategy`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Time%20Series%20Approach/H_strategy.ipynb

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Expand Up @@ -265,7 +265,7 @@ The following research notebook can be used to better understand the method desc

* `OU Model Optimal Trading Thresholds Bertram`_

.. _`OU Model Optimal Trading Thresholds Bertram`: https://hudsonthames.org/notebooks/arblab/ou_model_optimal_threshold_Bertram.html
.. _`OU Model Optimal Trading Thresholds Bertram`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Time%20Series%20Approach/ou_model_optimal_threshold_Bertram.ipynb

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Expand Up @@ -340,7 +340,7 @@ The following research notebook can be used to better understand the method desc

* `OU Model Optimal Trading Thresholds Zeng`_

.. _`OU Model Optimal Trading Thresholds Zeng`: https://hudsonthames.org/notebooks/arblab/ou_model_optimal_threshold_Zeng.html
.. _`OU Model Optimal Trading Thresholds Zeng`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Time%20Series%20Approach/ou_model_optimal_threshold_Zeng.ipynb

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Expand Up @@ -238,7 +238,7 @@ The following research notebook can be used to better understand the time series

* `Quantile Time Series Strategy`_

.. _`Quantile Time Series Strategy`: https://hudsonthames.org/notebooks/arblab/quantile_time_series.html
.. _`Quantile Time Series Strategy`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Time%20Series%20Approach/quantile_time_series.ipynb

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Expand Up @@ -333,7 +333,7 @@ The following research notebook can be used to better understand the strategy de

* `Statistical Arbitrage Strategy Based on the Markov Regime-Switching Model`_

.. _`Statistical Arbitrage Strategy Based on the Markov Regime-Switching Model`: https://hudsonthames.org/notebooks/arblab/regime_switching_arbitrage_rule.html
.. _`Statistical Arbitrage Strategy Based on the Markov Regime-Switching Model`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Time%20Series%20Approach/regime_switching_arbitrage_rule.ipynb

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2 changes: 1 addition & 1 deletion docs/source/trading/basic_copula.rst
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Expand Up @@ -188,7 +188,7 @@ The following research notebook can be used to better understand the copula stra

* `Basic Copula Strategy`_

.. _`Basic Copula Strategy`: https://hudsonthames.org/notebooks/arblab/Copula_Strategy_Basic.html
.. _`Basic Copula Strategy`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Copula%20Approach/Copula_Strategy_Basic.ipynb

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2 changes: 1 addition & 1 deletion docs/source/trading/minimum_profit.rst
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Expand Up @@ -115,7 +115,7 @@ The following research notebook can be used to better understand the Strategy de

* `Minimum Profit Optimization`_

.. _`Minimum Profit Optimization`: https://hudsonthames.org/notebooks/arblab/minimum_profit_optimization.html
.. _`Minimum Profit Optimization`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Cointegration%20Approach/minimum_profit_optimization.ipynb

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2 changes: 1 addition & 1 deletion docs/source/trading/mispricing_index_strategy.rst
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Expand Up @@ -337,7 +337,7 @@ The following research notebook can be used to better understand the copula stra

* `Mispricing Index Copula Strategy`_

.. _`Mispricing Index Copula Strategy`: https://hudsonthames.org/notebooks/arblab/Copula_Strategy_Mispricing_Index.html
.. _`Mispricing Index Copula Strategy`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Copula%20Approach/Copula_Strategy_Mispricing_Index.ipynb

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2 changes: 1 addition & 1 deletion docs/source/trading/multi_coint.rst
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Expand Up @@ -118,7 +118,7 @@ The following research notebook can be used to better understand the Strategy de

* `Multivariate Cointegration Strategy`_

.. _`Multivariate Cointegration Strategy`: https://hudsonthames.org/notebooks/arblab/multivariate_cointegration.html
.. _`Multivariate Cointegration Strategy`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Cointegration%20Approach/multivariate_cointegration.ipynb

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2 changes: 1 addition & 1 deletion docs/source/trading/z_score.rst
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Expand Up @@ -124,7 +124,7 @@ The following research notebook can be used to better understand trading strateg

* `Mean Reversion`_

.. _`Mean Reversion`: https://hudsonthames.org/notebooks/arblab/mean_reversion.html
.. _`Mean Reversion`: https://github.com/hudson-and-thames/arbitrage_research/blob/master/Cointegration%20Approach/mean_reversion.ipynb

.. raw:: html

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