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fix release notes and sensitivity guide
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doc/guide/sensitivity.rst

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@@ -114,7 +114,8 @@ As :math:`\sigma_0^2` and :math:`\nu_0^2` do not depend on the unobserved confou
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- ``cf_d``:math:`:=1 - \frac{\mathbb{E}\big[\alpha(W)^2\big]}{\mathbb{E}\big[\tilde{\alpha}(\tilde{W})^2\big]}` measures the proportion of residual variance in the Riesz representer :math:`\tilde{\alpha}(\tilde{W})` generated by the latent confounders :math:`A`
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.. note::
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- ``cf_y`` has the interpretation as the *nonparametric partial* :math:`R^2` *of* :math:`A` *with* :math:`Y` *given :math:`(D,X)`*
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- ``cf_y`` has the interpretation as the *nonparametric partial* :math:`R^2` *of* :math:`A` *with* :math:`Y` *given* :math:`(D,X)`
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.. math::
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\frac{\textrm{Var}(\mathbb{E}[Y|D,X,A]) - \textrm{Var}(\mathbb{E}[Y|D,X])}{\textrm{Var}(Y)-\textrm{Var}(\mathbb{E}[Y|D,X])}
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In the :ref:`plr-model`, both ``cf_y`` and ``cf_d`` can be interpreted as *nonparametric partial* :math:`R^2`
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- ``cf_y`` has the interpretation as the *nonparametric partial* :math:`R^2` *of* :math:`A` *with* :math:`Y` *given* :math:`(D,X)`
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.. math::
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\frac{\textrm{Var}(\mathbb{E}[Y|D,X,A]) - \textrm{Var}(\mathbb{E}[Y|D,X])}{\textrm{Var}(Y)-\textrm{Var}(\mathbb{E}[Y|D,X])}
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- ``cf_d`` has the interpretation as the *nonparametric partial* :math:`R^2` *of* :math:`A` *with* :math:`D` *given* :math:`X`
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.. math::
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\frac{\textrm{Var}(\mathbb{E}[D|X,A]) - \textrm{Var}(\mathbb{E}[D|X])}{\textrm{Var}(D)-\textrm{Var}(\mathbb{E}[D|X])}

doc/release/release.rst

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@@ -13,6 +13,7 @@ Release notes
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- **Release highlight:** Sensitivity Analysis (omitted variable bias) for
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`#201 <https://github.com/DoubleML/doubleml-for-py/pull/201>`_
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- ``DoubleMLPLR``
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- ``DoubleMLIRM``
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- ``DoubleMLDID``
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`#145 <https://github.com/DoubleML/doubleml-docs/pull/145>`_
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`#146 <https://github.com/DoubleML/doubleml-docs/pull/146>`_
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.. tab-item:: Python
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.. dropdown:: DoubleML 0.6.1
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:class-title: sd-bg-primary sd-font-weight-bold
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:open:
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- **Release highlight:** Difference-in-differences models for ATTE estimation
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`#200 <https://github.com/DoubleML/doubleml-for-py/pull/200>`_

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