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[The Heteroscedastic model from the documentation](https://theogf.dev/AugmentedGaussianProcesses.jl/stable/examples/heteroscedastic/) fails for me on Julia 1.9.3, supposedly with some AD problem (Zygo…
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Please elaborate upon these:
1) In both v1 and v3 archive versions of the paper the KL divergence is being mentioned as the loss in equation (3) (either directly (V3) or indirectly (V1: Cross-Entro…
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Take a look at the following code:
```
import networkx as nx
import numpy as np
import matplotlib.pyplot as plt
import bayespy as bp
def mmsbm_variational(A, K):
# number of nodes
N = len(A…
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Hi all,
I am building a structural time series for causal analysis.
I would like to enforce the weights in DynamicLinearRegression (estimated by variational inference) to be non-negative due to i…
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> Single-cell transcriptome measurements can reveal unexplored biological diversity, but they suffer from technical noise and bias that must be modeled to account for the resulting uncertainty in down…
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**Issue by [avehtari](https://github.com/avehtari)**
_Thursday Feb 22, 2018 at 17:17 GMT_
_Originally opened as https://github.com/stan-dev/stan/issues/2474_
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#### Summary:
Add PSIS diagnostic…
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**Issue by [dustinvtran](https://github.com/dustinvtran)**
_Friday Jul 10, 2015 at 20:43 GMT_
_Originally opened as https://github.com/stan-dev/stan/issues/1538_
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[`write_iteration_csv(...)`](h…
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Vignettes to-do list:
- [x] filtering returned parameters from `$draws()`
Showcase how one can read in only selected parameters.
- [x] variational inference (done in #210)
- [x] optimizatio…
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It'd be great to have high profile model examples which we can highlight on the front page. Some ideas:
- [x] Bayesian linear regression
- [x] Hierarchical generalized linear model
- [x] Mixture mo…
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File: https://github.com/pymc-devs/pymc-examples/blob/main/examples/variational_inference/bayesian_neural_network_advi.ipynb
Reviewers:
> The sections below may still be pending. If so, the issue is …