Wouter Kouw

Extract specific messages for inspection during inference

6

Do we have a procedure for inspecting specific messages during inference? In ForneyLab, the `step!(data, marginals, messages)` functions accepted an empty `Array{Message}()` that would be populated during inference. That array...

What's the difference between `initmarginals` and `priors`?

2

Some users have asked me what the difference between `initmarginals` and the prior distributions are, and whether they should be specified similarly. 1. This is more of a theoretical question...

A couple of people have sent emails that they expected certain scikit methods to be present, e.g. predict_proba. Plan is to make sure that all my classifiers have at least:...

A few classifiers will be added soon and some restructuring will be necessary. The plan at this point is to form the following 4 modules: - iwm (importance-weighted models) -...

Gong, Zhang, Liu, Tao, Glymour, Schölkopf. Domain adaptation with conditional transferable components. ICML, 2016. Code: http://mingminggong.xyz/publications.html

Mansour & Schain. Robust Domain Adaptaton. Annals of Mathematics and AI (2014). https://link.springer.com/article/10.1007/s10472-013-9391-5

Goal: run RBA on UCI-heart-disease dataset with age and cholesterol as features. Source = hungary, target = virginia Problem: It seems RBA is not returning sane classifiers, not even when...

Add RCSA to library of classifiers [Wen et al., 2014](https://dl.acm.org/citation.cfm?id=3044963)

Add a domain-adversarial neural network class to the library [Ganin et al., 2016](http://www.jmlr.org/papers/v17/15-239.html)

Add transfer subspace learning to the library [Shao et al., 2012](https://ieeexplore.ieee.org/document/6413801/)