Contributing to orkg

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AdiosDr Winzig

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Feb 4, 2020, 10:35:09 AM2/4/20
to Open Research Knowledge Graph

Hi,


I am currently creating a mindmap of papers to get an overview of the state of art in machine learning.

The structure is like this:


Papers:

   Paper Foo

   Paper Bar

   ...


Tasks:

   Supervised Learning

     Classifcation

     Regression

   Unsupervised Learning

     Clustering

   Reinforced Learning


Problems:

   Ontology Learning

   ABox Refinment

   Link Prediction

   Object Recognition

   ...


Models/Methods:

  Neural Networks

   Inductive Logic Programming

   kNN Bayes SVN

   Decision Trees

   ...


Where this approach falls short, is when I try to model the connections between Tasks/Problems/Models/Papers

This is not really feasible with a mindmap (tree data model), a knowledge graph would be much better. With these connections modeled, questions like the following would be possible:


For which Problems I could use Decision trees?

Which Models/Methods could I use for Link Predictions?

What subclasses of Neural Networks can do Clustering?

Give me all papers which apply Decision Trees on Ontology Learning?


Could I, instead of creating this Mindmap, contribute this work to the orkg in some form?


Cheers


Gordian


Markus Stocker

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Feb 4, 2020, 3:35:15 PM2/4/20
to AdiosDr Winzig, Open Research Knowledge Graph
Dear Gordian,

this is precisely why we are building ORKG. I strongly encourage you
to use it for your purpose here. Your feedback is also highly
appreciated and we are happy to support you. For more immediate
answers to questions you may have, consider joining the Skype channel
https://join.skype.com/giNqo7JBpvtw

Cheers, m.
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