opencog / atomspace

The OpenCog (hyper-)graph database and graph rewriting system
https://wiki.opencog.org/w/AtomSpace
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Practical parallel hypergraph algorithms #2788

Open LifeIsStrange opened 3 years ago

LifeIsStrange commented 3 years ago

I just stumbled upon this paper about optimizing hypergraphs, thought it might interest opencog Feel free to close this "issue" :)

https://dl.acm.org/doi/10.1145/3332466.3374527

linas commented 3 years ago

In private conversation, someone told me this:

When it comes to recursion schemes, I found that a histomorphism with early stopping works perfectly on graphs. You can implement a lot of popular graph algorithms (and some very neat ones like http://nn.cs.utexas.edu/downloads/papers/stanley.ec02.pdf) with an (iterated) application of this recursion scheme with a simple algebra.

I don't know what a histomorphism is ...

LifeIsStrange commented 3 years ago

I don't know what they are either :/ but I might remember @bgoertzel talking about them on the discord, or was it another *morphism ? There is this blog about it: https://www.reddit.com/r/haskell/comments/75pfaz/recursion_schemes_exploring_histomorphisms_and/

bgoertzel commented 3 years ago

A histomorphism is basically a fold operation w/ a memory (so each step of the fold can take place incorporating knowledge of what's been done in the folding process so far)

This series of blog posts gives a good overview of the various funky fold variants (morphisms)

https://blog.sumtypeofway.com/posts/recursion-schemes-part-5.html

The specifics of various types of folds/unfolds on metagraphs I elaborated a little here

https://arxiv.org/abs/2012.01759

which is the first in a series of 3 papers, the second deals w/ paraconsistent & probabilistic logic and is here

https://arxiv.org/abs/2012.14474

and the third will be posted shortly, using Galois connections to give a fairly general mapping of (e.g. OpenCog) cognitive algorithms into metagraph chronomorphisms...

On Sat, Feb 20, 2021 at 4:17 PM Linas Vepštas notifications@github.com wrote:

In private conversation, someone told me this:

When it comes to recursion schemes, I found that a histomorphism with early stopping works perfectly on graphs. You can implement a lot of popular graph algorithms (and some very neat ones like http://nn.cs.utexas.edu/downloads/papers/stanley.ec02.pdf) with an (iterated) application of this recursion scheme with a simple algebra.

I don't know what a histomorphism is ...

— You are receiving this because you are subscribed to this thread. Reply to this email directly, view it on GitHub https://github.com/opencog/atomspace/issues/2788#issuecomment-782769976, or unsubscribe https://github.com/notifications/unsubscribe-auth/ABNCKXB7E737IEF3OBBEOSLTABGHNANCNFSM4XT3WONQ .

-- Ben Goertzel, PhD http://goertzel.org

“He not busy being born is busy dying" -- Bob Dylan

bgoertzel commented 3 years ago

Ba-Da-Boom !!

Here finally is what I was thinking when I passed around that paper on Programming with Galois Connections some time ago...

This is in the same vein as good old OpenCoggy Probabilistic Programming --- sorta OpenCoggy PP on dynamic programming, Galois connections and chronomorphisms...

There is plenty that's still heuristic and slippery here, as is inevitable w AGI under realistic resources, but I think this makes non-trivial progress toward understanding how to implement the various OpenCog cognitive algorithms in a common practical prog-language as well as common theoretical framework...

Builds on the prior documents on metagraph folds and paraconsistent/probabilistic logic, though not relying so much on the details of the latter

On Sat, Feb 20, 2021 at 11:06 PM Ben Goertzel ben@goertzel.org wrote:

A histomorphism is basically a fold operation w/ a memory (so each step of the fold can take place incorporating knowledge of what's been done in the folding process so far)

This series of blog posts gives a good overview of the various funky fold variants (morphisms)

https://blog.sumtypeofway.com/posts/recursion-schemes-part-5.html

The specifics of various types of folds/unfolds on metagraphs I elaborated a little here

https://arxiv.org/abs/2012.01759

which is the first in a series of 3 papers, the second deals w/ paraconsistent & probabilistic logic and is here

https://arxiv.org/abs/2012.14474

and the third will be posted shortly, using Galois connections to give a fairly general mapping of (e.g. OpenCog) cognitive algorithms into metagraph chronomorphisms...

On Sat, Feb 20, 2021 at 4:17 PM Linas Vepštas notifications@github.com wrote:

In private conversation, someone told me this:

When it comes to recursion schemes, I found that a histomorphism with early stopping works perfectly on graphs. You can implement a lot of popular graph algorithms (and some very neat ones like http://nn.cs.utexas.edu/downloads/papers/stanley.ec02.pdf) with an (iterated) application of this recursion scheme with a simple algebra.

I don't know what a histomorphism is ...

— You are receiving this because you are subscribed to this thread. Reply to this email directly, view it on GitHub https://github.com/opencog/atomspace/issues/2788#issuecomment-782769976, or unsubscribe https://github.com/notifications/unsubscribe-auth/ABNCKXB7E737IEF3OBBEOSLTABGHNANCNFSM4XT3WONQ .

-- Ben Goertzel, PhD http://goertzel.org

“He not busy being born is busy dying" -- Bob Dylan

-- Ben Goertzel, PhD http://goertzel.org

“He not busy being born is busy dying" -- Bob Dylan