Alright, future engineers!
**Graph:** A collection of vertices (nodes) connected by edges (links).
Ex: A social network (people=vertices, friendships=edges).
Pro-Tip: Visualize connections & relationships! Essential for network analysis & system design.
#GraphTheory #DiscreteMath #STEM #StudyNotes

#Higraph #Python #GraphTheory

One more small feature, and some housekeeping, and I will have a "minimum viable product" of a higraph editor!

(This picture was directly copied and pasted from the tool - not a screenshot đŸ€“)

Alright, future engineers!
**Degree (of a vertex):** The number of edges connected to that vertex in a graph.
Ex: In a social network, your degree is the count of your direct friends.
Pro-Tip: The sum of all degrees in a graph is always twice the number of edges!
#GraphTheory #Networks #STEM #StudyNotes

In the last post I introduced the "dual complement" idea for polyhedral graphs. I'm not sure if it has any mathematical significance, but I've made a fun discovery: the dual complement of a spanning tree is another spanning tree.

This result is rather intuitive and I don't have a rigorous proof for it yet, but here are the main supporting ideas. First, a spanning tree over v1 vertices has v1 - 1 edges. We can then show, using basic duality relations and Euler's polyhedral formula, that the dual complement has v2 - 1 edges that connect all of its v2 vertices. The complement doesn't have any cycles, since those would "capture" parts of the original graph, which we know is a single component.

The original polyhedron here is a {3,5+}_2,1 geodesic, so the dual is a Goldberg polyhedron.

No AI, no apps, just my original Python + OpenGL code.

#graphtheory #dualpolyhedron #dualcomplement #spanningtree #geodesicpolyhedron #goldbergpolyhedron #3dgraphics #digitalsculpture #pythoncode #numpy #opengl #creativecodeart #algorithmicart #algorist #mathart #laskutaide #computerart #ittaide #kuavataide #iterati

Back in the day, I made a couple of demos where a Hamiltonian path is carved out on a polyhedron. Looking back, I started to wonder about the shape left around the path, and what it means in terms of graph theory. I call this shape the "dual complement" of the path.

The dual of a polyhedron is essentially the result of turning faces into vertices and vice versa. This is shown in the first clip with a snub dodecahedron and its dual, the pentagonal hexecontahedron; to keep the view cleaner, I'm only showing the edges of one at a time.

The duality transformation also affects the edges, but their number remains the same, and there's a 1:1 mapping between the original and dual edges. Each dual edge "cuts through" the original. To make the dual complement of a path, I remove the dual counterpart of each edge in the path, leaving only the stuff on the sides. It's like driving a snow plough along the path, leaving walls of snow on the sides.

For the final view, I combine original Hamiltonian paths with their dual complements.

#graphtheory #hamiltonianpath #hamiltoniancycle #dualpolyhedron #dualcomplement #snubdodecahedron #pentagonalhexecontahedron #3dgraphics #digitalsculpture #pythoncode #numpy #opengl #creativecodeart #algorithmicart #algorist #mathart #laskutaide #computerart #ittaide #kuavataide #iterati

Alright, future engineers!
**Graph:** A set of vertices (nodes) connected by edges (lines).
Ex: `V={1,2,3}, E={(1,2),(2,3)}`.
Pro-Tip: Great for modeling networks (social, electrical) or any connections!
#GraphTheory #DiscreteMath #STEM #StudyNotes

It's a Tool
It's a Person
It's a Hypervigilance Problem

The tech industry's insistence on distinguishing between "soft skills" — caring for people — and "hard skills" — engineering rigor — is a reflection of the Cybernetics split itself. First-order thinking framed as "hard skills." Second-order thinking framed as "soft skills." This distinction, based on felt sense alone, does not hold under epistemic pressure. Neither does it within the causality-driven epistemology of the tech industry itself, in which only measurable impact is real, or as Silicon Valley likes to put it: #MoveFastAndBreakThings

Imagine Margaret Hamilton had built NASA's Apollo 11 flight computer with that mindset. History would remember a failed moon landing and dead astronauts. "Hard skills" and "soft skills" are two sides of the same coin. The care is the code and the code is the care. Hamilton — the woman who coined the term "software engineering" — understood this. Silicon Valley chose to forget.

We're watching the wine glass break in real time. đŸ·

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Intrigued? Read more at:
https://systemic.engineering/the-trick/

#Tech #AI #Climate #ScientificProgramming #SystemicEngineering #Cybernetics #SystemicTherapy #History #TheMathDoesntLie #SubTuring #FormalVerification #SpectralGraphTheory #ReductiveAI #FOSS #OpenSource #AuDHD #Neuroqueer #DGSF #Cybernetics #FirstOrderCybernetics #StochasticParrot #SecondOrderCybernetics #GraphTheory #Eigenvalues #AIAlignment #AISafety #AIConsciousness #Consciousness #WomenInTech #Computer #ComputerScience #SoftwareEngineering #SoftSkills #HardSkills #ItsAllTheSame

It's a Tool, It's a Person, It's a Hypervigilance Problem

The Alignment Problem is the Halting Problem wearing a trenchcoat. The software that runs the world — including AI — is built on a substrate that cannot observe itself. We've known this since 1951. We built civilization on it anyway.

systemic.engineering

🧠 What if missing data is not a flaw, but one of the most informative parts of a complex system?

🔗 Informative Missingness in Nominal Data: A Graph-Theoretic Approach to Revealing Hidden Structure. Computational and Structural Biotechnology Journal (CSBJ). DOI: https://doi.org/10.34133/csbj.0099

📚 CSBJ - A Science Partner Journal: https://spj.science.org/journal/csbj

#DataScience #BigData #GraphTheory #ComputationalBiology #NetworkScience #Bioinformatics #SystemsBiology #BiomedicalResearch #MissingData

Say a graph G has the Ramsey property if every 2-coloring of G contains a monochromatic triangle.

It's well-known that đŸâ‚† has this property, and therefore so does any G containing đŸâ‚†. But this math SE question observes that a graph can have the Ramsey property even if it does not contain any đŸâ‚†.

Question: is there a finite family F of graphs such a graph G has the Ramsey property if and only if it contains some graph from F?

https://math.stackexchange.com/q/5137768/25554

#graphTheory #ramseyTheory

List of forbidden subgraphs for simple Ramsey property

Everyone's first introduction to Ramsey theory is the fact that $R(3,3)=6$, namely that any 2- coloring of $K_6$ must contain a mono-colored $K_3$. Likewise any graph that has a $K_6$ subgraph can'...

Mathematics Stack Exchange