Redução de Dimensionalidade com Grafos Ajustados Localmente

LocalMAP é um novo algoritmo de redução de dimensionalidade que ajusta dinamicamente o grafo de similaridade dos dados, tornando os ‘clusters’ mais separáveis e confiáveis, especialmente em grandes conjuntos de dados, superando limitações de métodos tradicionais.

📎https://arxiv.org/pdf/2412.15426
👨‍💻 https://github.com/williamsyy/LocalMAP

#LocalMAP #Clusters #MachineLearning #DataScience #DataViz #BigData #ML #GraphLearning #Arxiv #OpenSource #Python

Interesting paper on clustering and minimum spanning trees in the presence of weak oracles (~ noisy data). I quite like the MST approximation within a constant bound, as long as your noisy distance is a metric. PMLR 247:498-550, 2024. 'Metric Clustering and MST with Strong and Weak Distance Oracles' https://proceedings.mlr.press/v247/bateni24a/bateni24a.pdf
#scientificcomputing #graph #graphlearning #clustering #geometry #network

date: 2023-04-20 18:01:57
by: Lavdim Halilaj

We have a PhD position in the field of Neuro-Symbolic AI for Scene Understanding in Autonomous Driving: https://jobs.smartrecruiters.com/BoschGroup/743999901047713-phd-position-neuro-symbolic-ai-for-scene-understanding-in-autonomous-driving
#NeuroSymbolicAI #KnowledgeRepresentation #KnowledgeGraphs #GraphLearning #MachineLearning #AutonomousDriving

🐦🔗: https://twitter.com/twitter/statuses/1649111175328563206
#PhdPosition

Looking for inspiration? Let yourself be inspired by the stunning and evocative Bertinoro. The best frame for a summer school maybe for this slide we can also find a better pic of the terrace?...
Applications for the International #SemanticWeb Research Summer School are open.

https://2023.semanticwebschool.org/apply/

#knowledgegraphs #ai #graphlearning #creativeAI #Bertinoro #nfdi #digitalhumanities

Geometric Deep Learning Grids, Groups, Graphs, Geodesics, and Gauges

https://arxiv.org/abs/2104.13478

#deeplearning #geometriclearning #graphs #graphlearning #gnn