GitHub

non_linear_graph_coarsening

Worked under a professor to improve upon the work done by him in his research paper, "Featured Graph Coarsening with Similarity Guarantees". Incorporated train-validation-testing split of the dataset ...
GitHub

Non-Linear-Graph-Neural-Network-Class-Identification

graph_gen.py contains functions to generate graph and feature data in 2 or more classes gnn.py contains GNN architectures and training functions experiment.py contains functions to test GNN ...
The Earth Institute Columbia University

Non-Linear Functions

Often in economics a linear function cannot explain the relationship between variables. In such cases a non-linear function must be used. Non-linear means the graph is not a straight line. The graph ...
IEEE

Non linear dimensional reduction method based on supervised neighborhood graph

Abstract: In this paper, we proposed a novel supervised method to construct ‘neighborhood graph’, which is often constructed in recent non-linear dimensional reduction techniques. The key ideas in our ...
IEEE

Toward Energy-Efficient Massive MIMO: Graph Neural Network Precoding for Mitigating Non-Linear PA Distortion

Abstract: Massive MIMO systems are typically designed assuming linear power amplifiers (PAs). However, PAs are most energy efficient close to saturation, where non-linear distortion arises. For ...
BBC

Linear equation graphs

Plot points with coordinates where \(x\) and \(y\) are equal. Three points are sufficient, but more can be plotted. Draw a line through the plotted points. If \(x\) is positive, \(y\) is negative. If ...