Overlapping Community Detection using Dynamic Dilated Aggregation in Deep Residual GCN

no code implementations • 20 Oct 2022 • Md Nurul Muttakin, Md Iqbal Hossain, Md Saidur Rahman

Overlapping community detection is a key problem in graph mining.

Community Detection Graph Mining

Embedding Neighborhoods Simultaneously t-SNE (ENS-t-SNE)

no code implementations • 24 May 2022 • Vahan Huroyan, Raymundo Navarrete, Md Iqbal Hossain, Stephen Kobourov

We propose an algorithm for visualizing a dataset by embedding it in 3-dimensional Euclidean space based on various given distances between the same pairs of datapoints.

Multi-Perspective, Simultaneous Embedding

1 code implementation • 13 Sep 2019 • Md Iqbal Hossain, Vahan Huroyan, Stephen Kobourov, Raymundo Navarrete

MPSE with fixed projections takes as input a set of pairwise distance matrices defined on the data points, along with the same number of projections and embeds the points in 3D so that the pairwise distances are preserved in the given projections.

Dimensionality Reduction

Symmetry Detection and Classification in Drawings of Graphs

1 code implementation • 1 Jul 2019 • Felice De Luca, Md Iqbal Hossain, Stephen Kobourov

Finally, we make available a collection of images of graph drawings with specific symmetric features that can be used in machine learning systems for training, testing and validation purposes.

BIG-bench Machine Learning Classification +2