Hypergraph Learning | Tarun Kumar

Many real-world relationships are higher-order and are poorly captured by ordinary graphs. My doctoral research introduced principled notions of modularity for hypergraphs, scalable hypergraph clustering by iteratively reweighted modularity maximization, hyperedge prediction via resource allocation, and representation learning for multi-layer hypergraphs.

Representative publications (Kumar et al., 2019; Kumar et al., 2020; Kumar et al., 2020; Yadati et al., 2023).

References

2023

LoG

HEAL: Embedding Multi-layer Hypergraphs

Naganand Yadati, Tarun Kumar, Deepak Maurya, and 2 more authors

In Learning on Graphs Conference (LoG), 2023

Bib

@inproceedings{yadati2023heal,
  title = {HEAL: Embedding Multi-layer Hypergraphs},
  author = {Yadati, Naganand and Kumar, Tarun and Maurya, Deepak and Talukdar, Partha and Ravindran, Balaraman},
  booktitle = {Learning on Graphs Conference (LoG)},
  year = {2023},
}

2020

Appl. Net. Sci.

Hypergraph Clustering by Iteratively Reweighted Modularity Maximization

Tarun Kumar, Sankaran Vaidyanathan, Harini Ananthapadmanabhan, and 2 more authors

Applied Network Science, 2020

Bib

@article{kumar2020hypergraph,
  title = {Hypergraph Clustering by Iteratively Reweighted Modularity Maximization},
  author = {Kumar, Tarun and Vaidyanathan, Sankaran and Ananthapadmanabhan, Harini and Parthasarathy, Srinivasan and Ravindran, Balaraman},
  journal = {Applied Network Science},
  volume = {5},
  number = {1},
  pages = {1--22},
  year = {2020},
  publisher = {Springer},
}

WebSci

HPRA: Hyperedge Prediction using Resource Allocation

Tarun Kumar, K Darwin, Srinivasan Parthasarathy, and 1 more author

In 12th ACM Conference on Web Science (WebSci), 2020

Bib

@inproceedings{kumar2020hpra,
  title = {HPRA: Hyperedge Prediction using Resource Allocation},
  author = {Kumar, Tarun and Darwin, K and Parthasarathy, Srinivasan and Ravindran, Balaraman},
  booktitle = {12th ACM Conference on Web Science (WebSci)},
  pages = {135--143},
  year = {2020},
  publisher = {Association for Computing Machinery},
}

2019

Complex Networks

A New Measure of Modularity in Hypergraphs: Theoretical Insights and Implications for Effective Clustering

Tarun Kumar, Sankaran Vaidyanathan, Harini Ananthapadmanabhan, and 2 more authors

In International Conference on Complex Networks and Their Applications, 2019

Bib

@inproceedings{kumar2019modularity,
  title = {A New Measure of Modularity in Hypergraphs: Theoretical Insights and Implications for Effective Clustering},
  author = {Kumar, Tarun and Vaidyanathan, Sankaran and Ananthapadmanabhan, Harini and Parthasarathy, Srinivasan and Ravindran, Balaraman},
  booktitle = {International Conference on Complex Networks and Their Applications},
  pages = {286--297},
  year = {2019},
  publisher = {Springer},
}