tensor_decomposition.md

Tensor Decomposition

• Beyond Rank-1: Discovering Rich Community Structure in Multi-Aspect Graphs (WWW 2020)

  • Ekta Gujral, Ravdeep Pasricha, Evangelos E. Papalexakis
  • [Paper]
  • [Code]

• t-PINE: Tensor-based Predictable and Interpretable Node Embeddings (ASONAM 2018)

  • Saba A Al-Sayouri, Ekta Gujral, Danai Koutra, Evangelos E Papalexakis, Sarah S Lam
  • [Paper]
  • [Matlab reference]

• LARC: Learning Activity-Regularized Overlapping Communities Across Time (KDD 2018)

  • Alexander Gorovits, Ekta Gujral, Evangelos E Papalexakis, Petko Bogdanov
  • [Paper]
  • [Matlab reference]

• SMACD: Semi-Supervised Multi-Aspect Community Detection (SDM 2018)

  • Ekta Gujral, Evangelos E Papalexakis
  • [Paper]
  • [Matlab reference]

• Coupled Graphs and Tensor Factorization for Recommender Systems and Community Detection (TKDE 2018)

  • Vassilis N. Ioannidis, Ahmed S. Zamzam, Georgios B. Giannakis, Nicholas D. Sidiropoulos
  • [Paper]
  • [Matlab reference]

• Community Detection, Link Prediction, and Layer Interdependence in Multilayer Networks (Physical Review E 2017)

  • Caterina De Bacco, Eleanor A. Power, Daniel B. Larremore, and Cristopher Moore
  • [Paper]
  • [Python Reference]

• Overlapping Community Detection via Constrained PARAFAC: A Divide and Conquer Approach (ICDM 2017)

  • Fatemeh Sheikholeslami and Georgios B. Giannakis
  • [Paper]
  • [Python Reference]

• A Tensor CP Decomposition Method for Clustering Heterogeneous Information Networks (Scientific Computing 2017)

  • Jibing Wu, Zhifei Wang, Yahui Wu, Lihua Liu, Su Deng, and Hongbin Huang
  • [Paper]
  • [Matlab Reference]

• Fast Detection of Overlapping Communities via Online Tensor Methods on GPUs (ArXiV 2013)

  • Furong Huang and Animashree Anandkumar
  • [Paper]
  • [C++ Reference]