Publications

BIGtensor-gpu

Gtensor: Fast and Accurate Tensor Analysis System using GPUs
Dawon Ahn, Sangjun Son, and U Kang
29th ACM International Conference on Information and Knowledge Management (CIKM), 2020.
[PDF] [BIBTEX]

High-Performance Tucker Factorization on Heterogeneous Platforms.
Sejoon Oh, Namyong Park, Jun-Gi Jang, Lee Sael, and U Kang
IEEE Transactions on Parallel and Distributed Systems, 2019.

Scalable Tucker Factorization for Sparse Tensors - Algorithms and Discoveries
Sejoon Oh, Namyong Park, Lee Sael, and U Kang.
34th IEEE International Conference on Data Engineering (ICDE) 2018, Paris, France.
[PDF] [BIBTEX]

BIGtensor-hadoop

BIGtensor: Mining Billion-Scale Tensor Made Easy
Namyong Park, Byungsoo Jeon, Jungwoo Lee, U Kang.
25th ACM International Conference on Information and Knowledge Management (CIKM) 2016, Indianapolis, United States.
[PDF] [BIBTEX]

Mining Billion-Scale Tensors: Algorithms and Discoveries.
Inah Jeon, Evangelos E. Papalexakis, Christos Faloutsos, Lee Sael, U Kang.
The International Journal on Very Large Data Bases (VLDB) 2016, New Delhi, India.
[PDF] [BIBTEX]

SCouT: Scalable Coupled Matrix-Tensor Factorization - Algorithms and Discoveries.
ByungSoo Jeon, Inah Jeon, Sael Lee, and U Kang.
32nd IEEE International Conference on Data Engineering (ICDE) 2016, Helsinki, Finland.
[PDF] [BIBTEX]

HaTen2: Billion-scale Tensor Decompositions.
Inah Jeon, Evangelos E. Papalexakis, U Kang, and Christos Faloutsos.
31st IEEE International Conference on Data Engineering (ICDE) 2015, Seoul, Korea.
[PDF] [Supplementary Document] [BIBTEX]

GigaTensor: Scaling Tensor Analysis Up By 100 Times - Algorithms and Discoveries.
U Kang, Evangelos Papalexakis, Abhay Harpale, and Christos Faloutsos.
ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) 2012, Beijing, China.
[PDF] [BIBTEX]