The DOI matches its Crossref record; 2 of the 2 references it cites were found in a registry or an index.
Unsupervised Multiway Data Analysis: A Literature Survey
Abstract
Two-way arrays or matrices are often not enough to represent all the information in the data and standard two-way analysis techniques commonly applied on matrices may fail to find the underlying structures in multi-modal datasets. Multiway data analysis has recently become popular as an exploratory analysis tool in discovering the structures in higher-order datasets, where data have more than two modes. We provide a review of significant contributions in the literature on multiway models, algorithms as well as their applications in diverse disciplines including chemometrics, neuroscience, social network analysis, text mining and computer vision.
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Cites
Golub, G. (2012) · doi:10.56021/9781421407944 · Cited by 34,505
The Expression of a Tensor or a Polyadic as a Sum of Products
Hitchcock, F. L. (1927) · Journal of Mathematics and Physics · doi:10.1002/sapm192761164 · Cited by 1,345
Cited by
Kivela, M., Arenas, A., Barthelemy, M., Gleeson, J. P., Moreno, Y., & Porter, M. A. (2014) · Journal of Complex Networks · doi:10.1093/comnet/cnu016 · Cited by 3,235
The structure and dynamics of multilayer networks
Boccaletti, S., Bianconi, G., Criado, R., del Genio, C. I., Gómez-Gardeñes, J., Romance, M., Sendiña-Nadal, I., Wang, Z., & Zanin, M. (2014) · Physics Reports · doi:10.1016/j.physrep.2014.07.001 · Cited by 3,125
Kim, J., He, Y., & Park, H. (2014) · Journal of Global Optimization · doi:10.1007/s10898-013-0035-4 · Cited by 352
Acar, E., Plopper, G. E., & Yener, B. (2012) · PLoS ONE · doi:10.1371/journal.pone.0032227 · Cited by 35
Self-citationLow dimensional subject representation based transfer learning in eeg decoding
Jeng, P.-Y., Wei, C.-S., Jung, T.-P., & Wang, L.-C. (2021) · IEEE Journal of Biomedical and Health Informatics · doi:10.1109/jbhi.2020.3025865 · Cited by 35
Metadata
- Authors
- Acar, E., & Yener, B.
- Venue
- IEEE Transactions on Knowledge and Data Engineering
- Published
- 2009-01
- Volume
- 21
- Issue
- 1
- Pages
- 6-20
- ISSN
- 1041-4347 (ISSN-L)
- OpenAlex
- W2140862024
- Cited by
- 434
- References
- 2
- FWCI
- 8.70
- Type
- journal article
- Language
- en
- Open access
- closed
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Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.