Matches in SemOpenAlex for { <https://semopenalex.org/work/W3034961551> ?p ?o ?g. }
- W3034961551 abstract "Sequential data such as time series, video, or text can be challenging to analyse as the ordered structure gives rise to complex dependencies. At the heart of this is non-commutativity, in the sense that reordering the elements of a sequence can completely change its meaning. We use a classical mathematical object -- the tensor algebra -- to capture such dependencies. To address the innate computational complexity of high degree tensors, we use compositions of low-rank tensor projections. This yields modular and scalable building blocks for neural networks that give state-of-the-art performance on standard benchmarks such as multivariate time series classification and generative models for video." @default.
- W3034961551 created "2020-06-19" @default.
- W3034961551 creator A5024452289 @default.
- W3034961551 creator A5030799674 @default.
- W3034961551 creator A5079344486 @default.
- W3034961551 date "2020-06-12" @default.
- W3034961551 modified "2023-09-27" @default.
- W3034961551 title "Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections" @default.
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