Reduced rank regressionRidge regressionWe propose a framework for the linear prediction of a multi-way array (i.e., a tensor) from another multi-way array of arbitrary dimension, using the contracted tensor pro
(2021) Multiple tensor-on-tensor regression: An approach for modeling processes with heterogeneous sources of data. Technometrics, 63(2), 147–159. (Open in a new window)Web of Science ®(Open in a new window)Google Scholar Gebraeel, N., Elwany, A. and Pan, J. (2009) Residual ...
We propose a tensor-to-vector regression approach to multi-channel speech enhancement in order to address the issue of input size explosion and hidden-layer size expansion. The key idea is to cast the conventional deep neural network (DNN) based vector-to-vector regression formulation under a ...
Tensor parallelism demo using a toy model trained on a regression task. - talwarabhimanyu/tensor_parallel_toy_model
TEST: An Official Journal of the Spanish Society of Statistics and Operations ResearchAlfonso GordalizaAna F. MilitinoTEST: An Official Journal of the Spanish Society of Statistics and Operations ResearchKneib, T., Klein, N., Lang, S., and Umlauf, N. (2017). Modular regression - a lego ...
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Higher-order tensors can represent scores in a rating system, frames in a video, and images of the same subject. In practice, the measurements are often highly quantized due to the sampling strategies or the quality of devices. Existing works on tensor r
Furthermore, W can be used to represent documents for regression and clustering tasks. However, NMF fails to capture the temporal changes of topics. 2.2. Tensor decomposition Tensor decomposition (or factorization), analogous to NMF, can learn latent factors from high dimensional data. After being...
Pull requests4 Actions Security Insights Additional navigation options main BranchesTags Code README Code of conduct Apache-2.0 license TenSEAL A library for doing homomorphic encryption operations on tensors TenSEAL is a library for doing homomorphic encryption operations on tensors, built on top ofMic...
3 Linear regression.ipynb fixed with livelossplot change Dec 9, 2022 4 Multiple Linear Regression.ipynb Link to colab added Jun 30, 2019 5 Nonlinear regression.ipynb removed hiddenlayer, solved#10 Nov 28, 2019 6 Classification.ipynb 5 and 6 misc ...