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Parallel Factor Analysis with Constraints on the Configurations: An overview
1998The purpose of the paper is to present an overview of recent developments with respect to the use of constraints in conjunction with the Parallel Factor Analysis PARAFAC model (Harshman, 1970). Constraints and the way they can be incorporated in the estimation process of the model are reviewed. Emphasis is placed on the relatively new triadic algorithm
Kroonenberg, P.M., Heiser, W.J.
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A closed-form solution for Parallel Factor (PARAFAC) Analysis
2008 IEEE International Conference on Acoustics, Speech and Signal Processing, 2008Parallel factor analysis (PARAFAC) is a branch of multi-way signal processing that has received increased attention recently. This is due to the large class of applications as well as the milestone identifiability results demonstrating the superiority to matrix (two-way) analysis approaches.
Florian Roemer, Martin Haardt
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A combination of parallel factor and independent component analysis
Signal Processing, 2012Although CPA (canonical/parallel factor analysis) has a unique solution, the actual computation can be made more robust by incorporating extra constraints. In several applications, the factors in one mode are known to be statistically independent. On the other hand, in Independent Component Analysis (ICA), it often makes sense to impose a Khatri-Rao ...
Maarten De Vos +3 more
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Parallel Factor Analysis by Means of Simultaneous Matrix Decompositions
1st IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2005., 2006In this paper we consider simultaneous matrix decomposition approaches to parallel factor analysis. We consider cases in which the rank is smaller than or equal to at least two, resp. at least one, tensor dimension(s)
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Antibody–drug conjugates: Smart chemotherapy delivery across tumor histologies
Ca-A Cancer Journal for Clinicians, 2022Paolo Tarantino +2 more
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High-fidelity parallel entangling gates on a neutral-atom quantum computer
Nature, 2023Simon J Evered +2 more
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Many-Body Quantum Chemistry on Massively Parallel Computers
Chemical Reviews, 2021Chong Peng, Varun Rishi, Ashutosh Kumar
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Massively parallel pooled screening reveals genomic determinants of nanoparticle delivery
Science, 2022Natalie Boehnke +2 more
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