<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "Second-order optimization based adaptive PARAFAC decomposition of three-way tensors"^^ . "A fast adaptive parallel factor (PARAFAC) decomposition algorithm is proposed for a class of third-order tensors that have one dimension growing linearly with time. It is based on an alternating least squares approach in conjunction with a Newton-type optimization technique. By preserving the Khatri-Rao product and exploiting the the reduced-rank update structure of the estimated subspace at each time instant, the algorithm achieves linear complexity and superior convergence performance. A modified version of the algorithm is also proposed to deal with the non-negative constraint. In addition, parallel implementation issues are investigated. Finally, the performance of the algorithm is numerically studied and compared to several state-of-the-art algorithms."^^ . "2017-04" . . "63" . . "Elsevier"^^ . . . "Digital Signal Processing"^^ . . . "10512004" . . . . . . . . . . . . . "Linh Trung"^^ . "Nguyen"^^ . "Linh Trung Nguyen"^^ . . "Viet Dung"^^ . "Nguyen"^^ . "Viet Dung Nguyen"^^ . . "Karim"^^ . "Abed-Meraim"^^ . "Karim Abed-Meraim"^^ . . . . . . "Second-order optimization based adaptive PARAFAC decomposition of three-way tensors (PDF)"^^ . . "HTML Summary of #2485 \n\nSecond-order optimization based adaptive PARAFAC decomposition of three-way tensors\n\n" . "text/html" . . . "Electronics and Communications"@en . . . "ISI-indexed journals"@en . .