計測と制御
Online ISSN : 1883-8170
Print ISSN : 0453-4662
ISSN-L : 0453-4662
50 巻 , 7 号
選択された号の論文の15件中1~15を表示しています
特集 大規模生産のためのシステム技術
巻頭言/総論
解説
事例紹介
リレー解説 脳機能計測と生体信号入出力
  • Andrzej CICHOCKI
    2011 年 50 巻 7 号 p. 507-516
    発行日: 2011/07/10
    公開日: 2021/12/03
    ジャーナル フリー

    Matrix factorizations and their extensions to tensor factorizations and decompositions have become prominent techniques for linear and multilinear blind sources separation (BSS), especially multiway Independent Component Analysis (ICA), Nonnegative Matrix and Tensor Factorization (NMF/NTF), Smooth Component Analysis (SmoCA) and Sparse Component Analysis (SCA). Moreover, tensor decompositions have many other potential applications beyond multilinear BSS, especially feature extraction, classification, dimensionality reduction and multiway clustering. In this paper, we overview briefly promising models and approaches for tensor decompositions in applications to group and linked multiway BSS/ICA, feature extraction, classification and Multiway Partial Least Squares (MPLS) regression problems.

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