{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,14]],"date-time":"2026-05-14T10:18:40Z","timestamp":1778753920015,"version":"3.51.4"},"reference-count":60,"publisher":"World Scientific Pub Co Pte Lt","issue":"08","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Neur. Syst."],"published-print":{"date-parts":[[2014,12]]},"abstract":"<jats:p> Non-negative tensor factorization (NTF) has been successfully applied to analyze event-related potentials (ERPs), and shown superiority in terms of capturing multi-domain features. However, the time-frequency representation of ERPs by higher-order tensors are usually large-scale, which prevents the popularity of most tensor factorization algorithms. To overcome this issue, we introduce a non-negative canonical polyadic decomposition (NCPD) based on low-rank approximation (LRA) and hierarchical alternating least square (HALS) techniques. We applied NCPD (LRAHALS and benchmark HALS) and CPD to extract multi-domain features of a visual ERP. The features and components extracted by LRAHALS NCPD and HALS NCPD were very similar, but LRAHALS NCPD was 70 times faster than HALS NCPD. Moreover, the desired multi-domain feature of the ERP by NCPD showed a significant group difference (control versus depressed participants) and a difference in emotion processing (fearful versus happy faces). This was more satisfactory than that by CPD, which revealed only a group difference. <\/jats:p>","DOI":"10.1142\/s012906571440005x","type":"journal-article","created":{"date-parts":[[2014,3,28]],"date-time":"2014-03-28T03:45:07Z","timestamp":1395978307000},"page":"1440005","source":"Crossref","is-referenced-by-count":27,"title":["LOW-RANK APPROXIMATION BASED NON-NEGATIVE MULTI-WAY ARRAY DECOMPOSITION ON EVENT-RELATED POTENTIALS"],"prefix":"10.1142","volume":"24","author":[{"given":"FENGYU","family":"CONG","sequence":"first","affiliation":[{"name":"Department of Biomedical Engineering, Faculty of Electronic Information and Electrical Engineering, Dalian University of Technology, China"},{"name":"Department of Mathematical Information Technology, University of Jyv\u00e4skyl\u00e4, Finland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"GUOXU","family":"ZHOU","sequence":"additional","affiliation":[{"name":"Laboratory for Advanced Brain Signal Processing, RIKEN Brain Science Institute, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"PIIA","family":"ASTIKAINEN","sequence":"additional","affiliation":[{"name":"Department of Psychology, University of Jyv\u00e4skyl\u00e4, Finland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"QIBIN","family":"ZHAO","sequence":"additional","affiliation":[{"name":"Laboratory for Advanced Brain Signal Processing, RIKEN Brain Science Institute, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"QIANG","family":"WU","sequence":"additional","affiliation":[{"name":"School of Information Science and Engineering, Shandong University, Jinan, Shandong, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"ASOKE K","family":"NANDI","sequence":"additional","affiliation":[{"name":"Department of Electronic and Computer Engineering, Brunel University, Uxbridge, Middlesex, UB8 3PH, UK"},{"name":"Department of Mathematical Information Technology, University of Jyv\u00e4skyl\u00e4, Finland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"JARI K.","family":"HIETANEN","sequence":"additional","affiliation":[{"name":"Human Information Processing Laboratory, School of Social Sciences and Humanities, University of Tampere, Finland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"TAPANI","family":"RISTANIEMI","sequence":"additional","affiliation":[{"name":"Department of Mathematical Information Technology, University of Jyv\u00e4skyl\u00e4, Finland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"ANDRZEJ","family":"CICHOCKI","sequence":"additional","affiliation":[{"name":"Laboratory for Advanced Brain Signal Processing, RIKEN Brain Science Institute, Japan"},{"name":"Systems Research Institute in Polish Academy of Science, Warsaw, Poland"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2014,11,20]]},"reference":[{"key":"rf1","volume-title":"An Introduction to the Event-Related Potential Technique","author":"Luck S. 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