PMID- 30279982
OWN - NLM
STAT- PubMed-not-MEDLINE
LR  - 20220409
IS  - 2047-2501 (Print)
IS  - 2047-2501 (Electronic)
IS  - 2047-2501 (Linking)
VI  - 6
IP  - 1
DP  - 2018 Dec
TI  - Emotion classification using flexible analytic wavelet transform for 
      electroencephalogram signals.
PG  - 12
LID - 10.1007/s13755-018-0048-y [doi]
LID - 12
AB  - Emotion based brain computer system finds applications for impaired people to 
      communicate with surroundings. In this paper, electroencephalogram (EEG) database 
      of four emotions (happy, fear, sad, and relax) is recorded and flexible analytic 
      wavelet transform (FAWT) is proposed for the emotion classification. FAWT 
      analyzes the EEG signal into sub-bands and statistical measures are computed from 
      the sub-bands for extraction of emotion specific information. The emotion 
      classification performance of sub-band wise extracted features is examined over 
      the variants of k-nearest-neighbor (KNN) classifier. The weighted-KNN provides 
      the best emotion classification performance 86.1% as compared to other KNN 
      variants. The proposed method shows better emotion classification performance as 
      compared to other existing four emotions classification methods.
FAU - Bajaj, Varun
AU  - Bajaj V
AD  - 1PDPM Indian Institute of Information Technology, Design and Manufacturing 
      Jabalpur, Jabalpur, 452005 India. GRID: grid.444467.1
FAU - Taran, Sachin
AU  - Taran S
AD  - 1PDPM Indian Institute of Information Technology, Design and Manufacturing 
      Jabalpur, Jabalpur, 452005 India. GRID: grid.444467.1
FAU - Sengur, Abdulkadir
AU  - Sengur A
AD  - 2Electrical and Electronics Engineering Department, Technology Faculty, Firat 
      University, Elazig, Turkey. ISNI: 0000 0004 0574 1529. GRID: grid.411320.5
LA  - eng
PT  - Journal Article
DEP - 20180918
PL  - England
TA  - Health Inf Sci Syst
JT  - Health information science and systems
JID - 101638060
PMC - PMC6143498
OTO - NOTNLM
OT  - Electroencephalogram
OT  - Emotion classification
OT  - Flexible analytic wavelet transform
OT  - k-nearest-neighbor
EDAT- 2018/10/04 06:00
MHDA- 2018/10/04 06:01
PMCR- 2019/12/01
CRDT- 2018/10/04 06:00
PHST- 2018/05/29 00:00 [received]
PHST- 2018/08/07 00:00 [accepted]
PHST- 2018/10/04 06:00 [entrez]
PHST- 2018/10/04 06:00 [pubmed]
PHST- 2018/10/04 06:01 [medline]
PHST- 2019/12/01 00:00 [pmc-release]
AID - 48 [pii]
AID - 10.1007/s13755-018-0048-y [doi]
PST - epublish
SO  - Health Inf Sci Syst. 2018 Sep 18;6(1):12. doi: 10.1007/s13755-018-0048-y. 
      eCollection 2018 Dec.