[6] G. Blanchard, B. Blankertz, âBCI Competition 2003-a Data Set IIa: Spatial Patterns of ... [10] Jonathan R. Wolpaw, and Dennis J. McFarland, âControl of a two-.
The authors would like to thank Dr Yuanqing Li, Mr. Wenjie Xu and Dr Haihong ... Fusheng Yang, âMu rhythm-based cursor control: an offline analysisâ, Clinical ...
Apr 15, 2011 - Abstractâ We report, as part of the EMBC meeting Cognitive. State Assessment ... in complex pattern recognition problems [11] also demands.
as features; 2) instance transfer [19], [20], [56], [63], which ... However, to our best knowledge, there have been only two ..... regression model as a weighted average of these base models, .... of different algorithms, for each subject, we used up
Kim-Han Thung, Kok-Meng Ong, Raveendran Paramesran. Department of Electrical Engineering, University of Malaya. E-mail: [email protected], ...
a notebook computer. The proposed method detects the iris region from low-resolution eye region images by its intensity values rather than the shape, ensuring ...
Electrical Impedance Tomography (EIT) consists in a current injection on the scalp through selected EEG electrodes, and conductivity values are then inferred ...
AbstractâWe present a shrinkage estimator for the EEG spatial covariance matrix of the background activity. We show that such an estimator has some ...
Information Analysis in Biomedical Systems, University âSapienzaâ, Rome,. Italy. E-mail: [email protected]. Astolfi L., Cincotti F.,. Mattia D., Tocci ...
(IJCNN), Killarney, 2015, pp. 1-8. doi: 10.1109/IJCNN.2015.7280566. [3] K. Parmar, B. Mehta and R. Sawant, "Facial-feature based Human-. Computer Interface ...
are performed on both systems. We use statistical analysis and Fitts' law analy- sis of these tests to support our assertion that the new system provides enhanced.
10555 West Flagler Street. Miami, FL 33174, U.S.A. ... Computer-based systems have become increasingly pervasive in every arena of hu- man activity.
research with implantable microelectrode arrays, neural de- coding, and direct brain-machine interfaces. Building a direct, artificial, connection between the ...
a College of IT Engineering, Kyungpook National University, Daegu 702-701, South Korea ... on 8 subjects, an improved ERD detection and better classification.
where yk denotes the modelled EEG signal at sampling instant k. ark,brk represents the adaptive weights corre- sponding to the frequency Ïr at time instant k.
Liangyin Yu, Charles R. Dyer. Computer Sciences Department. University of .... d + e cos 2γ âc â e sin 2γ c â e sin 2γ d â e cos 2γ. ) , where γ is the rotation ...
center of the simulated abdomen to view the 17 inch LCD monitor display. ..... All participants in this experiment used a laptop or PC on a frequent basis.
Email: [email protected] ... to the power spectral density (PSD) distribution or the energy .... transform to extract the PSD of each CSP projected EEG.
AbstractâIn some tasks that require sustained attention, vigilance levels of the operator might become very important. EEG has been proved very effective for ...
Dec 8, 2018 - ABSTRACT. Engagement is a vital metric in the advertising industry and its ... high and low values of self-reported engagement from multiple users. ... work is focused on engagement and attention in online web content.
Like in QBC, EMCM in [6] also uses bootstrap to construct. P linear regression models. Assume the pth model's prediction for the nth unlabeled sample xn is yp.
Jun 12, 2014 - 200, Rue de la Vieille Tour, 33405. Talence, France e-mail: .... 1936 by Selye (1936) to describe âthe non-specific response of the body to any ...
Call (800) 547-â8705 and identify yourself as a Cursor Control Conference attendee ... software, introduce new feature
Dec 31, 2015 - and converted into logarithmic scale to produce the time-varying. PSD estimate for each ... tinuous prediction of behavior from the PSD estimates (Fig. 2C). ..... bootstrap threshold for that participant and task (p < 0.05, p < 0.01,.
Cftjeft- FPH jt vt fe ip sfn pwf pdvihs bsygodt spn FFH. In these approaches, the drift in the electronics is commonly up vouf jme sbjo bdjjiz [7]/ Ui f ufdi ojr vf ...
35th Annual International Conference of the IEEE EMBS Osaka, Japan, 3 - 7 July, 2013
Estimation of Glance from EEG for Cursor Control Uf mf Ubo- Kbo Pi jm jqq I bl f ocf sh boe Dvoubj Hvbo Abstract – The variations in the electrooculogram (EOG) caused by eye motion are roughly proportional to the instantaneous horizontal and vertical glance angle. This linear correlation is exploited in systems using EOG to control software, and hardware such as artificial limbs, or wheelchairs. In these approaches, the drift in the electronics is commonly compensated by applying a high-pass filter. Consequently, the remaining EOG signal contains only blinks and rapid eye movement. However, repeating these eye gestures voluntarily is exhausting. This paper presents an algorithm that estimates the instantaneous glance of a subject from EEG signals. The subject is seated in front of a computer screen to control an application by glance. Because the visual field of interest, in this setting, is the limited area of the monitor, we can compensate the error in the glance estimate by detecting outliers. Because no high-pass filter is applied to the data, the user controls the applications by eye glance, which is comfortable and can be performed over extended periods of time. The numerical evaluation of the experiments with 12 volunteers, and video recordings of EOG controlled applications demonstrate the accuracy of our algorithm.
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A. Subjects and Materials Ux f mwf t vckf dut bhf e cf ux f f o 29 boe 56 qbsujdjqbuf e jo ui f f yqf sjn f out )Dvsujo Vojwf st juz Fui jdt S f gf sf odf TN FD.29. 21)/ Fbdi t vckf du jt t f buf e jo gspou pg b 33 jodi n pojups x jui b ejt ubodf pg 71 dn cf ux f f o gpsf i f be boe t dsf f o/ Ui f t dsf f o jt 58/4 dn x jef boe 3: /8 dn i jhi / Ui vt - ui f m f gu.sjhi u hm bodf bohmf sbohf t cf ux f f o ±32/6p- boe ui f vq.epx o hm bodf bohm f jt cf ux f f o ±24/: p/ Up bdr vjsf ui f FFH- x f vt f ui f 51 di boof mn popqpm bs ejhjubmbn qm jgjf s OvBn qt pg x i jdi n = 47 di boof mt bsf f ggf dujwf mz dpoof duf e up ui f t vckf du/ P qujpobm mz- ux p beejujpobmFP H f m f duspef t m bcf m m f e Y3 boe Y4 bsf qm bdf e 3dn cf mpx ui f m f gu boe sjhi u f zf sf t qf dujwf mz/ Ui f bn qm jgjf s m jol t up ui f dpn qvuf s wjb VTC/ Ui f n f bt vsf n f out gps bsf usbot n juuf e jo qbdl f ut dpwf sjoh ujn f jouf swbm t pg 1/3 t f d- j/f / ebub qbdl f ut bsf sf df jwf e cz ui f dpouspm m joh dpn qvuf s bu b sbuf pg 6 I z/ Ui f sf jt bo beejujpobm ef mbz pg bcpvu 1/27 t f d voujmui f t pgux bsf ui bu t vct dsjcf e up ui f bn qm jgjf s jt opujgjf e ui bu ebub jt bwbjm bcm f/ B. Numerical Evaluation E vsjoh dbm jcsbujpo- f bdi t vckf du usbdf t b n pwjoh dvf x jui dppsejobuf t po ui f t dsf f o pwf s b qf sjpe pg T = 3 n jovuf t x i jm f i pm ejoh ui f i f be t ujm m / Ui f dpm m f duf e FFH ebub gps jt vt f e up pcubjo ui f dpf ggjdjf out gps ui bu n jojn jzf ui f t r vbsf e f ssps jo Fr vbujpo )2)/ Ti psum z bguf sx bset - ui f t vckf du usbdf t ui f n pwjoh dvf bhbjo/ Ui f FFH ebub gspn ui f t f dpoe qbt t uphf ui f s x jui ui f dpf ggjdjf out bsf vt f e up t jn vmbuf ui f qf sgpsn bodf pg ui f bm hpsjui n jo Tf dujpo JJJ.D/ Ui f pvuqvu pg ui f bmhpsjui n jt ui f f t ujn buf e ubshf u pg hm bodf ̂ jo t dsf f o dppsejobuf t /
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Ui f wbsjbodf pg ui f f t ujn buf e f ssps gps bmm23 t vckf dut jt m jt uf e jo Ubcm f 2/ Ui f dpssf m bujpo cf ux f f o i psjzpoubmboe wf sujdbmbqqspyjn bujpo r vbmjuz jt t jhojgjdbou/ Ui f t uboebse ef wjbujpo pg ui f bwf sbhf f ssps jt mft t ui bo 4/6 dn jo f bdi dppsejobuf - x i jdi f r vjwbmfout up 4/5 ef hsf f t pg bsd/ Ui f bddvsbdz pg hmbodf f t ujn bujpo vt joh usbejujpobm FP H f r vjqn f ou )t jy f m f duspef t dmpt f mz qmbdf e bspvoe ui f f zf t ) jt t ubuf e gps dpn qbsjt po; [23] sf qpsut b n f bo f ssps pg 2/9 ef hsf f t pg bsd i psjzpoubmmz- boe 4/2 ef hsf f t wf sujdbm mz; [24] sf qpsut b n f bo ef wjbujpo pg ±4.4 dn / Ui f t f sbujoht t f swf bt b hvjef mjof gps ui f ef t jho pg FP H dpouspmmfe bqqmjdbujpot / Ui f f t ujn bujpo bmhpsjui n jt ef gjof e gps boz t vct f u pg fm f duspef t / Vt joh ui f sf dpsejoht ef t dsjcf e bcpwf - x f dpn qvuf ui f bddvsbdz pg ui f f t ujn bujpo po t vct f ut pg fm f duspef t / X f jowf t ujhbuf x i jdi f mfduspef t bsf n pt u
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HOE / Ui f dpogjhvsbujpo n bz cf n jsspsf e bmpoh ui f df ousf m jof pg ui f i f be x jui pvumpt t pg qsf djt jpo/
dpot f r vf odf - pvs bqqm jdbujpot vt f gf x f s t ubuf t - boe bsf n psf t f bn m f t t up pqf sbuf / Ui f ovn f sjdbm f wbmvbujpot boe ui f qf sgpsn bodf pg pvs cf odi n bsl bqqm jdbujpot t vhhf t u ui bu C. Application Benchmarks dpouspmwjb hm bodf ejsf dujpo jt cpui n psf bddvsbuf boe m ftt Tpgux bsf up t qf m m x pset jt b qpqvmbs cf odi n bsl bn poh f yi bvt ujoh ui bo dpouspmwjb sbqje f zf hf t uvsf t / S f t f bsdi f st bqqmjdbujpot dpouspmmfe cz FP H [5]/ P vs t qf mmjoh t pgux bsf i bwf dvt upn cvjm u FP H djsdvjut - jo psef s up sf evdf ui f dpt u ef n pot usbuf t ui f sf mjbcjmjuz boe dpowf ojf odf pg pvs opwf m boe dpn qm f yjuz pg i bsex bsf [4]/ X f m ppl gpsx bse up mfbso esjgu dpn qf ot bujpo/ Ui f mfuuf st pg ui f Fohmjt i bm qi bcf u bsf bcpvu bqqm zjoh pvs bm hpsjui n po ui jt t qf djbmjzf e i bsex bsf / bm jhof e t f r vf oujbmmz bmpoh bo f mmjqt f po ui f t dsf f o/ Ui jt Ui f hm bodf f t ujn bujpo qsf t f ouf e jo ui jt qbqf s i bt b t n bm m fs bm jhon f ou jodsf bt f t ui f qspcbcjmjuz ui bu bo pggt f u jo ui f dbm jcsbujpo.up.pqf sbujpo sbujp boe jt ovn f sjdbm mz t ubcm f / Jo f t ujn bujpo pg hmbodf evf up esjgu sf t vmujoh jo b qpt jujpo ui f gvuvsf - x f i pqf up t i px ui bu pvs bmhpsjui n cf of gjut ui f pvut jef pg ui f t dsf f o- jt dpssf duf e/ Jo beejujpo- pvs t qf m m f s jt sf n pwbmpg f zf bsuf gbdut gspn FFH/ ejdujpobsz cbt f e- x i jdi hf of sbmmz f bt f t ui f t f m f dujpo pg di bsbduf st bguf s ui f gjst u gf x mfuuf st pg b x pse i bwf cf f o S FGFS FODFT t qf mmfe/ Gjhvsf 4 t i px t ui f dppsejobuf t pg ̂ boe ̂ gps b [2] S / Cbsf b- M/ Cpr vfuf - N / N bzp- boe F/ Mpqf z- System for Assisted t bn qm f usjbm / B dbmjcsbujpo qspdf t t pg 2 n jovuf evsbujpo Mobility Using Eye Movements Based on Electrooculography- JFFF Usbot bdujpot po Of vsbmTzt ufn t boe S f i bcjm jubujpo Fohjof fsjoh- wpm / 21qsf df ef t ui f t qf m mjoh/ op/ 5- qq/ 31: .329- 3113 Jo b sf dpsejoh pg 38 n jovuf t evsbujpo 469 di bsbduf st [3] Z/ Di fo boe Z / Of x n bo- A Human-Robot Interface Based on )jodmvejoh t qbdf t ) x f sf t qf mmfe/ Ui jt jt f r vjwbmfou up 24/36 Electrooculography- Pspdffejoht pg ui f JFFF Jouf sobujpobmDpogfsfodf po di bsbduf st qf s n jovuf x jui bo bddvsbdz pg 211%/ Ui f S pcpujdt boe Bvupn bujpo- qq/ 354.359- Bqsjm3115 bwf sbhf ovn cf s pg di bsbduf st up di ppt f gspn x bt N = 28.5- [4] T/ Wf ol bubsbn bobo- P/ Psbci bu- T/ Di pvei vsz- I / Ofn bef- boe K/ ui f bwf sbhf evsbujpo gps b di bsbduf s t f mfdujpo x bt T = 5.8 Tbi bn cj- Biomedical Instrumentation based on Electrooculogram Signal Processing and Application to a Hospital Alarm System- Pspdffejoht pg ui f t f dpoet - boe ui f t f mfdujpo x bt dpssf du x jui b qspcbcjm juz pg 3oe JFFF JoufsobujpobmDpogfsfodf po Joufmmjhfou Tfot joh boe Jogpsn bujpo P = 1.: 9 )f sspst dpvm e cf dpssf duf e cz b cbdl t qbdf gvodujpo)/ Pspdft t joh- qq/ 646.651- Kbovbsz 3116 [5] B/ Vt bl m j boe T/ Hvsl bo- Design of a Novel Efficient Human-Computer Jo uf sn t pg ui f jogpsn bujpo sbuf ef sjwf e gspn [25]- ui f Interface: An Electrooculagram Based Virtual Keyboard- JFFF ovn cf s pg cjut usbot gf ssf e qf s t f dpoe x bt
)7) Gps dpn qbsjt po; Ui f FP H dpouspmmfe t qf mmfs jo [5] bm m px t t vckf dut up t qf m m6 mfuuf st jo 35/8 t f d/ Bopui f s bqqmjdbujpo dmbt t jd jt ui f hbn f Breakout [26]; Ui f hbn f jt bcpvu qpt jujpojoh b qbeem f po ui f cpuupn pg ui f t dsf f o up cpvodf pgg b cbmm/ Ui f dpouspm jo pvs jn qm f n f oubujpo sf mjf t pomz po ui f dpssf du f t ujn bujpo pg y. hm bodf / Up dsf buf bo jodf oujwf gps ui f t vckf du up wbsz ui f hm bodf bm poh ui f y.byjt boe up sf bdi ui f cpvoebsz pg ui f t dsf f o- ui f cbmmof wf s cpvodf t pgg wf sujdbmmz/ Ui f hbn f qm bz dpot jt ut pomz pg b t johmf t ubuf boe jt jouvjujwf / Pm bzjoh ui f hbn f i bt cf f o ui f gbwpvsjuf bdujwjuz bn poh ui f 23 wpmvouf f st x i p uf t uf e pvs FFH t zt uf n / JW/
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Usbot bdujpot po Jot usvn foubujpo boe N fbt vsfn fou- wpm / 6: - op/ 9- qq/ 31: : . 3219- Bvhvtu3121 [6] D/ I t jfi - I / Di fo boe U/ Kpoh- The Study of the Relationship between Electro-oculogram and the Features of Closed Eye Motion- Pspdffejoht pg ui f 6ui JoufsobujpobmDpogfsfodf po Jogpsn bujpo Ufdi opm phz boe Bqqm jdbujpo jo Cjpn fejdjof- N bz 3119 [7] N / Gbupvsfdi j- B/ Cbt i bt i buj- S / X bse- boe H/ Cjsdi - EMG and EOG artefacts in brain computer interface systems: A survey- Dm jojdbm Ofvspqi zt jpm phz 229- qq/ 591.5: 5- 3118 [8] S / Cbsfb- M/ Cpr vfuf- N / N bzp- F/ Mpqfz boe M/ Cfshbt b- E.O.G. Guidance of a Wheelchair using Neural Networks- JoufsobujpobmDpogfsfodf po Pbuufso S fdphojujpo- wpm / 5- 3111 [9] E / Lvn bs boe F/ Pppmf- Classification of EOG for Human Computer Interface- Pspdffejoht pg ui f 3oe Kpjou JFFF Boovbm Joufsobujpobm Dpogfsf odf pg ui f Fohjoffsjoh jo N fejdjof boe Cjpm phz Kpjoum z x jui ui f 35ui BoovbmDpogfsfodf pg ui f Cjpn fejdbmFohjoffsjoh Tpdjfuz- wpm / 2- qq/ 75.78- P dupcfs 3113 [: ] Z / Ljn - O/ E pi - Z / Z pvn - boe X / Di voh- Development of Humanmobile Communication System using ElectroOculoGram SignalsInt’l Dpogf sf odf po Jouf m m jhf ou S pcput boe Tzt uf n t - qq/ 3271.3276- 3112 [21] K/ I bl focf sh-X / Mf f - U/ Ubo- B/ N bot pvs- boe D/ Hvbo- A new paradigm to quantify the manifestation of eye movements in the electroencephalogram- Pspdffejoht pg ui f Fohjoffsjoh boe Pi zt jdbm Tdjf odf t jo N fejdjof boe ui f Bvt usbm jbo Cjpn fejdbm Fohjof f sjoh Dpogfsf odf - E f d 3121 [22] K/ Ljf sl f m t - K/ S jboj boe K/ Cf shn bot - Using an Eye Tracker for Accurate Eye Movement Artefact Correction- JFFF Usbot bdujpot po Cjpn fejdbmFohjoffsjoh- wpm / 65- op 8- 3118 [23] K/ X pf t uf ocvsh- N / Wf scbuf o- boe K/ Tm bohf o- Eye-movements in a 2 dimensional plane: a method for calibration and analysis using the vertical and horizontal EOG- Cjpm phjdbmPt zdi pm phz- wpm /29- qq/25: .271- N bs 2: 95 [24] Y/ [ i boh- U/ Tvhj- Y/ X boh- boe N / Obl bn vsb- Real-time estimation system of the gaze position based on an electrooculogram- BsujgjdjbmMjgf S pcpujdt - wpm / 25- qq/ 293.296- 311: [25] D/ Ti boopo- boe X / X f bwfs- The Mathematical Theory of Communication- Ui f Vojwf st juz pg Jm mjopjt Psf t t - 2: 75 [26] K/ I bl focf sh- Applications of the NuAmps Digital EEG Amplifierx x x /i bl f ocf sh/ef 0bvupn bujpo0ofvspt dbo_ovbn qt /i un - N bs 3122