PUBLICATIONS:
Back to the web page of HOVAGIM BAKARDJIAN,  Ph.D/D.Eng

PUBLICATIONS           (in chronological order)  

Demo video of aSSVEP-BCI control of robotic arm (WMV)

Demo video of aSSVEP-BCI stimuli (WMV)

Demo video of SSVEP-BCI: 4 designs (WMV)

Journal Publications


Cavedo E, Lista S, Khachaturian Z, Aisen P, Amouye P, Herholz K, Jack CR, Sperling R, Cummings J, Blennow K, O’Bryant S, Frisoni GB, Khachaturian A, Kivipelto M, Klunk W, Broich K, Andrieu S, Thiebaut de Schotten M, Mangin J-F, Lammertsma A, Johnson K, Teipel S, Drzezga A, Bokde A, Colliot O, Bakardjian H, Zetterberg H, Dubois B, Vellas B, Schneider L, Hampel H, The road ahead to cure Alzheimer's Disease:  Development of biological markers and neuroimaging methods for prevention trials across all stages and target populations, J Prev Alz Dis 2014;1(3):181-202.

http://www.jpreventionalzheimer.com/all-issues.html?a=2014&n=03


Hampel H, Lista S, Teipel SJ, Garaci F, Nisticò R, Blennow K, Zetterberg H, Bertram L, Duyckaerts C, Bakardjian H, Drzezga A, Colliot O, Epelbaum S, Broich K, Lehéricy S, Brice A, Khachaturian ZS, Aisen PS, Dubois B, Perspective on Future Role of Biological Markers in Clinical Therapy Trials of Alzheimer's Disease: A Long-Range Point of View Beyond 2020, Biochemical Pharmacology, 2014, 88 (4): 426–449.

http://dx.doi.org/10.1016/j.bcp.2013.11.009


Di Stefano F, Epelbaum S, Cantet C, Andrieu S, Vellas B, Hampel H, Dubois B, Diagnostic and Prognostic Value of the Free and Cued Selective Reminding Test (FCSRT) in Subjects with Memory Complaints: A large-scale Community-based Multi-Center Study (GuidAge), Journal of Neurology, Neurosurgery, and Psychiatry, 2014, under review.


Tomita Y, Vialatte F-B, Dreyfus G, Mitsukura Y, Bakardjian H, Cichocki A, Bimodal BCI Using Simultaneously NIRS and EEG, IEEE Trans Biomed Eng, 2014, 61 (4):1274–84.

http://dx.doi.org/10.1109/TBME.2014.2300492


Hiyoshi-Taniguchi, K., Kawasaki, M., Yokota, T., Bakardjian, H., Fukuyama, H., Cichocki, A., & Vialatte, F. B. EEG Correlates of Voice and Face Emotional Judgments in the Human Brain. Cognitive Computation, 2013, 1-9.

http://dx.doi.org/10.1007/s12559-013-9225-0


Bakardjian H, Tanaka T, Cichocki A, Emotional faces boost up steady-state visual responses for brain-computer interface, NeuroReport 2011, 22(3):121-125.

http://dx.doi.org/10.1097/WNR.0b013e32834308b0


Bakardjian H, Tanaka T, Cichocki A, Optimization of SSVEP brain responses with application to eight-command Brain–Computer Interface, Neurosci Lett, 2010, 469(1):34-38.

http://dx.doi.org/10.1016/j.neulet.2009.11.039


Sano, A., Bakardjian, H., Movement-Related Cortical Evoked Potentials Using Four-Limb Imagery, Int J Neurosci 2009, 119(5):639-663.

http://dx.doi.org/10.1080/00207450802325561


Vialatte F.-B., Bakardjian H., Rajkishore P., Cichocki A., EEG paroxysmal gamma waves during Bhramari Pranayama: A yoga breathing technique, Consciousness and Cognition, 2009, 18(4):977-988.

http://dx.doi.org/10.1016/j.concog.2008.01.004


Cichocki, A.,  Washizawa, Y., Rutkowski, T., Bakardjian, H., Phan, A-H., Choi, S., Lee, H., Zhao, Q., Zhang, L., Li, Y., Noninvasive BCIs: Multiway Signal-Processing Array Decompositions, Computer, vol. 41, no. 10, pp. 34-42, Oct., 2008.

http://doi.ieeecomputersociety.org/10.1109/MC.2008.431


Xu J., Bakardjian H., Cichocki A., Principe J.C., A New Nonlinear Similarity Measure for Multichannel Signals, Neural Networks, 2008, 21(2-3):222-231.

http://dx.doi.org/10.1016/j.neunet.2007.12.039


Astolfi L., Bakardjian H., Cincotti F., Mattia D., Marciani M.G., De Vico Fallani F., Colosimo A., Salinari S., Miwakeichi F., Yamaguchi Y., Martinez P., Cichocki A., Tocci A., Babiloni F., Estimate of causality between independent cortical spatial patterns during movement volition in spinal cord injured patients, Brain Topogr. 2007, 19(3):107-23.

http://dx.doi.org/10.1007/s10548-007-0018-1


Astolfi L., Cincotti F., Mattia D., Babiloni F., Marciani M.G., Fallani F.D.V., Crocenzi M., Miwakeichi F., Yamaguchi Y., Martinez P., Salinari S., Tocci A., Bakardjian H., Vialatte F.B., Cichocki A., Removal of ocular artifacts for high resolution EEG studies: a simulation study, International Journal of Bioelectromagnetism 2007, 9(4):253-259.

http://ijbem.k.hosei.ac.jp/2006-/volume9/number4/090409.pdf


Martinez P., Bakardjian H., Cichocki A., Fully-Online, Multi-Command Brain Computer Interface with Visual Neurofeedback Using SSVEP Paradigm, J Comp Intell Neurosci 2007; 2007:94561.

http://dx.doi.org/10.1155/2007/94561


Bakardjian H., Cichocki A., Cincotti F., Mattia D., Babiloni F., Marciani MG, Fallani FDV, Miwakeichi F, Yamaguchi Y, Martinez P, Salinari S, Tocci A, Astolfi L, Estimate of Causality Between Cortical Spatial Patterns During Voluntary Movements in Normal Subjects, International Journal of Bioelectromagnetism 2006, 8(1):pp. II/1 - II/18.

http://ijbem.k.hosei.ac.jp/2006-/volume8/number1/htm/bakardji.htm


Bakardjian, H., Uchida, A., Endo, H., Takeda, T., Magnetoencephalographic study of speed-dependent responses in apparent motion, Clin Neurophysiol, vol.113, pp.1586-1597, 2002.

http://dx.doi.org/10.1016/S1388-2457(02)00222-5


Kasabov N., Bakardjian H., Zhang D., Song Q., Cichocki A., Leeuwen C.van, Evolving Connectionist Systems for Adaptive Learning, Classification and Transition Rule Discovery from EEG Data: A Case Study Using Auditory and Visual Stimuli, Intl J Neur Sys, (in press).


Kazakova, M., Bakardjian, H., Daskalov, I. Spectral Analysis of Cardiac Rhythm Variability as a Method for the Investigation of Neurovegetative Regulation of the Heart, Pediatrics, No.2, pp.125-132, 1993


Bakardjian, H. Ventricular Beat Classifier Using Fractal Number Clustering, Med. & Biol. Eng. & Comput., vol.30, pp.495-502, 1992

http://dx.doi.org/10.1007/BF02457828

http://www.springerlink.com/content/b40662141u819h27/


Undjian, S., Bakardjian, H. Determination of the Surgical Resection Volume by Children's Cerebelar Tumors, X-Ray and Radiology,  No.3, pp.224-229, 1991


 

Patents


Bakardjian, H., Martinez, P., Cichocki, A., Robust Multi-Command SSVEP-Based Brain-Machine Interface Without Training using Small Moving or Stationary Patterns, Japanese Patent Ref#22385, 2008

 

 

Book Chapters


Georgiev, P., Theis, F., Cichocki A., Bakardjian, H., Sparse Component Analysis: a New Tool for Data Mining, In: Pardalos, Panos M.; Boginski, Vladimir L.; Vazacopoulos, Alkis (Eds.), Data Mining in Biomedicine, Series: Springer Optimization and Its Applications , Vol. 7, Springer, 2007, p.91-116.

http://www.springer.com/biomed/book/978-0-387-69318-7


Georgiev P., Cichocki A., Bakardjian H., Optimization Techniques for Independent Component Analysis with Applications to EEG Data, In: Pardalos, P.M., Sackellares, J.C., Carney, P.R., Iasemidis, L.D., (Eds.), Quantitative Neuroscience: Models, Algorithms, Diagnostics, and Therapeutic Applications, Series: Biocomputing, Vol.2, Springer, 2004, p.53-68.

http://www.springer.com/engineering/biomedical+eng/book/978-1-4020-7751-7


Bakardjian, H., Uchida, A., Endo, H., Takeda, T., Masuda, T., Influence of Location and Displacement on Evoked Magnetic Responses to Apparent Motion and Flash Stimuli, In: Yoshimoto, T., Kotani, M., Kuriki, S., Nakasato, N., Karibe, H., Eds., Recent Advances in Biomagnetism, Tohoku University press, 1998, p.557-560.

 

   

Conference Publications


Bakardjian H, Hampel H, Schindler R, Epelbaum S, Thiebaut de Schotten M, Lista S, Dubois B. Functional EEG Biomarker Battery for Early-Stage Prediction of Alzheimer's Disease in Asymptomatic-At-Risk Amyloid-Positive Elderly Individuals. Alzheimer’s Association International Conference (AAIC'2014), Copenhagen, Denmark, July 15, 2014.


Thiebaut de Schotten M, Bakardjian H, Lista S, Teipel S, Dyrba M, Filippi M, Frisoni GB, Fellgiebel A, Bokde A, Klöppel S, Froelich L, Barkhof F, Dubois B, Hampel H. Advanced Diffusion Weighting Imaging (DWI) Tractography of the limbic system: Novel biomarkers of neurodegenerative changes during progression/conversion from cognitive normality to AD dementia. Alzheimer’s Association International Conference (AAIC'2014), Copenhagen, Denmark, July 12, 2014.


Di Stefano F, Epelbaum S, Coley N, Cantet C, Bakardjian H, Lista S, Hampel H, Vellas B, Dubois B, Andrieu S. Free and Cued Selective Reminding Test (FCSRT) performance in the prediction of Alzheimer's disease dementia: Data from a large prevention trial (GuidAge). Alzheimer’s Association International Conference (AAIC'2014), Copenhagen, Denmark, July 15, 2014.


Bakardjian H, Dubois, B, Le stade asymptomatique de la maladie d’Alzheimer (MA) - Définition en électrophysiologie, 12ème Réunion Francophone sur la Maladie d’Alzheimer et les syndromes apparentés, Montpellier, France, June 13, 2014.

http://www.alzmontpellier2014.com/attachment/496137/


Hiyoshi-Taniguchi K, Kawasaki M, Yokota T, Bakardjian H, Fukuyama H, Vialatte F, Cichocki A. EEG alpha range dynamics for face and voice emotion in human brain. Society for Neuroscience Conference, San Diego, CA, USA, Nov 10, 2013.

http://www.sfn.org/~/media/SfN/Documents/Annual%20Meeting/FinalProgram/FullAbstractPDFs/AbstractPDFs_Poster_Sun_AM.ashx


Thorey J, Adibpour P, Tomita Y, Gaume A, Bakardjian H, Dreyfus G, Vialatte FB, Fast BCI Calibration - Comparing Methods to Adapt BCI Systems for New Subjects, Proc of International Joint Conference on Computational Intelligence (IJCCI 2012), 663-669.

http://www.ijcci.org/Program/2012/Program_Saturday.htm


Hiyoshi-Taniguchi K, Kawasaki M, Yokota T, Bakardjian H, Fukuyama H, Vialatte FB, Cichocki A, EEG Beta Range Dynamics and Emotional Judgments of Face and Voices, Proc of International Joint Conference on Computational Intelligence (IJCCI 2012), 738-740.

http://www.ijcci.org/Program/2012/Program_Saturday.htm


Savova R, Daskalov I, Bakardjian H, Mitov I, Kazakova M, Koprivarova K, Konstantinova M, Arshinkova M, Angelova B, Popova G. Cardiac Autonomic Neuropathy in Children with Diabetes Mellitus. ISPAD2012, Istanbul, Turkey, Oct 10-13 2012.

http://ww2.ispad.org/ww2/2012-istanbul/PosterSessionsISPAD2012.pdf


Sahara H, Hoya T, Bakardjian H, Cichocki, A, Efficient Identification of EMG Patterns in Electroencephalograms by Multilinear Subspace Analysis, Proc of Signal and Information Processing Symposium (SIP'2011), Sapporo, Japan, 16-18.Nov.2011.

http://www.ieice.org/~sip/symp/2011/?cmd=program#A1


Tomita Y, Gaume A, Bakardjian H, Maurice M, Cichocki A, Yamaguchi Y, Dreyfus G, Vialatte FB, Concatenation method for high-temporal resolution SSVEP-BCI, Proc of International Conference on Neural Computation Theory and Applications (NCTA'2011), Paris, France, 24-26.Oct.2011, pp. 444-452.

http://www.ncta.ijcci.org


Bakardjian H, Tanaka T, Cichocki A, Brain Control of Robotic Arm Using Affective Steady-State Visual Evoked Potentials, IASTED International Conference on Human-Computer Interaction (IASTED-HCI 2010), Hawaii, USA, pp.264-270.

http://www.actapress.com/Abstract.aspx?paperId=41302


Sato Y, Hoya T, Bakardjian H, Cichocki A, Reduction of Broadband Noise In Speech Signals by Multilinear Subspace Analysis, Proc. of InterSpeech2010 Conference (INTERSPEECH 2010), pp. 965-968, Makuhari, Japan, Sept.26-30, 2010.

http://www.interspeech2010.org/program/session.php?id=1410


Maurice M, Vialatte F-B, Bakardjian H, Cichocki A, Yamaguchi Y, Understanding brain information processing in the visual system following flickering stimulation, Neuroscience Research (2009), 65 (Suppl1):S108.

(32nd Annual Meeting of the Japan Neuroscience Society (Neuroscience 2009), Nagoya, Japan, Sept.16-18, 2009).

http://dx.doi.org/10.1016/j.neures.2009.09.489


Martinez P, Bakardjian H, Vallverdu M, Cichocki A. Fast multi-command SSVEP brain machine interface without training. Lecture Notes in Computer Science 2008; 5164:300-307. (Proc. of Intern. Conf. on Artificial Neural Networks (ICANN2008), Prague, Czech Republic, Sept 3-8, 2008).

http://dx.doi.org/10.1007/978-3-540-87559-8_31


Bakardjian H., Martinez P., Cichocki A., Steady-state visual evoked responses as a reliable tool for an online 8-command brain-machine interface, Proc. of World Multi-Conference on Systemics, Cybernetics and Informatics (WMSCI'08), Orlando, Florida, USA, June 29 - July 2, 2008

http://www.sciiis.org/WM-SCI08


Martinez P., Bakardjian H., Cichocki A., Multi-command Real-time Brain Machine Interface Using SSVEP: Feasibility Study for Occipital and Forehead Sensor Locations, Advances in Cognitive Neurodynamics - Proceedings of the International Conference on Cognitive Neurodynamics - 2007, Eds: Wang, R.; Gu, F.; Shen, E., 2008, Springer, pp.783-6 (ICCN'07, , Shanghai, China, 17-21.Nov.2007).

http://www.springer.com/biomed/neuroscience/book/978-1-4020-8386-0


Prasad R., Bakardjian H., Cichocki A., Matsuno F., Source Localization with EEG data for BP shows major activities in the frontal areas of the brain, Proc. of International Conference on Instrumentation, Control and Information Technology (SICE'2007), Takamatsu, Japan, Sept. 17-20, 2007

http://www.sice.or.jp/~sice2007/


Bakardjian H., Martinez P., Cichocki A., Multi-command on-line EEG Brain machine interface using steady state visual evoked potentials, Proc. of RIKEN Symposium "Brain activity and information integration”, Wako, Japan, Sept.13, 2007.

http://www.dei.brain.riken.jp/conf07/r_sympo.html


Bakardjian H., Martinez P., Cichocki A., Dynamic Online Target Control of SSVEP-Based Brain-Computer Interface with Multiple Commands, Neurosci Res 2007; 58:S70. (NEURO2007, Yokohama, Sept.10-12, 2007).

http://dx.doi.org/10.1016/j.neures.2007.06.410


Xu J., Bakardjian H., Cichocki A., Principe J.C., A New Nonlinear Similarity Measure for Multichannel Biological Signals, Proc. International Joint Conference on Neural Networks (IJCNN'07),  Orlando, FL, USA, August, 2007.

http://www.ijcnn2007.org


Bakardjian H., Cichocki A., Cincotti F., Mattia D., Babiloni F., Fallani F.D.V., Miwakeichi F., Yamaguchi Y., Astolfi L., On the estimation of causality between cortical spatial patterns during voluntary movements in normal subjects by using Independent Component Analysis, Clinical Neurophysiology, Vol.117, Suppl.1, Sept.2006, pp.149 (Proc. 28th International Congress of Clinical Neurophysiology (ICCN 2006), Edinburgh, UK, Sept.10-14, 2006).

http://dx.doi.org/10.1016/j.clinph.2006.06.543


Cichocki A., Cincotti F., Babiloni F., Mattia D., Marciani M.G., Fallani F.D.V., Bakardjian H., Yamaguchi Y., Astolfi L., Estimate of causality between cortical spatial patterns during voluntary movements in normal subjects, Proceedings of the 12th annual Meeting of the Organization for Human Brain Mapping, Florence, Italy, June 11-15, 2006.


Miwakeichi, F., Bakardjian, H., Cichocki, A., Analysis of contaminated EEG using PARAFAC with several types of hyper-dimensional data, 12th Annual Meeting of the Organization for Human Brain Mapping, Florence, Italy, June 11-15, 2006.


Levkov C, Arnaudova R, Dunev S, Bakardjian H, Neshev G, ECG Holter systems - development and perspectives, Proc of ELECTRONICS’2006, Sozopol, Bulgaria, Sept.20-22, 2006.

http://www.journalogy.com/Paper/12561018.aspx

http://ecad.tu-sofia.bg/et/2006/ET2006%20BOOK%203/Electronic%20Medical%20Equipment/196%20Paper-Ch_%20Levkov.pdf


Sano, A., Bakardjian, H., Cichocki, A., Ushiba, J., Tomita, Y., Effects of various movement conditions on cortical potentials, The 12th meeting of Keio Higher-order brain function for Medical Engineering, Tokyo, Japan, March 2005.


Shishkin, S.L., Kaplan, A.Y., Bakardjian, H., Cichocki, A., Combining the extremities on the basis of separation: A new approach to brain source modeling, International Congress Series, vol. 1278, March 2005, Pages 119-122 (Proc. of the 8th International Evoked Potentials Symposium, Fukuoka, Japan, Oct. 5-8, 2004).

http://dx.doi.org/10.1016/j.ics.2004.11.077


Sano, A., Bakardjian, H., Cichocki, A., Tomita, Y., Blind source separation based analysis of movement related cortical potentials. Proc. SICE 2004 Annual Conference (Society of Instrument and Control Engineers), vol 3, p.2399-2402, Sapporo, Japan, August 4-6, 2004.

http://dx.doi.org/10.1109/SICE.2004.192097


Sano, A., Bakardjian, H., Cichocki, A., Tomita, Y., Study on Timing Control during Rhythmic Tapping Movement", The 45th Annual Conference of Japan Ergonomics Society, Saitama, Japan, June 2004.


Sano, A., Bakardjian, H., Cichocki, A., Tomita, Y., "Time-series Analysis of Electroencephalogram during Cue-guided and Self-paced Tapping Movements, The 45th Annual Conference of Japan Ergonomics Society, Saitama, Japan, June 2004.


Sano, A., Bakardjian, H., Cichocki, A., Tomita, Y., EEG Analysis during Rhythmic Tapping Movements, Proceedings of the 43rd Annual Conference of Japanese Society for Medical and Biological Engineering, Kanazawa, Japan, May 19-21, 2004, p.689.


Sano, A., Bakardjian, H., Cichocki, A., Tomita, Y., Relationship between EEG during Rhythmic Tapping Movements and Tapping Rhythms, 4th Winter Workshop for Brain and Mind Mechanisms, Rusutsu, Japan, Jan 7-9, 2004.


Georgiev, P., Theis, F., Cichocki A., Bakardjian, H., Sparse Component Analysis: a New Tool for Data Mining, Proceedings of the Conference on Data Mining in Biomedicine, Gainesville, Florida, USA, Febr.16-18, 2004, p.17.

http://www.ise.ufl.edu/cao/biomedicine/schedule.pdf


Bakardjian H., Sharing your mind with a machine: a brain-computer interface approach, Proc. of the Brain, Mind and Culture Meeting, Limassol, Cyprus, Nov.29-Dec.3, 2004, p.50.


Bakardjian H., Common independent components for motion-based brain-computer-interfaces, Proc. of the Society for Neuroscience (SfN) Meeting, San Diego, USA, Oct. 23-27, 2004.


Bakardjian, H., Cichocki, A., Extraction and classification of common independent components in single-trial crossmodal cortical responses, Proceedings of the 5th Annual Meeting of the International Multisensory Research Forum, Barcelona, Spain, June 2-5, 2004, p.26-27.

http://imrf.mcmaster.ca/IMRF/2004_submit/viewabstract.php?id=116


Bakardjian, H., Cichocki, A., Crossmodal cortical responses revealed by single-trial wavelet-packet-enhanced ICA, Proceedings of the 43rd Annual Conference of Japanese Society for Medical and Biological Engineering, Kanazawa, Japan, May 19-21, 2004, p.373.

http://sciencelinks.jp/j-east/display.php?id=000020041604A0467210


Tanaka S., Miyashita S., Nakagawa T., Kirino E., Bakardjian H., Cichocki A. Event-related potentials of the fronto-parietal network for multi-target spatial working memory processing: Independent component analysis. Proceedings of the 6th IBRO World Congress of Neuroscience, Prague, Czech Republic, July 10 - 15, 2003, #4286.

http://stlabhp.googlepages.com/publications


Bakardjian, H., Cichocki, A., Classification of Fast Imagined Motion responses for a Human-Computer Interface, Proceedings of the 42nd Annual Conference of Japanese Society for Medical and Biological Engineering, Sapporo, Japan, June 3-5, 2003, p.462.

http://sciencelinks.jp/j-east/display.php?id=000020041904A0466793


Hoya, T., Hori, G., Bakardjian, H., Nishimura, T., Suzuki, T., Miyawaki, Y., Funase, A., Cao, J., Classification Of Single Trial EEG Signals By a Combined Principal + Independent Component Analysis, Proceedings of the 4th International Symposium on Independent Component Analysis and Blind Signal Separation, Nara, Japan, April 1-4, 2003, p.197-202.

http://www.kecl.ntt.co.jp/icl/signal/ica2003/cdrom/abst.htm#0075


Miyawaki, Y., Ryusuke, H., Taro, M., Susumi, T., Bakardjian, H., Cichocki, A., The time course of binocular stereopsis and figure-ground segregation revealed by visual evoked potential measurements, Joint France-Japan Symposium on Cognitive Neuroscience, Wako, Japan, September, 2001.


Cichocki, A., Gharieb, R., Hoya, T., Bakardjian, H., Semi-blind enhancement and extraction of superimposed evoked potentials using ICA/BSS, SOS/HOS and subspace signal processing approaches, Joint France-Japan Symposium on Cognitive Neuroscience, Wako, Japan, September 2001.


Bakardjian, H., Tsenkova, R., Fujita, Y., Wavelets for Near-Infrared Spectra, NIRS 2001 Seminar, Kobe University, Kobe, Japan, Jan.31, 2001.


Bakardjian, H., Uchida, A., Takeda, T., Speed-Dependent Processing of Apparent Motion in Humans, Proceedings of the 2nd JST CREST Symposium on Creation of Artificial Brain, Tokyo, Japan, June 5, 2001


Bakardjian, H., Uchida, A., Endo, H., Takeda, T., Visual Stimuli Displacement in First-Order Apparent Motion, Proceedings of the 1st JST CREST Symposium on Creation of Artificial Brain, Tokyo, Japan, Apr.12, 2000, p.18


Bakardjian, H., Uchida, A., Endo, H., Takeda, T., Spatiotemporally-integrated activation mode in first-order motion, Proceedings of the 12th International Conference on Biomagnetism (BIOMAG'2000), Helsinki, Finland, Aug.13-17, 2000, #076a (4p).

http://citeseer.ist.psu.edu/642662.html


Bakardjian, H., Uchida, A., Takeda, T., Endo, H., Single-Trial Time-Space Trajectories of Evoked Magnetic Responses to Apparent Motion Using Cross-Wavelet Estimators, Proceedings of the 29th Annual Meeting of the Society for Neuroscience, Miami Beach, Florida, USA, Oct.23-28, 1999, pp.675


Tsenkova, R., Bakardjian, H., Fujita, Y., Atanassova, S., Ozaki, Y., Toyoda, K., Wavelet Transform for NIR Spectral Data Mining: Bacteria Identification, Proceedings of the 12th International Conference on Fourier Transform Spectrocopy, Waseda University, Tokyo, Japan, Aug.22-27, 1999, pp.MO31.


Bakardjian, H., Endo, H., Uchida, A., Takeda, T., Cross-Wavelet Estimators in Horizontal Apparent Motion, Proceedings of the AIST Symposium for Biomedical Technology Advancement - New Bio, Tsukuba, Japan, Feb. 5, 1999, pp. 64.


Herrmann, C., Bakardjian, H., Wavelet Networks for EEG Analysis, Proceedings of 5th European Congress on Intelligent Techniques and Soft Computing EUFIT'97, Aachen, Germany, September 8-12, 1997


Ito, T., Bakardjian, H., Takahashi, M., Yamamoto, K., Temporal Patterns in Wavelet-Transformed HRV During Functional Tests of Autonomic Function, Proceedings of the 35th Conference of the Japan Society of Medical Electronics and Biological Engineering, Osaka, Japan, May 16-18, 1996, pp.398


Bakardjian, H., Yamamoto K., Ito, T., Wavelet and Fourier Transforms as Diagnostic Tools in Autonomic Nervous Status Tests, Proceedings of the 11th Symposium on Biological and Physiological Engineering, Osaka, Japan, Nov. 27-29, 1996, pp.521-524


Bakardjian, H., Ito, T., Yamamoto, K., Temporal Assessment of Cardiac Rhythm Fluctuations Through Wavelet and Short-Time Fourier Transforms, Proceedings of the 10th Symposium on Biological and Physiological Engineering, Sapporo, Japan, Nov. 30-Dec.2, 1995, pp.477-480


Bakardjian, H., Yamamoto, K., Heart Rate Variability Analysis Through Multiresolution Orthogonal Wavelet Transform, Technical Report of the Institute of Electronics, Information and Communications Engineering MBE95-41 (1995-06), 1995, pp.69-76


Bakardjian, H., Yamamoto, K., Dynamic Non-Deterministic Characterization of HRV through Multiresolution Wavelet Decomposition, Proceedings of the 17th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Montreal, Canada, Sept. 20-23, 1995, pp.1063-1064.

http://dx.doi.org/10.1109/IEMBS.1995.579484


Savova, R., Bakardjian, H., Kazakova, Koprivarova, K., Konstantinova, M., Popova, G., Angelova, B., Dascalov, I., Pesheva, M.  Power Spectral Analysis of Heart Rate Variability in Diabetic Children, Proceedings of the 15th International Diabetes Federation Congress, Kobe, Japan, Nov. 6-11, 1994, pp.586.


Bakardjian, H., Gergen, D., Pfurtscheller, G., Adaptive Identification of Ventricular beats and R-R-Interval Analysis in Noisy Long-term ECG Signals, IIG Report-Series Nr. 378, Laboratory of Brain-Computer Interfaces, Institute of Knowledge Discovery, Graz University of Technology, Austria, Feb.1994.

http://ftp.iicm.tugraz.at/much/publications/publications/by_title/a/adaptive_identification_of_ventricular_b.htm/


Bakardjian, H., Yamamoto, K.  Long-term Heart Beat Variability Evaluation Through Discrete Wavelet Analysis, Proceedings of the 9th Symposium on Biological and Physiological Engineering, Tsukuba, Japan, Nov. 29 - Dec. 1, 1994, pp.359-362.


Bakardjian, H., Yamamoto, K.  Morphology Evaluation of Heart Beat Variability Power Spectrum, Proceedings of the 16th Annual International Conference of IEEE Engineering in Medicine and Biology Society, Baltimor, USA, Nov. 3-6, 1994, pp. 1332-1333 (vol.2).

http://dx.doi.org/10.1109/IEMBS.1994.415458


Savova, R., Bakardjian, H., Kazakova  Spectral Analysis of Heart Rate Variability in Children with Diabetis Mellitus Type I, Sofia Medical University Scientific Session, Sofia, Bulgaria, Apr. 9-10, 1993.


Savova, R., Bakardjian, H., Kazakova  Spectral Analysis of Heart Rate Variability in Insulin-dependent Diabetic Children, International Symposium of Young Medical Researchers, Varna, Bulgaria, Oct. 11-13, 1991.


Bakardjian, H., Kazakova, M., Petkova, B.  Spectral Analysis of Heart Rate Variability in Healthy Children, International Symposium of Young Medical Researchers, Varna, Bulgaria, Oct. 11-13, 1991.


 

Technical Reports, Software and Other Publications


Cichocki, A., Amari, S., Siwek, K., Tanaka, T., Cruces, S., Georgiev, P., Leonowicz, Z., Bakardjian, H., Rutkowski, T., Choi, S., Belouchrani, A., Barros, A., Thawonmas, R., Hoya, T., Hashimoto, W., Terazono Y., Watanabe, T., ICALAB for Signal Processing and ICALAB for Image Processing, Laboratory for Advanced Brain Signal Processing, Brain Science Institute, RIKEN, Japan.


Bakardjian, H., Cichocki, A., Brain Control of Robotic Arm Using Hybrid BCI: A Novel Approach Utilizing Affective and Visual Cortical Responses, Proc. of the 12th Retreat of the Brain Science Institute, The Institute of Physical and Chemical Research, Oegawa, Konan-cho, Saitama, Japan, Nov.16-17, 2009, p.43.


Bakardjian H., Visual Stimulation for SSVEP-Based Multichannel Brain-Machine Interfaces (BMI), Proc. of the 11th Retreat of the Brain Science Institute, The Institute of Physical and Chemical Research, Karuizawa, Nagano, Japan, Nov.4-5, 2008.


Bakardjian H., Martinez P., Cichocki A., Whole-head steady-state visual evoked responses as a reliable tool for an online multi-command brain-machine interface, Proc. of the 10th Retreat of the Brain Science Institute, The Institute of Physical and Chemical Research, Karuizawa, Nagano, Japan, Nov.26-28, 2007, pp.54.


Bakardjian, H., Martinez, P., Cichocki, A., Real-time multi-command EEG-based Brain-Computer Interface platform, Proc. of the 9th Retreat of the Brain Science Institute, The Institute of Physical and Chemical Research, Oegawa, Konan-cho, Saitama, Japan, Oct.30-Nov.1, 2006, pp.21-22.


Bakardjian, Ohara, S., Cichocki, A., Intracranial Local-Field Responses to Attended and Unattended Laser-Induced Pain in Humans, Proceedings of the 8th Retreat of the Brain Science Institute, RIKEN (The Institute of Physical and Chemical Research), Fujiwara, Tochigi, Japan, Oct. 31-Nov.2, 2005, pp.54.


Bakardjian, Common independent components for motion-based brain-computer interfaces, Proceedings of the 7th Retreat of the Brain Science Institute, RIKEN (The Institute of Physical and Chemical Research),, Konan, Saitama, Japan, Oct. 4-6, 2004, pp.51.


Bakardjian, H., Hashimoto, W., Cichocki, A., Multimodal Face And Music Recognition Responses In Infants Using High-Density Electroencephalography, Proceedings of the 5th Retreat of the Brain Science Institute, RIKEN (The Institute of Physical and Chemical Research), Konan, Saitama, Japan, Oct. 22-24, 2002, pp.44.


Bakardjian, H., Cichocki, A., Van Leeuwen, C., Miyawaki, Y., Encoding of Visual Complexity in the Evoked Responses of the Human Brain, Proceedings of the 4th Retreat of the Brain Science Institute, RIKEN (The Institute of Physical and Chemical Research), Oiso, Kanagawa, Japan, Oct. 9-11, 2001.

 

 

D.Eng./Ph.D. Thesis


Bakardjian, H., Optimization of Steady-State Visual Responses for Robust Brain-Computer Interfaces, Thesis (Ph.D.), 2011, Tokyo University of Agriculture and Technology (Graduate School of Engineering, Department of Electronic and Information Engineering, Division of Applied Electronics Engineering).

 


 

INVITED TALKS


Socializing Brains: Capturing the Brain Activity during Human Social Interaction, RIKEN-BSI Retreat, Karuizawa, Japan, Nov. 1, 2011


SSVEP-Based Brain-Computer Interfaces, ESPCI ParisTech, Paris, France, June 29, 2011.


Steady-State Visual Evoked Responses As A Reliable Tool For Online Brain-Machine Interfaces, BSI-TOYOTA Collaboration Center Seminar, BSI, RIKEN, Wako, Japan, Mar.25, 2008.

An EEG-Based Brain-Computer Interface with Multiple SSVEP Commands, Università Politecnica delle Marche, Ancona, Italy, Mar.28, 2007.


Real-time multi-command EEG-based Brain-Computer Interface platform, Round Table "EEG signal processing: applications in BCI systems", Fondazione Santa Lucia, Rome, Italy, Mar.7, 2007.


Electroencephalography (EEG): From Artifact Removal To Emotion Recognition, EMAC Series Seminar, Kyushu University, Feb.22, 2007.


A Real-Time Brain-Computer Interface with Multiple Commands Using Blind Source Separation for Artifact Removal, Frontier Medilac Seminar, Research Center for Frontier Medical Engineering, Chiba University, Nov.27, 2006.


Real-time multi-command EEG-based Brain-Computer Interface platform, Hot Topic Talk at the 9th Retreat of the Brain Science Institute, The Institute of Physical and Chemical Research, Oegawa, Konan-cho, Saitama, Japan, Oct.31, 2006.


Measurement of Weak Electrical Signals from the Human Brain, Riken-Denso Industry Fusion Seminar, Brain Science Institute, RIKEN, Wako, Japan, Oct.11, 2006.


Driver Satisfaction Enhancement by Adaptive Brain Response Optimization, Riken-Subaru Collaboration Seminar, Brain Science Institute, RIKEN, Wako, Japan, May.14, 2004.


Crossmodal interplay of auditory and visual cortical responses revealed by single-trial wavelet-packet-enhanced ICA, Brain Science Institute, RIKEN, Wako, Japan, October 15, 2003.


Long-Term Biosignal Assessment by Wavelet Transform – The Heart Rate Variability Example, Centre for Nonlinear Dynamics in Physiology and Medicine (Prof. M. Guevara), McGill University, Quebec, Canada, Sept.22, 1995.


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