Courses (Authored, Taught)

Olga SOURINA Ph.D., MSc, PI, Head of Cognitive Human-Computer Interaction Lab, Principal Scientist, FraunhoferIDM@NTU, Nanyang Technological University, Singapore Phone: +65 65922672, Email: [email protected], [email protected] Web: www3.ntu.edu.sg/home/eosourina/

CURRICULUM VITAE

Qualifications Certificates “Communication and Teaching & Learning in Higher Education” and 2008 “Higher Education: Technology-enhanced Teaching and Assessment in Higher Education” from the Nanyang Institute of Education, Singapore 1998 PhD in Computer Science from Nanyang Technological University, Singapore MSc in Computer Engineering from the Moscow Engineering Physics Institute (State 1983 University MEPhI), Russia

TEACHING

Courses (authored, taught):

 Web Application Design; Database Systems;  Object-oriented Software Engineering Analysis and Design (Java, Eclipse);  Object-oriented Programming (C++);  Software Engineering;  Computing;  Object-Oriented Design (C++);  Microprocessor Applications lab;  Discrete Mathematics;  Computer Graphics;  Virtual Reality

Additional Teaching Training:

“Communication and Teaching & Learning in Higher Education” (50 hours) and “Higher Education: Technology-enhanced teaching and Assessment in Higher Education”(50 hours) from the Nanyang Institute of Education, Singapore.

Text books authored:

 A.Sourin, O.Sourina, S.Klimenko, Computer Graphics and Virtual Reality. Lecture Notes, IPTI, Russia, (in English), ISBN 5888350060, 2004.  A.Sourin, O.Sourina, S.Klimenko, Computer Graphics and Virtual Reality. Exercises and Laboratories, IPTI, Russia, (in English), ISBN 5888350079, 2004.

Adoption: These books were adopted for teaching “Computer Graphics and Virtual Environments” at the Department of System Integration and Management, Moscow Institute of Physics and Technology (a.k.a. “Russian MIT”), Russia, 2004-current. Teaching Recognitions:

 2008 Commendation from CED Director for Invited Talk at NTU Teaching and Learning Seminar “From Good to Great 2008”  2005/06 - FYP project under my supervision "Programming Tools for Data Mining in Molecular Dynamics" was awarded the DSTA Gold Medal.

Postgraduate students trained to date:

G raduated: 1. Liu Dongquan – “Spatial Data Clustering with Boundary Detection”, 2004-2008, PhD 2. Zhou Jianhong, “Modeling and Analysis of Psychosomatic Phenomena in Brain Activity”, 2007-2008, MSc 3. Toe Toe, “EEG based Emotion recognition and application in 3D virtual environment”, 2008, MSc 4. Zheng Jianhua, “Emotion Recognition in Collaborative Space”, 2009, MSc 5. Kamrul Islam, “ EEG-based concentration recognition", 2009, MSc 6. Paul Chandra Raja Andrew Isaac, “Modeling and Analysis of Brain Response to Music Stimuli”, 2009, MSc 7. Humayun Shahid, “EEG Based Serious Games”, 2010, MSc 8. Guan Hancong, “ Haptic-based Interaction and Game Development”, 2010-2011, MSc 9. Ai-Jia, EEG-based Serious Games for E-learning, 2011, MSc 10. Huang Ling, EEG based emotion recognition and its applications in 3D virtual environments, 2010-2011, MSc 11. Balasubramaniam Subramanian Vanniappan, Cyber Labs with Haptic Collaboration, 2011- 2012, MSc 12. Aishwarya Devarajan, Brain state recognition from EEG, 2011-2012, MSc 13. Shi Caixia, Emotion recognition from EEG, 2011-2012, MSc 14. Agha Apoorv, EEG-based brain performance improvement, 2011-2012, MSc

Current: 15. Liu Yisi, - “EEG-based Emotion Recognition in 3D Virtual Environments”, since 2009, PhD under examination, thesis submitted in Dec 2012 16. Wang Qiang, - “Quantification of Brain Responses for Neurofeedback Games in 3D Virtual Environments”, since 2009, PhD under examination, thesis submitted in June 2013 17. Hou Xiyuan, - “Haptic Interaction in Co-Space”, since 2009, PhD ongoing, thesis submission in 2013 18. Sun Haochi, -“Human-machine interfaces for future car driving”, since 2013, PhD on-going. Co-supervision 19. Cheng Zihao -“Human-machine interfaces for future car driving”, since 2013, PhD on-going. Co-supervision 20. Lan Zirui, - “Time-series analysis for EEG-based brain states classification”, since 2013, PhD on-going, Co-supervision RESEARCH

Current Research Interests: EEG-based brain state recognition, virtual reality, biosignal processing, haptic interaction, serious games, HMI, and information visualization

Publications (full list is attached):  121 publications including 34 journal articles, 66 conference papers, and 6 books and book chapters.

Keynote and Invited Talks:

2013 “EEG-enabled Personalized Digital Experience”, Serious Games & Social Connect 2013 Conference, 26 –28 August 2013 at the Singapore Management University

2013 Real-time EEG-based Brain State Recognition and Applications at Healthcare Gamestorming Session@TTSH, 12 March 2013

2013 “Real-time EEG-based Brain State Recognition and Applications”, Institute of Mental Health, 7 Feb 2013

2012 "Real Time EEG-based Brain States Recognition and Applications", invited talk at the seminar in Graz University of Technology, Austria, 28 Sept 2012. 2012 "EEG-enabled Personalized Digital Experience", invited talk at the seminar in Nanjing Normal University, China, 27 February 2012.

2011 “EEG-enabled Personalized Digital Experience in Co-Space”, keynote talk at 2011 International Conference on Cyberworlds, 4-6 Oct, Banff, Canada 2011 “Real-time EEG-based Personalized Digital Experience”, keynote talk at the 2011 Meeting of the Society of Applied Neurosciences, Thessaloniki, Greece, 6-8 May, 2011 2010 “Emotion-based Personalised Digital Media Experience”, keynote talk at Computer Graphics International CGI 2010 (tier 1 conference), 9-11 June, Singapore. 2010 “Molecular Visualization and Haptic-based Biomolecular Docking”, invited talk at COST D37 Action "GridChem" ELAMS-QDYN Joint WG Meeting at Aristotele University, Thessaloniki, Greece, in May 27-28, 2010 2009 “Emotion-based, and Haptic-based Interactions with Digital Media” invited talk at the Cognitive Science Seminar series, Organized by the Cognitive Science Group in Temasek Laboratories, NUS, 30 July 2009. 2009 “Neurofeedback Games for Medical Applications in Co-Spaces”, invited talk at NTU-COE Workshop in Engineering on Medicine (A partnership with the Tan Tock Seng Hospital (TTSH), 26 November 2009 2008 Invited Speaker at NTU-Sweden Interactive Media Workshop,“Emotion-based personalized digital experience”, 16.09.2008 2007 “Modeling, Analysis, and Quantification of the Brain Response”, invited talk at National Neuroscience Institute, Singapore, 4 May 2007 2002 Invited Speaker at Science, Technology & Biomedicine Month - Science.02 Focus Seminar, Signal Processing and Virtual Reality for Biomedical Applications, EEE, 5 September 2002. 1998 “Virtual Orthopaedic Surgery”, invited talk at Singapore General Hospital Workshop, 22 November, 1998

Research Paper Recognitions:  My paper on Virtual Surgery was a highlight of the IEEE Computer Society web-page May- June 2000.  My papers presented at the 2007 and 2008 International Conferences on Cyberworlds were invited to the special issues of top-tier journal The Visual Computer (Springer).

Research Awards:

2010 Elevated to Senior Member of IEEE (only 8% of the approximately 388,000 IEEE members hold this grade which requires experience reflecting professional maturity and significant professional achievements) 2007 Manpower award from the NTU Director of Research 2005 Research Outstanding and Award Recognition (ROAR), Biomedical Engineering Centre of Biomedical & Pharmaceutical Engineering (BPE) Cluster in NTU 1994 PhD Scholarship from School of Computer Engineering, NTU 1987 Silver Medal of the USSR Exhibition Centre for the computer graphics software exhibit (national prize) 1985 Honorary Diploma of the Academy of Sciences of the USSR 1984 Medal of the Ministry of Higher Education of the USSR for the Best Research Project Research Grants:

Current:

1. BMW-project, Human-Machine Interface for Future Car Driving: Real-time Driver’ Emotion, Awareness/Multi-tasking Monitoring, FraunhoferIDM@NTU, 4 years

2. Mindef-NTU-JPP/11/02/02: Human cognition enhancement based on real-time brain state recognition from EEG, Principal investigator, FraunhoferIDM@NTU, 1.5 year, 2011-2013 Real-time brain cognitive process recognition from EEG could be used to optimise personnel workload in high risk environments, to recognise human emotional state, for example, in the decision making process, to enhance short-term and long term human performance, etc. In this project, the methods and algorithms are proposed and implemented in real-time application for performance enhancement training in short- term performance improvement in high risk environment and long-term performance improvement.

3. Russian Foundation for Basic Research 12-07-00678-а: Collaborator, Research and development of force interaction of virtual objects in the tasks of biomolecular simulation, 2 years, 2012-2014 This project is a unique blending of fundamental research in interactive digital media, virtual reality, biophysics, biochemistry, structural biology that would finally produce new advance knowledge in all these areas of research and would dramatically advance applied research in molecular medicine and e-learning. Completed:

1. NRF2008IDM-IDM004-020: Emotion-based personalised digital media experience in Co- Spaces, Principal investigator, 4 years, 2008-2012 Traditionally, EEG-based technology has been applied in medical applications. Now, new wireless headsets that meet consumer criteria for wearability, price, portability and ease-of- use are coming to the market. It makes possible to spread technology to applications in other areas such as entertainment, e-learning, virtual worlds, cyberworlds, etc. In this project, we propose to develop novel mathematical model and algorithms to quantify the user’s basic emotions and levels of engagement. The result of our research will contribute to development and implementation of human-centric and human-driven interfaces in Co-Spaces. 2. MOE SEED Grant: EEG-based Immersion and 3D Interaction: E-learning, Art, and Medical Application. Principle Investigator, 1 years, 2010-2012 In this project, we propose R&D of novel tools of brain state quantification that could be integrated in IMI Triple I System (Interaction, Immersion & Innovation) and used in e-learning, art and medical applications. The algorithms are implemented with blobby visualization tools for EEG analysis and are integrated in EEG-based “serious” games. The “serious” games will be proposed for e-learning and medical applications including the games based on concentration/attention recognition for e-learning and Attention Deficit Disorder (ADD) therapy and pain management games. Such games could be used by the user/patient even at home convenienc 1. NRF2008IDM-IDM004-002: Visual and haptic rendering in Co-Space, Co-Principal Investigator, 4 years, 2008-2012 The project aims to propose an efficient interoperable model for defining geometry, visual appearance and tangible physical properties of objects in collaborative virtual spaces using mathematical functions, which will constitute the essence of the virtual objects in space and time and provide any desired precision of rendering and level of detail. We will develop several exemplar applications illustrating the usefulness of the proposed approach, including an ability to establish physical contact with other party in Co-Space through haptic devices. 2. MOE ARF (RG10/06): Visual and Force Feedback Simulation in Nanoengineering and Application to Docking of Transmembrane - Helices, Principal investigator, 4 years, 2006- 2010 3. MOE RGM25/07:Visual Haptic-based Molecular Docking, Principal investigator, 2007-2010 4. MOE RGM18/07: Biomedical Characterization Techniques and Analysis, Co-Principal Investigator, 1 year, 2007-2008 5. MOE ARF RG27/06: Investigation, Modeling and Quantification of Brain Response to External Stimuli. Co-Principal Investigator, 4 years, 2006-2010 6. A*STAR funded joint pilot project with SIMTech: Automating Integration of Manufacturing Service Systems, Collaborator, 2 years, 2004-2005

On-going Projects with Potentials to Attract Funding:

1. Neurofeedback for Pain Management. Collaboration with Tan Tock Seng Hospital. The objectives are to propose and implement experiments to validate hypothesis: “pain has spatio-temporal location in the brain”, to design and implement prognostic modelling algorithms to help guide clinical management and then, propose and implement neurofedback games to treat patients with so-called central pain syndrome. This is a potentially valuable tool to quantify the heterogeneity of physiological time- series data such as EEG.

2. Dynamic Fractal Dimension Analysis for Neurocritical Care. Collaboration with NTU MAE and NNI To devise and implement prognostic modelling algorithms to guide clinical management and to predict the clinical outcome of patients using fractal analysis. This is a potentially valuable tool to quantify the heterogeneity of physiological time-series data such as heart rate, blood pressure, electrocardiographic data and intracranial pressure. Our approach applies fractal analysis to these neurophysiologic data. We hypothesize that changes in these fractal dimensions can potentially guide clinical management. We will select the protocol-driven management of severe head injury in the intensive care unit, as fractal analysis of physiologic signals may then be correlated with progressive stepwise clinical interventions during the course of patient care. 3. Surgical training in shared virtual spaces. Collaboration with Alexandra Hospital and NTU SCE. Minimally invasive orthopaedic surgery requires special motor skills. This is where training in shared haptic virtual spaces can help a great deal. It saves the cost of training and also allows for working with any bones, even those for which synthetic models might not be available. We will develop a shared 3D virtual haptic orthopaedic training tool accessible from any Internet connected computer. The students will be able to concurrently access a virtual operation theatre from any personal computer connected to the Internet, fix 3D fractured bones, and discuss with the remote instructors the surgical procedures. 4. Emotional Robot. We aim to create a unique composition of a real similarly equal functionality and behavior human-like emotional robot. The targeted operations of this robot are to undertake the role of a helper, companion and assistant for all networked media of a real-human. EEG-based methods for measuring the subjective/objective Sense of Mutual Presence will be used. The methods of brain state quantification and emotion recognition could be coupled with structured questionnaires. The EEG recording would be quantified with spatio-temporal fractal-based approach. Membership:

 Senior Member of IEEE,  Member of IEEE Computer Society  Member of Biomedical Engineering Society, Singapore  Member of International Psychological Organization

Service as editor and associate editor for international journals:

 Guest Editor of the international journals: o Guest Editor for “Journal of Multimodal User Interfaces” 2010-2012 o Guest Editor for “Visual Computer” 2010-2013 o Guest Editor for “Transactions on Computational Science” 2010-2011  Member of the Editorial Board of the international journal “Computer Graphics & Geometry”, Russia (in English), 2003-currently  An Associated Editor of “Sunway College Journal”, Malaysia, 2004-2006

Conference organization:

 Program Chair of Workshop on Emotion-based Interaction of International Conference CASA 2011, 25-28 May, Chengdu, China  Program Chair of 2010 International Conference on Cyberworlds, 22-22 Oct, 2010, Singapore  Program committee member of 33 conferences: FSKD’02; CW2003; ICICS-PCM 2003; CW2004; Mobility Conference 2005; ICICS 2005; CW2005; IEEE SOLI 2005; INDIN06, Mobility Conference 2006; CW2006; ICCCAS 2006; IADIS CGV2007; ICCSA 2007; CW2007; U-Media 2008; ICCSA 2008; CW2008; IADIS CGVCVIP 2009; CW2009; ICCSA 2009; CW2010; ICCSA 2010; ICI2010; IADIS CGVCVIP 2010; ENGAGE2010; CASA2011; CGI2011; CW2011; ACII2011; Biosignals 2012, 2013, 2014; CASA2012; CGI2012; CGI2013; CGI2014;  Track / session chair of 14 conferences FSKD2002; IASTED ISDB 2002; ICICS2005; ICICS 2007; CW2003; CW2004; CW2005; CW2006; CW2007; CW2008; CW2009; CW2010; CW2011; CW2012; CW2013  Reviewer of 35 conferences FSKD’02; CW2003; ICICS-PCM 2003; CW2004; ECML/PKDD 2004; Mobility Conference 2005; ICICS 2005; IEEE SOLI 2005; CW2005; INDIN2006; Mobility Conference 2006; ICCCAS 2006; CW2006; ISCAS 2007; ICCSA2007; ICICS 2007; CW2007; U-Media 2008; ICCSA 2008; CW2008; Eurographics 2008; ICCSA 2009; CW2009; IADIS CGVCVIP 2009; MulGraB 2009; CW2010; ICICS 2009; ICI2010; IADIS CGVCVIP 2010; CGI2011; CGI2012; CGI2013; CASA2011; CASA2012; CASA2013; CW2011; CW2012, CW2012, CW2013; Biosignals 2012, 2013, 2014; ACII 2012, ACII2013;

My Research in Singapore Media:  In 2007 my project on Modeling and Quantification of Brain Response to External Stimuli was publicized: o Straits Times interview on my project on Modeling and Quantification of Brain Response to External Stimuli on 12.05.07. o article in TODAY newspaper on 28.04.07, page 8 o video story on my research project on Modeling and Quantification of Brain Response to External Stimuli on the TV news Channel NewsAsia (June, 2007) http://cospace.sce.ntu.edu.sg/Shared/Sourina/vbrain.mp4 My Research in BBC media:

In 2013: Short interview on emotion recognition from EEG was publicized in BBC Future access through this link: http://www.bbc.com/future/story/20130613-3d-printing-your- thoughts/2

Postgraduate students trained to date:

Graduated: 1 PhD and 13 MSc students Current: 3 PhD students (thesis submitted in 2013), 3 PhD co-supervision ADMINISTRATION AND SERVICE

Currently, I am Head of Cognitive Human-Computer Interaction Lab.

Committees:

 Organizing Committee member of the following conferences in Singapore (NTU level) o 2002: ICONIP’02, SEAL’O2, FSKD’02, Singapore o 2003 International Conference on Cyberworlds, Singapore o 2004 IEEE International Conference on Image Processing (ICIP), Singapore o 2005 International Conference on Cyberworlds, Singapore o 2010 International Conference on Cyberworlds, Singapore  Committee Member of ICT minor program: Development of the program and syllabus 2003-2004  Committee Member of Task Force - Scholars/Students Care of the School of EEE - 2006  Committee Member of ICT minor program: Enhancing the program, program advertising in NTU- 2008-current  BEng in Information Engineering and Media (IEM) programme committee, EEE, NTU: Committee member: Enhancing the program; program advertising - 2009-current  Research Panel of IMI (Institute for Media Innovation) (NTU level): Committee member: reviewing of research proposals – 2010-current  MSc-CSN selection committee members 2010-current (School level)

Service to Local Industry:

 Consultancy service: external examiner of 2 Database Systems e-learning courses for FTMS Global in Dec. 2002- Feb. 2003.  Collaboration with Singapore General Hospital (SGH) 1998-current  Collaboration with National University Hospital (NUH) 2005-current  Collaboration with National Neuroscience Institute (NNI) 2006-current  Collaboration with VedaRAM Pte Ltd (a Singapore based company) - Development of biofeedback/neurofeedback games for stress management and performance training 2007- current  Collaboration with Fusionopolis 11 (IDM) - Installation a demo testbed in Fusionopolis-11 2009-current.  Collaboration with Tan Tock Seng Hospital (TTSH) 2009 - current Dr. Olga Sourina. List of publications

Total: 121

Category Total number Number in the last 3 years (2009-present) Journal papers 34 12 Conference papers 66 19 Authored books, chapters 6 2 Other publications 15 3 Total 121 33

Journal Papers

1. Y. M. Gornostayev, V. V. Piljugin, L. N. Sumarokov, O. N. Sourina, Graphics visualization for data retrieval on Iskra-226, Computer Graphics for Databases, International Centre for Scientific and Technological Information, Russia, 26: 127-134, 1984. (authors are listed alphabetically) [Full-length paper] 2. V. V. Borodin, V. F. Gerasimov, N. M. Pastukhov, V. D. Adzhiev, A. P. Durakovsky, A. A. Pasko, V. V. Piljugin, A. I. Sourin, O. N. Sourina, Computer geometry and computer graphics system SAGRAF and its application in information systems, Problems of Nuclear Science and Techniques, USSR, Vol. 4(40): 80-81, 1987. (authors are listed alphabetically) 3. J. G. Nekrashevich, S. U. Nizametdinov, A. V. Polkovnikov, V. P. Rumjantzev, O. N. Sourina, G. M. Kalinin, A. V. Sidorenkov, J. S. Strebkov, Information and computer-aided system for structural materials, Journal of Nuclear Materials, 191-194:1042-1045, 1992. (authors are listed alphabetically) [IF 1.933] 4. O. Sourina, S. H. Boey, Geometric query model for scientific and engineering databases, International Journal of Information Technology, 2(1):41-54, 1996. [Full-length paper] 5. O. Sourina, Seng H. Boey, Geometric query types for data retrieval in relational databases, Data & Knowledge Engineering, 27(2)207–229, 1998. [Full-length paper, IF 1.745] 6. O. Sourina, A. Sourin A., T. S. Howe, Virtual orthopedic surgery training on personal computer, International Journal of Information Technology, 6(1):16-29,2000,. [Full-length paper] 7. A. Sourin, O. Sourina, T. S. Howe, Virtual orthopedic surgery training, IEEE Computer Graphics & Applications, 20(3):6-9,2000. [Full-length paper, IF 1.602] 8. O. Sourina, D. Liu, Visual interactive 3-dimensional clustering, Computer Graphics & Geometry, 7(1), 2005. [Full-length paper] 9. O. Sourina, N. Korolev, Visual Mining and Spatio-Temporal Querying in Molecular Dynamics, Special issue on Computational Intelligence for Molecular Biology and Bioinformatics of the Journal of Computational and Theoretical Nanoscience, American Scientific Publishers, 2(4):492-498, 2005. [Full-length paper, IF 0.981] 10. V. Kulish, A. Sourin, O. Sourina, Human electroencephalograms seen as fractal time series: mathematical analysis and visualization, Computers in Biology and Medicine, Elsevier-Pergamon, 36(3):291-302, 2006. (authors are listed alphabetically) [Full-length paper, IF 1.485] 11. O. Sourina, Y. Wang, Visual Querying for Molecular Dynamics, Computer Graphics & Geometry, 7(3),2005. [Full-length paper] 12. A. Sourin, O. Sourina, E. Praslova-Førland, Cyber-learning in Cyberworlds, Journal of Cases on Information Technology, 8(4):55-70, 2006. [Full-length paper, IF 0.2334] 13. V. Kulish, A. Sourin, O. Sourina, Analysis and visualization of human electroencephalograms seen as fractal time series, Journal of Mechanics in Medicine & Biology, World Scientific, 26(2):175-188, 2006. . (authors are listed alphabetically) [Full-length paper, IF 0.435] 14. E. Prasolova-Førland, A. Sourin, O. Sourina, Cybercampuses; design issues and future directions, The special issue on Visual Cyberworlds of The Visual Computer, 22(12):1015-1028, 2006 (authors are listed alphabetically) [Full-length paper, IF 0.786] 15. O. Sourina, A. Sourin, TS Howe, Orthopedic Surgery Simulation, Journal of Mechanics in Medicine & Biology, World Scientific, 7(1):37-53, 2007. [Full-length paper, IF 0.435] 16. O. Sourina, Visual Spatio-temporal Function-based Querying, The Visual Computer, 23(5):335- 346, 2007. [Full-length paper, IF 0. 786] 17. D. Liu, G. V. Nosovskiy, O. Sourina, Automatic Clustering & Boundary Detection Algorithm Based on Delaunay Triangulation, Pattern Recognition Letters, Vol 29/9, pp 1261-1273, 2008 (authors are listed alphabetically) [Full-length paper, IF 1.303] 18. G. V. Nosovskiy, D. Liu, O. Sourina, Automatic Clustering & Boundary Detection Algorithm Based on Adaptive Influence Function, Pattern Recognition, Vol. 41/9, pp 2757-2776, 2008 [Full-length paper, IF 2.153] 19. L. Wei, A. Sourin, O. Sourina, Function-based visualization and haptic rendering in shared virtual spaces. The Visual Computer, Springer, 24(10):871-880, 2008 [Full-length paper, IF 0.708] 20. L. Wei, A. Sourin, O. Sourina, Visualization and Haptic Rendering of Virtual Objects Defined by Mathematical Functions, Computer Graphics & Geometry, 11(1), Spring, 2009 21. A. Sourin, O. Sourina, L. Wei, P. Gagnon, Visual Immersive Haptic Mathematics in Shared Virtual Spaces, Transactions on Computational Science III, LNCS5300, Springer, LNCS Volume 5300/2009, pp 1-19, DOI: 10.1007/978-3-642-00212-0, 2009 22. O. Sourina, J. Torres, J. Wang, Visual Haptic-based Biomolecular Docking and its Applications in E-learning, Transactions on Edutainment II, LNCS 5660, Springer-Verlag, pp.105-118, 2009 23. O. Sourina, X. Hou, Visual Haptic-enabled Biomolecular Docking System Design, Scientific Visualization, 2(1), pp.49-58, 2010 24. X. Hou, O. Sourina, Six Degree-of-Freedom Haptic Rendering for Biomolecular Docking,. Transactions on Computational Science, Trans. on Comput. Sci. XII, LNCS 6670 TOC, pp 98- 114, 2011 25. Y. Liu, O. Sourina, M. K. Nguyen, Real-Time EEG-based Emotion Recognition and Applications, Transactions on Computational Science, Trans. on Comput. Sci. XII, LNCS 6670 TOC, pp.256-278, 2011 26. Sourina O, Wang Q, Nguyen MK., EEG-based "Serious" Games and Monitoring Tools for Pain Management. Stud Health Technol Inform. 2011; 163:606-10. PMID: 21335865 [PubMed - indexed for MEDLINE] 27. Q. Wang, O. Sourina and M. K. Nguyen, Fractal Dimension Based Neurofeedback in Serious Games, Visual Computer, vol. 27, pp. 299-309, 2011. [Full-length paper, IF 0.708] 28. O. Sourina, Y. Liu, M. K. Nguyen, Real-time EEG-based Emotion Recognition for Music Therapy, Journal on Multimodal User Interfaces, Springer-Verlag, Vol. 4/ 2011 29. O. Sourina, L. Li, Z. Pan, Emotion-based interaction, Journal on Multimodal User Interfaces, Springer-Verlag, Vol. 4/ 2011, DOI: 10.1007/s12193-011-0081-5 30. O. Sourina, Qiang Wang, Y. Liu, M. K. Nguyen, Fractal-Based Brain State Recognition from EEG in Human Computer Interaction, Communications in Computer and Information Science, A. Fred, J. Filipe, and H. Gamboa (Eds.): BIOSTEC 2011, CCIS 273, Springer-Verlag Berlin Heidelberg pp. 258–272, 2012 31. O. Sourina, Y. Liu, M. K. Nguyen, Q. Wang, Neurofeedback systems and emotions monitoring, the International Journal of Psychophysiology, International Journal of Psychophysiology, Volume 85, Issue 3, [IF 2.378], pp.345, 2012 32. Q. Wang and O. Sourina, Real-time Mental Arithmetic Task Recognition from EEG Signals, IEEE Transactions on Neural Systems and Rehabilitation, accepted, [Full-length paper, IF 2.182], pp.225-232, 9 Jan, 2013 33. Y. Liu, O. Sourina, Real-Time Fractal-based Valence Level Recognition from EEG, Trans. on Comput. Sci. XVIII, LNCS 7848, 2013 34. X. Hou, O. Sourina, Stable adaptive algorithm for Six Degrees-of-Freedom haptic rendering in a dynamic environment, The Visual Computer, pp. 1-13, May 2013.

Conference Papers

1. V. D. Adzhiev, A. A. Pasko, V. V. Piljugin, M. D. Poliakov, A. I. Sourin, O. N. Chourkina (O. N. Sourina), Computer geometry and computer graphics system SAGRAF. In Proc. of II USSR Conf. Computer-Aided Design, USSR, Moscow, Vol.1, 1983, 90-95. 2. Y. M. Gornostayev, V. V. Piljugin, O. N. Sourina, Applied protocols for computer networks. In Proc. of the Workshop Advanced Technologies of Programming, MHSTP, Moscow, 1983, 110- 115. 3. Y. Gornostaev, L. Sumarikov, L. Kapoustina, V. Kolobashkin, A. Pasko, V. Piljugin, O. Sourina, T. Televinova, Computer graphics in databases. In Proc. of Int. Conf. Databases in Networks, Moscow, ICSTI, 21-23 Feb, 1984, 133-136. 4. Y. M. Gornostayev, V. V. Piljugin, O. N. Sourina, Computer graphics with ISKRA-226. In Proc. of the Workshop Software for Personal Computers, Moscow, MHSTP, 1984, 136-137. 5. V. V. Piliugin, O. N. Sourina, Computer geometry and computer graphics in databases. In Proc. of Conference Computer Interactive Systems in Design, Management, and Education, Kiev, USSR, 1988, 6-8. 6. V. V. Piliugin, O. N. Sourina, Geometric modelling in the information retrieval problem. In Proc. of Computer Graphics’89 Conference, Novosibirsk, USSR, 1989, 31-33. 7. V. V. Piljugin, O. N. Sourina, Computer geometry and computer graphics tools for data retrieval. In Proc. of Interactive Computer Graphics Systems in Design, Management and Education, Moscow, 1990, 6-7. 8. V. Adzhiev, A. Pasko, I. Prostakov, A. Sourin, O. Sourina, Scientific visualization and geometric modeling for PCs. In Proc. Inter. Symp. Visual Analysis and Interface, Russia, Novosibirsk, August 1-4, 1991, 65-74. 9. O. Sourina, Software for geometric data access to databases. In Proc. Inter. Symp. Visual Analysis and Interface, Russia, Novosibirsk, August 1-4, 1991, 52-54. 10. O. N. Sourina, V. V. Piljugin, Scientific visualization for nuclear reactor data. In Proc. of the Conference on Applied Informatics, Alushta, Ukraine, May 21-26, 1992, 24-27. 11. O. Sourina, S. H. Boey, Geometric model of relational database for material selection in product design. In Proc. of Third International Conference on Robotics and Computer Vision, Singapore, 1994, 1643-1647. 12. O. Sourina, S. H. Boey, Geometric Model for Accessing Multidimensional Data. In Proc. of Visual’96 International Conference, 5-6 February, Australia, 1996, 427-436. 13. O. Sourina, A. Sourin, Virtual Simulation of Orthopaedic Surgery Training. In Proc. of Joint Workshop on Computer Graphics with ACM Symposium on Virtual Reality Software and Technology 1998, VRST’98, Taipei, Taiwan, November 2-5, 1998, 48-51. 14. O. Sourina, A. Sourin, Orthopaedic Surgery Simulation. In Proc. of the Seventh IASTED International Conference on Applied Informatics (AI’99), Innsbruck, Austria, February 15-18, 1999. 15. A. Sourin, O. Sourina, S. Klimenko, T. S. Howe, Orthopedic surgery training on personal computer. In Proc. Of GraphiCon’2000, Moscow, Russia, 28 August-2 September, 2000, Russia, MSU Publisher, ISBN 5-317-00048-3, 2000, p. 234-241. 16. A. Sourin, O. Sourina, Virtual computer art on personal computer, In Proc. of Conf. on Virtual Environment on Personal Computers (VEonPC), Protvino - Baikal Lake, 2001, pp. 78-85. 17. O. Sourina, A. Sourin, S. Klimenko, Virtual orthopaedic surgery on personal computer, In Proc. Of Conf. on Virtual environments on personal computers (VEonPC), Protvino - Baikal Lake, 2001, pp. 86-93. 18. O. Sourina, Visual querying of multidimensional data using implicit functions. In Proc. of IASTED International Conf. on Information Systems and Databases (ISDB 2002), 25-27 September, Tokyo, 2002, p. 270-273. 19. O. Sourina, Visual multidimensional clustering with implicit functions. In Proc. of Conference on FSKD’02, 18-22 November, Singapore, 2002, p.621-625. 20. O. Sourina, Geometric querying for dynamic exploration of multidimensional data. In Proc. of ICCSA 2003, Montreal, Canada, May 2003, p.427-436. 21. O. Sourina, and L. Dongquan, Geometric approach to clustering and querying in databases and warehouses. In Proc. of Cyberworlds 2003, Singapore, Dec. 2003, p.326-333. 22. L. Dongquan, and O. Sourina, A solid-based clustering method with implicit functions. In Proc. of CIRAS, Singapore, Dec. 2003, ps07-5-04. 23. O. Sourina, and N. Korolev, Geometric querying of time-dependent data for data mining in molecular dynamics. In Proc. of Cyberworlds 2004, Tokyo, Nov. 2004, p.351-355. 24. O. Sourina, and D. Liu, Visual interactive 3-dimensional clustering with implicit functions. In Proc. of IEEE CIS 2004, 2004, pp.382-386. 25. D. Liu, and O. Sourina, Free-parameters clustering of spatial data with non-uniform density. In Proc. of IEEE CIS 2004, 2004, pp.387-392. 26. O. Sourina, A. Sourin, T. S. Howe, Orthopaedics Surgery Simulation. In Proc. of 7th Annual NTU-SGH Symposium, 11-12 Aug, pp.40-41, 2005. 27. C. L. Ang, R. Gay, O. Sourina, Data Integration for Virtual Enterprise in Cyberworlds, In Proc. of IEEE 2005 International Conference on Cyberworlds, Singapore, Nov. 23 - 25, pp.392-395, 2005 28. Cheng-Leong Ang, Gu Yuan, Olga Sourina, Robert K L Gay, An ARIS-based Transformation Approach to Semantic Web Service Development, In Proc. of IEEE 2005 International Conference on Cyberworlds, Singapore, Nov. 23 - 25, pp.297-303, 2005 29. O. Sourina, and D. Liu, Visual Interactive Clustering and Querying of Spatio-Temporal Data, In O. Gervasi et al. (Eds): ICCSA 2005, LNCS 3483, pp.968-977, 2005. 30. E. Prasolova-Førland, A. Sourin, and O. Sourina, Place Metaphors in Educational Cyberworlds: a Virtual Campus Case Study. In Proc. of IEEE 2005 International Conference on Cyberworlds, Singapore, Nov. 23 – 25, pp. 221-228, 2005 31. O. Sourina, Y. Wang, Visual Query System for Molecular Dynamics, In Conf. Proc. Graphite 2005, New Zealand, 2005 32. O. Sourina, Visual 3D Querying of Spatio-Temporal Data, In Proc. of IEEE 2006 International Conference on Cyberworlds, Switzerland, Nov. 28 – 30, pp. 147-153, 2006. 33. O. Sourina, A. Sourin, Web-based Orthopedic Training and Preoperative Planning, In Proc. of 1st SFBIW, Singapore, 12-13 October, pp.33-34, 2006 34. Kulish V.V., Sourin A., O. Sourina, Fractal Spectra and Visualization of the Brain Activity Evoked by Olfactory Stimuli. The 9th Asian Symposium on Visualization, Hong Kong, 4-9 June, 2007 35. L. Wei, A. Sourin, O. Sourina, Function-based Haptic Interaction in Cyberworlds, In Proc. of IEEE 2007 International Conference on Cyberworlds, Germany, Oct. 24 – 26, pp.225 -232, 2007. 36. O. Sourina, D. Liu, G. V. Nosovskiy, Visual Clustering and Boundary Detection of Time- Dependent Datasets, In Proc. of IEEE 2007 International Conference on Cyberworlds, Germany, Oct. 24 – 26, pp. 54-60, 2007. 37. O. Sourina, J. Torres, J. Wang, Visual Haptic-based Biomolecular Docking System, In Proc. of 2008 BIRC Workshop, Singapore, Feb. 16, pp. 6-8 , 2008. 38. O. Sourina, J. Torres, J. Wang, Visual Haptic-based Biomolecular Docking, In Proc. of IEEE 2008 International Conference on Cyberworlds, China, Sept. 22 – 24, pp.240-250, 2008. 39. O. Sourina, V. Kulish, A Sourin, Novel Tools for Quantification of Brain Responses to Music Stimuli, In Proc of 13thInternational Conference on Biomedical Engineering ICBME 2008 3–6 December 2008 Singapore, 2008, pp. 411-414 40. O. Sourina, J. Torres, J. Wang, Visual and Force Feedback-enabled Docking for Rational Drug Design, In Proc of 13th International Conf on Biomedical Engineering, IEEE Explore, 2008, pp.95 41. O. Sourina, A Sourin, V. Kulish, EEG Data Driven Animation and its Application, in Proc of International Conference Mirage 2009, Springer, LNCS 5496, May 4-6 , 2009, pp. 380–388 42. Ugail H, Castro GG, Sourin A, Sourina O. Towards a Definition of Virtual Objects with Partial Differential Equations. In Proc. 2009 Int. Conf. on Cyberworlds, Bradford, 7-11 Sept, 2009. IEEE CS, pp. 138-145, 2009 43. O. Sourina, N. Korolev, Visual Query Interface for Molecular Dynamics Application. In Proc. 2009 Int. Conf. on Cyberworlds, Bradford, 8-10 Sept, IEEE CS, pp. 298-304, 2009 44. K. Kith, O. Sourina, V. V. Kulish, M. K. Nguyen, An Algorithm for Fractal Dimension Calculation Based On Renyi Entropy for Short Time Signal Analysis, In the proceeding of 7th Int Conf on Information, Communications and Signal Processing 2009 (ICICS 2009), Pages: 1 – 5 45. Q. Wang, O. Sourina, M. K. Nguyen, A Fractal Dimension Based Algorithm for Neurofeedback Games, In Proc of CGI 2010, June, Singapore, 2010 46. O. Sourina, E. Wang, I. Ng, B-T Ang, Fractal Analysis of Intracranial Pressure (ICP) as a marker for Decompressive Craniectomy in Severe Head Injury, In Proc. Of National Neurotrauma Simposium, Nevada, June 14-17, 2010. 47. Y. Liu, O. Sourina, M. K. Nguyen, Real-Time EEG-based Human Emotion Recognition and Visualization. In Proc. 2010 Int. Conf. on Cyberworlds, Singapore, 20-22 Oct, 2010, pp. 262-269, 2010 48. Q. Wang, O. Sourina, M. K. Nguyen, EEG-based “Serious” Games Design for Medical Applications. In Proc. 2010 Int. Conf. on Cyberworlds, Singapore, 20-22 Oct, 2010, pp.270-276, 2010 49. X. Hou, O. Sourina, Haptic Rendering Algorithm for Biomolecular Docking with Torque Force. In Proc. 2010 Int. Conf. on Cyberworlds, Singapore, 20-22 Oct, 2010, pp.25-31, 2010 50. O. Sourina, B-T Ang, M. K. Nguyen, Fractal-based Approach in Analysis of Intracranial Pressure (ICP) in Severe Head Injury. In Proc. 10th IEEE International Conference on Information Technology and Applications in Biomedicine, Greece, Nov 2-5, 2010, ISBN: 978-1- 4244-6561-3/10, pp. 1-4, 2010 51. O. Sourina, Q. Wang and M. K. Nguyen, EEG-based "Serious" Games and Monitoring Tools for Pain Management. In Proc. MMVR18, Newport Beach, California, 8-12 Feb, 2011, pp. 606-610. 52. O. Sourina, Y. Liu, A Fractal-based Algorithm of Emotion Recognition from EEG using Arousal-valence model. In Proc. Biosignals 2011, Rome, 26-29 Jan, pp.209-214, 2011 53. O. Sourina, Qiang Wang, Y. Liu, M. K. Nguyen, A Real-time Fractal-based Brain State Recognition from EEG and its Applications. In Proc. Biosignals 2011, Rome, 26-29 Jan, pp. 82- 91, 2011 54. O. Sourina, Y. Liu, Q. Wang, M. K. Nguyen, EEG-based Personalized Digital Experience, C. Stephanidis (Ed.): Universal Access in HCI, Part II, HCII 2011, LNCS 6766, pp. 591--599. Springer, Heidelberg (2011) 55. O. Sourina, Y. Liu, M. K. Nguyen, Emotion-enabled EEG-based Interaction. In Proc. SIGGRAPH Asia 2011, Hong Kong, 12-15 Dec., 2011 56. Y. Liu, O. Sourina, EEG-based Dominance Level Recognition for Emotion-enabled Interaction. In Proc. ICME 2012, Australia, 9-13 July, 2012 57. S. Saraeiya, O. Sourina, M. K. Nguyen, EEG Enabled 3D Immersion and Application, In Proc. CASA 2012, 9-11 May, Singapore, pp. 1-4, 2012 58. Y. Liu, O. Sourina, "EEG-based Valence Level Recognition for Real-Time Applications". In Proc. 2012 Int. Conf. on Cyberworlds, Germany, 2012, pp. 53-60. 59. X. Hou, O. Sourina, "Stable Dynamic Algorithm Based on Virtual Coupling for 6-DOF Haptic Rendering". In Proc. 2012 Int. Conf. on Cyberworlds, Germany, 2012, pp. 157- 164. 60. X. Hou and O. Sourina, "Emotion-enabled Haptic-based Serious Game for Post Stroke Rehabilitation", In Proceeding of 19th ACM Symposium on Virtual Reality Software and Technology, 2013, accepted. 61. Y. Liu, O. Sourina, “EEG-based Emotion-adaptive Advertising” In Proc. ACII 2013, accepted. 62. Y. Liu, O. Sourina, “EEG-enabled Affective Applications” In Proc. ACII 2013, accepted. 63. X. Hou and O. Sourina, "A Prediction Method Using Interpolation for Smooth Six-DOF Haptic Rendering in Multirate Simulation", In Proc. 2013 Int. Conf. on Cyberworlds, Singapore, 2013, accepted. 64. Y. Liu and O. Sourina, " EEG Databases for Emotion Recognition", In Proc. 2013 Int. Conf. on Cyberworlds, Singapore, 2013, accepted. 65. Y. Liu, O. Sourina, “EEG-based correlation analysis between emotion and cognitive tasks”. In Proc. ICBME 2013, accepted. 66. X. Hou, O. Sourina, S. Klimenko, “Visual Haptic-based Collaborative Molecular Docking”. In Proc. ICBME 2013, accepted.

Books, Monographs and Chapters

1. Yu. Gornostaev, A. A. Pasko, V. V. Piljugin, O. N. Sourina, Computer Graphics System SAGRAF. Chapter in Application Software for ISKRA-226, Moscow, MCSTI, 1985, p.186-212. (authors are in alphabetical order) 2. V. D. Adzhev, A. A. Pasko, V. V. Piljugin, S. A. Popov, I. A. Prostakov, A. I. Sourin, O. N. Sourina, Computer Geometry and Computer Graphics, USSR, Moscow, Znanie, ISBN 5 07 001517-6, 1990, 148 p. (authors are in alphabetical order) 3. A. Sourin, O. Sourina, S. Klimenko, Lectures on Computer Graphics and Virtual Reality, IPTI, Russia, ISBN 5-88835-006-0, 2004, 135 p. (adopted for teaching at MIPT, Russia) 4. A. Sourin, O. Sourina, S. Klimenko, Exercises on Computer Graphics and Virtual Reality, IPTI, Russia, ISBN 5-88835-007-9, 2004, 76 p. (adopted for teaching at MIPT, Russia) 5. Metaplasticity in Virtual Worlds: Aesthetics and Semantics Concepts. /ed. Gianluca Mura, Catanese Paul, Ramos Felix, Reyes Garcia Everardo, Sourina Olga, Thalmann Daniel, and Watanave Hidenori, IGI Global, ISBN: 978-1-60960-077-8, Nov 2010, 291 p. 6. O. Sourina, Q. Wang, Y. Liu, M. K. Nguyen, EEG-enabled Human-Computer Interaction and Applications, in Towards Practical Brain-Computer Interfaces /ed B. Allison, etc./, Springer, in press, 2011

Others

1. O. Sourina, Computer graphics system SAGRAF, Department of Computers, MEPhI, Moscow, USSR, 120 p., thesis, 1983. 2. V. D. Adjiev, L. L. Kapustina, O. N. Ogirenko, A. A. Pasko, V. V. Piljugin, M. D. Poliakov, A. I. Sourin, O. N. Chourkina (O. N. Sourina), Software system based on graphical-analytical methods of experimental physics, Preprint KINR, Kiev, USSR, 1983. 3. V. D. Adzhiev, V. B. Brudanin, V. M. Kolobashkin, A. A. Pasko, V. V. Piljugin, L. N. Sumarokov, A. I. Sourin, O. N. Sourina, Computer geometry and computer graphics system SAGRAF and its application in scientific research, Message of JINR P10-85-116, USSR, Dubna, JINR, 1985, 6 p. 4. O. Sourina, S. H. Boey, Geometric data access for scientific and engineering databases, SAS Research Link, NTU, ISSN 0218-9534, 3, 1997, p. 15-16. 5. O. Sourina, Geometric data access for scientific and engineering databases, PhD thesis, NTU, 145 p.1998 6. O. Sourina, Geometric access in scientific and engineering databases, SAS, NTU, Singapore, 145 p., 1997 7. O. Sourina, A. Sourin, Virtual simulation of orthopaedic surgery training, SAS Research Link, NTU, Singapore ISSN 0218-9534, No5/99, 1999, p.17-18. 8. O. Sourina, Visual interactive querying of time-dependent data for molecular dynamics, EEE Research Bulletin, NTU, 2005, p.62-63. 9. O. Sourina, Visual and force feedback simulation in nanoengineering, IEEE Research Report, 2007, p. 44-45 10. O. Sourina, Emotion-based personalized digital media experience, IEEE Research Report, 2008, p. 55 11. S. C. Tjin, O. Sourina, Biomedical Characterization Techniques and Analysis, Research Report of RGM 18/05, 2008, 1-9 p. 12. O. Sourina, J. Torres, Visual Haptic-Based Molecular Docking, Research Report of RGM 25/07, 2008, 60 p. 13. 2010 International Conference on Cyberworlds. /ed. A Sourin, D. Fellner, D. Talmann and O. Sourina. IEEE CS CPS, ISBN 978-0-7695-4215-7, 2010 14. The Visual Computer, /ed. O. Sourina, Visual Computer, vol. 27,Springer, 2011. 15. Transactions on Computational Science, /ed. O. Sourina, Trans. on Comput. Sci. XII, LNCS 6670 TOC, Springer, 2011.