Center for Computer Research in Music and Acoustics (CCRMA)

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Madeline Huberth Center for Computer Research in Music and Acoustics (CCRMA) mhuberth@ccrma.stanford.edu http://ccrma.stanford.edu/~mhuberth/ EDUCATION Ph.D. Computer-Based Music Theory and Acoustics June 2018 Stanford University, Department of Music Advisor: Dr. Takako Fujioka Ph.D. Minor, Psychology M. Phil. Music Studies 2013 University of Cambridge, Music Faculty Darwin College Advisors: Dr. Ian Cross, Dr. Sarah Hawkins B.S., B.S. Interdisciplinary Physics, Cello Performance 2011 University of Michigan College of Literature, Science, and the Arts; School of Music, Theatre, and Dance Advisors: Dr. Timothy McKay, physics; Mr. Richard Aaron, cello RESEARCH EXPERIENCE Neuromusic lab, Stanford University September 2013 June 2018. Under the direction of Dr. Takako Fujioka, I carried out music psychology and neuroscience experiments at the NeuroMusic lab at CCRMA, using electroencephalography (EEG), motion capture, and behavioral methods. I was involved in all stages of the experimental process, including the design, stimulus creation, data collection, analysis, and writing. My work centered on the behavioral and neural correlates of listening to and playing polyphonic music, relating to areas of action-monitoring, object perception, and performer interpretation. Most recently we carried out a dual-eeg (hyperscanning) study using a piano duet joint-action task to observe the effects of social interaction and similarity of musical motifs on self-other action monitoring. Earlens Corporation August 2017 March 2018. As a Clinical Research Intern at Earlens, I implemented a study of subjective audio quality after audio is streamed to binaural hearing aids from an iphone. We recorded audio on KEMAR dummy-head mics and worked with ITU Recommendations, presenting the research at two conferences. Centre for Music and Science, University of Cambridge 2012 2013. I conducted a research study on how the emotions we feel the first time we hear a piece of music affects subsequent recognition of that music. Using behavioral and physiological data (galvanic skin response), my advisors, Dr. Ian Cross and Dr. Sarah Hawkins, and I found that felt arousal in response to musical stimuli, in accordance with the greater literature on emotion and memory, predicts subsequent musical recognition.

PUBLICATIONS Journal Articles Grace, V., Huberth, M., & Fujioka, T. (submitted). Relationships netween extramusical information of compositional process and perceived emotion intensity in music: Effects of human presence. Huberth, M., Davis, S., & Fujioka, T. (submitted). Expressing melodic grouping discontinuities: Evidence from violinists rubato and motion. Huberth, M., Dauer, T., Nanou, C., Román, I., Reid, W., Wright, M., Fujioka, T. (in press). Performance monitoring of self and other in a turn-taking piano duet: A dual-eeg study. Social Neuroscience. Huberth, M. & Fujioka, T. (2018). Performers motions reflect the intention to express short or long melodic groupings. Music Perception, 35(4), 437-453. Huberth, M. & Fujioka, T. (2017). Neural correlates of a melodic motif: Effects of polyphonic contexts. Brain and Cognition, 111, 144-155. Huberth, M., Chen, P., Tritz, J., & McKay, T.A. (2015). Computer-Tailored Student Support in Introductory Physics. PLoS ONE 10(9): e0137001. doi:10.1371/journal.pone.0137001 Conference Proceedings Wu, C., Huberth, M., Yeh, Y., & Wright, M. Evaluating the Audience s Perception of Real-time Gestural Control and Mapping Mechanisms in Electroacoustic Vocal Performance. Proceedings of the 16 th International Conference on New Interfaces for Musical Expression, 2016. Huberth, M. & Nanou, C. Notation for 3D Motion Tracking Controllers: A Gametrak Case Study. Proceedings of the 16 th International Conference on New Interfaces for Musical Expression, 2016. Huberth, M. & Wang, G. Effects of Descriptive Imagery on Emotional Responses to Electroacoustic Music. Proceedings of the International Conference on the Multimodal Experiences of Music, 2015. Masters Thesis Huberth, M. 2014. The Influence of Arousal on Musical Memory. Masters Thesis, University of Cambridge. Other Publications Huberth, M., Micholetti, N., & McKay, T. E2Coach: Tailoring Support for Students in Introductory STEM Courses. EDUCAUSE Review Online. Huberth, M. E2Coach: Customized Support for Learning Success. Next Generation Learning Challenge Blog. TEACHING EXPERIENCE Teaching Affiliate Stanford University - Winter 2017 Department of Music

Psychophysics and Music Cognition Teaching Assistant Stanford University 2014-2017 Department of Music Fundamentals of Computer-Generated Sound (Fall 2014, 2015). Ear Training (Winter 2015, Spring 2017) Psychophysics and Music Cognition (Spring 2016) Departments of Music and Computer Science Stanford Laptop Orchestra: Composition, Coding, and Performance (Spring 2015) Instructor Stanford Pre-Collegiate Summer Institute Summer 2014, 2015 Stanford Youth Orchestra Music Cognition. Designed core curriculum for 3-week course, delivered biweekly lectures, assigned and graded homework for high school students. FELLOWSHIPS, AWARDS, and GRANTS Stanford Interdisciplinary Graduate Fellowship (SIGF), Geballe Graduate Fellow, 2015-2018 Three-year fellowship awarded to outstanding doctoral students engaged in interdisciplinary research. Two-years of tuition plus one year of TGR tuition as well as a yearly stipend. SCORE: Strengthening the Core Grant ($5000), Spring/Summer 2015 Funding for homework assignment and course structure redesign for Music 220A: Fundamentals of Computer Generated Sound, granted to Dr. Chris Chafe and myself. Wrote ChucK tutorials SPICE: MASALA 2015 ($3500), 2016 ($4000), 2017 ($4000) Led two applications for a SPICE grant to put towards CCRMA colloquiua, student journal clubs. The 2016 application involved equal student participation from CCRMA and musicology PhDs, forming a cooperative journal club targeting both audiences. Music & Letters Award, 2014 ($500) Awarded by the Music & Letters journal to support music research and conference attendance. Gates Cambridge Scholar, 2012-2013 (~$20,000) Full funding for study at the University of Cambridge. Awarded to those with a capacity for leadership and a commitment to improving the lives of others. ~40 United States citizens selected per year. George Eugene Uhlenbeck Award, 2012 Recognizing outstanding achievements by an undergraduate student in physics at the University of Michigan. Telluride Association Merit Scholarship, 2010-2012

Full room and board scholarship for University of Michigan. Self-governed academic community founded on democratic organization, community service, and intellectual inquiry. Jack Meiland Scholarship, 2009 Awarded to an outstanding University of Michigan Honors College Student. INVITED TALKS September 2015. Bring out the voices : exploring the relationship between performers' gestures and implied polyphony. PAT 521: Advanced Psychoacoustics. Presentation at the University of Michigan, Ann Arbor, MI. February, 2015. Making Music Socially: A Story of People and Technology in the 21st Century. Mathematical Sciences Research Institute. Presentation with Prof. Ge Wang at Berkeley City College. Berkeley, CA. CONFERENCE PRESENTATIONS Huberth, M., Davis, S., Fujioka, T. Do violinists gestures and timing reflect melodic voice continuity? A motion capture study. The 15 th International Conference on Music Perception and Cognition, Montreal, CAN, July 2018. Spoken presentation. Washburn, A., Román, I., Huberth, M., Gang, N., Dauer, T., Reid, W., Nanou, C., Fujioka, T. The Effects of Musical Role Asymmetries in Piano Duet Performance on Neural Alpha-band Oscillation and Behavioral Synchronization. The 15 th International Conference on Music Perception and Cognition, Montreal, CAN, July 2018. Spoken presentation. Huberth, M., Dauer, T., Nanou, C., Román, I., Reid, W., Wright, M., Fujioka, T. Performance monitoring of self and other in a turn-taking piano duet: A dual-eeg study. Stanford Neurosciences Institute Retreat, Monterey, CA, May, 2018. Poster presentation. Prusick, L., Huberth, M., Levy, S., Fitz, K., Dundas, D., Streeter, T. Sound Quality Comparison of MFi Hearing Aids Including an Extended Bandwidth Contact Hearing Aid. Annual Conference of the American Auditory Society, Nashville, TN, April 2018. Streeter, T., Huberth, M., Levy, S., Prusick, L., Dundas, D., Fitz, K. The importance of extended bandwidth on sound quality when streaming with MFi hearing aids. 45th Annual Scientific & Technology Conference of the American Auditory Society, Scottsdale, AZ, March 2018. Poster presentation. Huberth, M. Melodic grouping interpretation is reflected in performers' motions: An empirical study of cellists." The College Music Society 2017 National Conference, San Antonio, TX, October 26-28, 2017. Huberth, M., Dauer, T., Roman, I., Nanou, C., Reid, W., Gang, N., Wright, M., and Fujioka, T. Involvement or irrelevance: Representation of the self vs. other in joint piano performance recorded by dual-eeg. 24 th Meeting of the Cognitive Neuroscience Society, San Francisco, CA, March 2017. Poster presentation.

Roman, I., Dauer, T., Huberth, M., Nanou, C., Reid, W., Gang, N., Wright, M., and Fujioka, T. A dual EEG study during piano performance: the effect of the partner s animacy and melodic content on alpha-band oscillations. 24 th Meeting of the Cognitive Neuroscience Society, San Francisco, CA, March 2017. Poster presentation. Wu, C., Huberth, M., Yeh, Y., & Wright, M. Evaluating the Audience s Perception of Realtime Gestural Control and Mapping Mechanisms in Electroacoustic Vocal Performance. The 16 th International Conference on New Interfaces for Musical Expression, Brisbane, Australia, July 2016. Oral presentation. Huberth, M. & Nanou, C. Notation for 3D Motion Tracking Controllers: A Gametrak Case Study. The 16 th International Conference on New Interfaces for Musical Expression, Brisbane, Australia, July 2016. Poster presentation. Huberth, M. & Fujioka, T. Performers motions reflect their intention to express local or global structure in melody. The 14 th International Conference on Music Perception and Cognition, San Francisco, CA, July 2016. Poster presentation. Huberth, M. & Fujioka, T. Melodic motif identity modulates encoding of alternating polyphonic voices. The 14 th International Conference on Music Perception and Cognition, San Francisco, CA, July 2016. Poster presentation. Huberth, M. & Fujioka, T. Neural processing of multiple melodic voices: The role of motif identity. 23 rd Meeting of the Cognitive Neuroscience Society, New York, NY, March 2016. Poster presentation. Huberth, M. Accommodating All in Computer Music: Challenges and Rewards in the Increasing Popularity of Digital Audio Fundamentals. 2016 College Music Society (CMS) Pacific Southwest Regional Conference, Long Beach, CA, March 2016. Poster presentation. Huberth, M. Applying a computer vision object tracking algorithm to detect musicians ancillary gestures. Stanford Center for Image Systems Engineering (SCIEN) Industry Affiliates Meeting, Stanford, CA, December 2015. Poster presentation. Huberth, M. & Fujioka, T. Do performers gestures express implied polyphony in the solo string works of J.S. Bach? An exploratory study. Meeting of the Society for Music Perception and Cognition, Nashville, TN, August 2015. Poster presentation. Huberth, M. & Fujioka, T. Encoding of staggered polyphonic musical motives: The effects of time-offset between motif entries on mismatch negativity (MMN). 22 nd Meeting of the Cognitive Neuroscience Society, San Francisco, CA, March 2015. Poster presentation. Huberth, M. & Fujioka, T. Encoding of staggered polyphonic musical motives: The effects of time-offset between motif entries on mismatch negativity (MMN). 13 th Annual Auditory Perception, Cognition, and Action Meeting, Long Beach, CA, November 2014. Spoken presentation. Huberth, M., Hawkins, S., & Cross, I. The Influence of Arousal on Musical Memory. The 13 th International Conference on Music Perception and Cognition and the 5 th Conference for the Asian-Pacific Society for Cognitive Sciences of Music, Seoul, Korea, August 2014. Poster presentation.

Huberth, M. & Fujioka, T. Encoding of staggered polyphonic musical motives: The effects of time-offset between motif entries on mismatch negativity (MMN). Conference Neuroscience and Music-V, Dijon, France, May 2014. Poster presentation. Tritz, J., Huberth, M., Chen, P., McKay, T. E2Coach Coaching Students with Computer Tailored Communication. Learning Analytics and Knowledge, Leuven, Belgium. April 2013. Poster presentation. Huberth, M. & McKay, T. Effects of Auditory Feedback on Instrumentalists Timbre Production. AIA-DAGA Conference on Acoustics, Merano, Italy. March 2013. Poster presentation. Huberth, M. & McKay, T. Effects of Auditory Feedback on Instrumentalists Timbre Production. 162 nd Meeting of the Acoustical Society of America, San Diego. November, 2011. Poster presentation. PROFESSIONAL SERVICE Research Committee Member of Stanford University Office of the President s Long-Term Planning Process. April 2017 September 2017. One of two graduate students to sit on a faculty-led steering committee, responsible for reading and curating proposals submitted by current Stanford University members on Stanford s long-range vision. Selection by nomination. Session Chair Organizer, 14 th International Conference on Music Perception and Cognition, July 5 th -July 9 th, 2016, San Francisco, CA. CCRMA Colloquium Curator (with Romain Michon). 2014 2016. Led a restructure of the CCRMA colloquium to allow for more student and faculty presentations, both in conference (20 minute) and rapid-fire (5 minutes) formats. Handled scheduling and speaker introductions, coordinating a team of ~4-5 PhD students. M.Phil Student Representative to the Music Faculty, University of Cambridge. 2012-2013. PROFESSIONAL AFFILIATIONS & MEMBERSHIPS Member, American Auditory Society. 2017 present. Member, Society for Music Perception and Cognition. 2013 present. Member, International Computer Music Association. 2015 present. The College Music Society. 2015- present. American Musicological Society. 2015 present. COMMUNITY OUTREACH February 2015. California Academy of Sciences NoisePop Nightlife. Understanding auditory grouping processing using EEG. San Francisco, CA. November 2014. Los Altos High School STEM Week. Sound, Music, Emotion: Stories of How and Why Music Moves Us. Los Altos, CA. May 2012. TEDxUofM. The Cello and the Group. Ann Arbor, MI.

NON-ACADEMIC WORK 2012 2013. Application Programmer and Associate Analyst. E 2 Coach Project, University of Michigan Physics Department. Wrote and tailored study advice for an online coaching platform for introductory physics courses. Performed data analysis on their performance, responsible for website redesign. 2009-2012. Assistant Principal Cello. Lansing Symphony Orchestra. Performed monthly classical music concerts for up to 2500 patrons. Served on audition committees, advising the contracting of new musicians. 2010-2012. Marking Director, Board of Directors. Ann Arbor Camerata. Promoted the organization through branding techniques and development of mission statement. SELECTED MUSICAL COMPOSITIONS Beijing (2014, with Ge Wang) for laptop orchestra. Stanford Laptop Orchestra Live in Beijing Concert at the Stanford Center @Peking University in July 2014. Sounds recorded on location in Beijing; live processing via gestures using GameTrak controllers. Continuum (2014, with Ge Wang) for laptop duet and live visuals. SEM Sounds (2014) for solo laptop performer, also arranged for laptop duet (2015). SELECTED CELLO PERFORMANCES & FESTIVALS April 2012. Masterclass with Lynn Harrell. Piatigorsky International Cello Festival. February 2012. Requiem by David Popper. Performance with the Albany Symphony Orchestra for Cellobration concerts, David Allen Miller, conductor. Summer 2011, 2009. Music Academy of the West: Academy Festival Orchestra. Leonard Slatkin, Nicholas McGegan, Peter Oundjian, and Larry Rachleff, conductors. March 2011. YouTube Symphony Orchestra, Sydney, Australia. Michael Tilson Thomas, conductor. Summer 2008. Summer Music Institute, Kennedy Center, Washington D.C. Spring 2007. Hudson Valley Philharmonic Young Performer s Competition. Winner. 5- concert tour of the Boellmann Symphonic Variations with the Hudson Valley Philharmonic. ADDITIONAL INFORMATION Spoken languages: English (native). German (beg.) Citizenship: U.S.A.

REFERENCES Takako Fujioka, Ph.D. Assistant Professor CCRMA (Center for Computer Research in Music and Acoustics), Department of Music, Stanford University Stanford, California 94305-8180, USA Phone: (650) 723-4971 Fax: (650) 723-8468 takako@ccrma.stanford.edu Chris Chafe, Ph.D. Duca Family Professor CCRMA (Center for Computer Research in Music and Acoustics), Department of Music, Stanford University Stanford, California 94305-8180, USA cc@ccrma.stanford.edu Tim Streeter Sr. Applied Research Scientist Earlens Corporation, Menlo Park Tim.Streeter@earlens.com