Tools to Analyze Musical Expression
Photo/Eric Mankin
Philosophers have been fascinated by the question since Pythagoras. At the USC Viterbi School of Engineering, Elaine Chew, assistant professor of industrial and systems engineering, teaches a graduate course on using computational and other engineering tools to look for answers.
Chew, who continues a career as a distinguished concert pianist in addition to her engineering research, has written an account of the issues in creating the course for an article to be presented at an engineering conference later this year.
Meanwhile, the students in “Computational Modeling of Expressive Performance” presented their results, a collection of 10 projects now up on the class Web site, as what Chew calls a “non-peer reviewed publication” at www-scf.usc.edu/~ise575/b/projectshttp://www-scf.usc.edu/~ise575/b/projects.
The projects from the class, offered for only the fourth time during the spring semested, had a wide range. Arpi Mardirossian, who found a trove of silent movie scores specially written to evoke specific emotions, analyzed their characteristics.
For “Analysis of Dynamic Shaping in Unaccompanied Bach,” student Eric Cheng created intricate graphs comparing, note by note, performances of an unaccompanied Bach violin sonata by three master violinists: Jascha Heifetz, Yehudi Menuhin and Nathan Milstein, with respect to their dynamic shaping, i.e., the nature and amount of sound intensity variation.
Meghen Miles and Merrick Mosst created “Emotiongrams” by mapping specific musical characteristics (e.g., minor keys), widely identified with certain emotions (e.g., sadness), to color patterns that represented varying combinations of energy.
The other seven topics posed equally interdisciplinary questions – questions that are quite new in engineering in general, and engineering education in particular.
In a conference publication that will be presented this fall in San Diego, “A Case Study in Course Design at the Intersection of Music and Engineering,” Chew details the challenges in creating the class and discusses the problems that remain.
Chew traces the beginning of modern efforts to bring engineering techniques into a musical analysis of Christopher Longuet-Huggins, a noted theoretical chemist, cognitive scientist and gifted amateur musician, who in his “Letters to a Musical Friend” (The Musical Review, 1962) described computing methods for “Interpreting Bach” that were implemented and published in Machine Intelligence in 1971.
While interest in the field has mushroomed in the 21st century, with engineering conferences and refereed journals now covering the subject, teaching is only beginning.
“The challenges include the lack of a formal body of knowledge, in the form of a text, the lack of formal academic structures to support the course, the lack of students with suitably strong backgrounds in both computing and music, and misconceptions about the nature of music research,” she notes in her presentation.
Attacking problems in computational modeling of music “draws upon methodologies and tools from music theory, cognitive science, artificial intelligence, experimental psychology, mathematics, signal processing and neuroscience. Few, if any, students enrolled in the course are equipped with the knowledge to understand all the material.”
The syllabus devised offers a crash course in the elements of all these disciplines touching on music cognition, with the aim that, at the end of the course, each student should be able to “understand basic music structures; be capable of manipulating digital music; be able to generate computational means of analyzing, generating and visualizing structured music; and be able to formulate a question and build the computational tools to answer it.”
The course’s final projects depend on the students having acquired at least the rudiments of all these skills. The amount of material that has to be mastered is so great that Chew reluctantly had to move what had been a popular feature of the course – guest appearances by musicians and researchers in the field – to its own separate series.
Precisely because of the unusual mixture of disciplines involved, making this course a reality was not institutionally easy, Chew said. However, a remarkable record of recognition for her research (she holds a Ph.D. from MIT in engineering and won an Early Career/PECASE award from the National Science Foundation) helped to pave the way.
“All these interdisciplinary education and outreach activities could not have happened without the staunch support of my own department, the deans of the Viterbi School, and the provost,” Chew said. “My own department has graciously allowed me to create this special topics class in lieu of teaching another traditional industrial and systems engineering course. My department chair, James Moore, has encouraged me to forge ahead in creating an undergraduate counterpart to the class because he sees the potential of such courses in recruitment and retention of young and inquiring minds to engineering.”
With this kind of class, it’s not just a matter of “if you build it, they will come,” Chew said. Recruiting students was a major effort. “I personally and actively publicized the class widely through e-mails and posters to other departments in the Viterbi and Thornton schools and the College.”
So, how does music express and evoke emotion? Chew and her students don’t know yet. But check back in a few years.
Chew’s research was supported by the National Science Foundation. Her presentation will be made at the 36th ASEE/IEEE Frontiers in Education Conference, Oct. 28-31, in San Diego.
Latest stories
- USC Price School Celebrates Naming Gift February 9, 2012 2:45 PM
- George Will Shares His Perspective on Politics February 9, 2012 1:10 PM
- Life on the Rez February 9, 2012 12:10 PM
-
For Journalists »
-
USC in the News
for 2/8/2012 »-
The Chronicle of Higher Education mentioned USC’s $6 billion fundraising campaign. The story noted that USC had already raised $1 billion in a “quiet phase,” including the $200 million naming gift from USC Trustee and alumnus David Dornsife and wife Dana Dornsife to the USC Dornsife College.
The Guardian (U.K.) highlighted two major gifts to USC in a list of the 10 biggest philanthropic benefactors in America. The list included the $200 million naming gift from USC Trustee and alumnus David Dornsife and wife Dana Dornsife to the USC Dornsife College, and the $110 million gift from USC Trustee and USC Viterbi School alumnus John Mork and wife Julie to create the USC Mork Family Scholars Program.
The New York Times featured the USC U.S.-China Institute documentary “Assignment: China — The Week that Changed the World.” The documentary, part of a series, examines media coverage of the 1972 Nixon trip that reshaped U.S.-China relations after a quarter century of isolation and hostility. “People look back now and take it for granted that the outcome was preordained,” said the institute’s Mike Chinoy, who produced the documentary. Voice of America also featured the story.
Los Angeles Times featured the Oscar Senti-meter, a tool developed by the USC Annenberg School, Los Angeles Times and IBM that analyzes thousands of tweets about the Academy Awards nominees. The story noted that Mexican actor Demian Bechir received an enormous boost on Twitter the day of the nominations, with a total of 6,893 tweets mentioning him, a 47-fold increase from the day before. The story noted the tool uses language-recognition technology developed in collaboration with USC Viterbi School’s Signal Analysis and Interpretation Lab.
The Times of India (India) featured a three-day medical emergency training workshop organized in association with USC. At the workshop, held at GCS Medical College in India, 50 doctors and more than 100 paramedics learned how to improve emergency support systems. William Mallon of the Keck School of USC said that discussion topics included the use of portable ultrasonic devices to scan patients. “The ultrasound applications help physicians make accurate and timely decisions,” he noted. Daily News & Analysis (India) also featured the workshop.
-
-
Campus News
- Capital Connections
- USC faculty, staff and alumni in Washington, D.C., and Sacramento
- In Print
- New and recent books written or edited by USC faculty and staff
- Family Matters
- Achievements and awards
- Obituaries
