- Music and Audio Processing
- Music Technology and Sound Studies
- Statistics Education and Methodologies
- Mathematics Education and Teaching Techniques
- Advanced Text Analysis Techniques
- Ethics and Social Impacts of AI
- Online Learning and Analytics
- Diverse Musicological Studies
- Big Data and Business Intelligence
- Neural Networks and Applications
- Neuroscience and Music Perception
- Innovative Teaching and Learning Methods
- Educational Tools and Methods
- AI-based Problem Solving and Planning
- Topological and Geometric Data Analysis
- Mathematics Education and Programs
- Speech Recognition and Synthesis
- Science Education and Pedagogy
- Medical Imaging Techniques and Applications
- Data Analysis with R
- Educator Training and Historical Pedagogy
- Animal Vocal Communication and Behavior
- Educational Assessment and Pedagogy
- Algorithms and Data Compression
- Cell Image Analysis Techniques
Joint Special Operations University
2023
Smith College
2016-2023
Palo Alto Institute
2023
Occidental College
2023
Bates College
2023
Northeastern Illinois University
2023
Sonoma State University
2023
Michigan State University
2023
University of California, Berkeley
2023
Valparaiso University
2020-2021
We present a programmatic approach to incorporating ethics into an undergraduate major in statistical and data sciences. discuss departmental-level initiatives designed meet the National Academy of Sciences recommendation for integrating curriculum from top-to-bottom as our majors progress introductory courses senior capstone course, well side-to-side through co-curricular programming. also provide six examples science modules used five different at liberal arts college, each focusing on...
In this artaicle, we illustrate how music may serve as a vehicle to support education in signal processing. Using Fourier analysis concrete example, demonstrate the domain provides motivating and tangible applications that make learning processing an interactive pursuit. Furthermore, indicate software tools, originally developed for analysis, provide students multiple entry points delve deeper into classical techniques while bridging gap between cutting-edge research.
The definition of who is or what makes a "mathematician" an important issue to be addressed in the mathematics community. Too often, narrower considered mathematician (and mathematics) used exclude people from discipline—both explicitly and implicitly. However, using narrow allows us highlight, examine, challenge systemic barriers that exist certain spaces This paper analyzes illuminates tensions between broad definitions how they can promote both inclusion exclusion simultaneously. In this...
Despite the innovations in deep learning and generative AI, creating long term structure as well layers of repeated common musical works remains an open challenge music generation. We propose attention layer that uses a novel approach applying user-supplied self-similarity matrices to previous time steps, demonstrate it our Similarity Incentivized Neural Generator (SING) system, autonomous generation system with two layers. The first is vanilla Long Short Term Memory layer, second proposed...
Non-traditional grading methods have recently become more common, and as with any large pedagogical shift, there are a number of questions to consider when applying new scheme course. This paper summarizes four types non-traditional shares experiences from the authors who applied them variety courses in statistics. article is structured set answers, seeking address many concerns considerations that one may face they transition course's structure.
Partitioning a recording into non-overlapping time intervals comes in many forms. There is the structural segmentation task which labels structures either syntactically as A and B, or structurally verse chorus. The chord annotation similar, labeling segments by their chords. While of these annotations are flat, this article extends method McFee Kinnaird (2019) for automatically enhancing inferring (and expanding) hierarchical information from segment labels. One our extensions adds new rules...
During the emergence of Data Science as a distinct discipline, discussions what exactly constitutes have been source contention, with no clear resolution. These disagreements exacerbated by lack single disciplinary 'parent.' Many early efforts at defining curricula and courses exist, EDISON Project's Framework (EDISON-DSF) from European Union being most complete. The EDISON-DSF includes both Body Knowledge (DS-BoK) Competency (CF-DS). This paper takes critical look how EDISON's CF-DS...
Accurate and flexible representations of music data are paramount to addressing MIR tasks, yet many the existing approaches difficult interpret or rigid in nature. This work introduces two new song for structure-based retrieval methods: Surface Pattern Preservation (SuPP), a continuous representation, Matrix (MaPP), SuPP’s discrete counterpart. These come equipped with several user-defined parameters so that they adaptable range tasks. Experimental results show MaPP as successful cover task...
We present a programmatic approach to incorporating ethics into an undergraduate major in statistical and data sciences. discuss departmental-level initiatives designed meet the National Academy of Sciences recommendation for integrating curriculum from top-to-bottom as our majors progress introductory courses senior capstone course, well side-to-side through co-curricular programming. also provide six examples science modules used five different at liberal arts college, each focusing on...
The definition of who is or what makes a ``mathematician" an important and urgent issue to be addressed in the mathematics community. Too often, narrower considered mathematician (and mathematics) used exclude people from discipline -- both explicitly implicitly. However, using narrow allows us examine challenge systemic barriers that exist certain spaces This paper explores illuminates tensions between broad definitions how they can promote inclusion exclusion simultaneously. In this...
We introduce repytah, a Python package that constructs the aligned hierarchies representation contains all possible structure-based hierarchical decompositions for finite length piece of sequential data on common time axis.In particular, this representation-introduced by Kinnaird ( 2016) with music-based (like musical recordings or scores) as primary motivation-is intended where repetitions have particular meaning (such verse, chorus, motif, theme).Although original motivation was finding...
Over the past decade, TED talks have achieved a high level of cultural currency. In addition to original event, which continues, various spinoff events, e.g. TEDMed or TEDGlobal, and localized versions (TEDx), there is radio hour on National Public Radio as well considerable infrastructure de- signed formalize inclusion in education.
Over the past decade, TED talks have achieved a high level of cultural currency. In addition to original event, which continues, various spino events, e.g. TEDMed or TEDGlobal, and localized versions (TEDx), there is radio hour on National Public Radio as well considerable infrastructure designed formalize inclusion in education. The nature talk has so saturated American culture that one us documented, fact, saying noted above offered when someone monopolized conversation too long: “Thanks...
Abstract Web-browsing histories, online newspapers, streaming music, and stock prices all show that we live in an age of data. Extracting meaning from data is necessary many fields to comprehend the information flow. This need has fueled rapid growth science education aiming serve next generation policy makers, researchers, global citizens. Initially, teaching practices have been drawn science's parent disciplines (e.g., computer mathematics). project addresses early stages developing a...