Explanations in Music Recommender Systems in a Mobile Setting

Revised version: some spelling errors corrected.Every day, millions of users utilize their mobile phones to access music streaming services such as Spotify. However, these `black boxes’ seldom provide adequate explanations for their music recommendations. A systematic literature review revealed that there is a strong relationship between moods and music, and that explanations and interface design choices can effect how people perceive recommendations just as much as algorithm accuracy. However, little seems to be known about how to apply user-centric design approaches, which exploit affective information to present explanations, to mobile devices. In order to bridge these gaps, the work of Andjelkovic, Parra, & O’Donovan (2019) was extended upon and applied as non-interactive designs in a mobile setting. Three separate Amazon Mechanical Turk studies asked participants to compare the same three interface designs: baseline, textual, and visual (n=178). Each survey displayed a different playlist with either low, medium, or high music popularity. Results indicate that music familiarity may or may not influence the need for explanations, but explanations are important to users. Both explanatory designs fared equally better than the baseline, and the use of affective information may help systems become more efficient, transparent, trustworthy, and satisfactory. Overall, there does not seem to be a `one design fits all’ solution for explanations in a mobile setting.Master's Thesis in Information ScienceINFO390MASV-INFOMASV-IK

hpDJ: An automated DJ with floorshow feedback

Many radio stations and nightclubs employ Disk-Jockeys (DJs) to provide a continuous uninterrupted stream or “mix” of dance music, built from a sequence of individual song-tracks. In the last decade, commercial pre-recorded compilation CDs of DJ mixes have become a growth market. DJs exercise skill in deciding an appropriate sequence of tracks and in mixing 'seamlessly' from one track to the next. Online access to large-scale archives of digitized music via automated music information retrieval systems offers users the possibility of discovering many songs they like, but the majority of consumers are unlikely to want to learn the DJ skills of sequencing and mixing. This paper describes hpDJ, an automatic method by which compilations of dance-music can be sequenced and seamlessly mixed by computer, with minimal user involvement. The user may specify a selection of tracks, and may give a qualitative indication of the type of mix required. The resultant mix can be presented as a continuous single digital audio file, whether for burning to CD, or for play-out from a personal playback device such as an iPod, or for play-out to rooms full of dancers in a nightclub. Results from an early version of this system have been tested on an audience of patrons in a London nightclub, with very favourable results. Subsequent to that experiment, we designed technologies which allow the hpDJ system to monitor the responses of crowds of dancers/listeners, so that hpDJ can dynamically react to those responses from the crowd. The initial intention was that hpDJ would monitor the crowd’s reaction to the song-track currently being played, and use that response to guide its selection of subsequent song-tracks tracks in the mix. In that version, it’s assumed that all the song-tracks existed in some archive or library of pre-recorded files. However, once reliable crowd-monitoring technology is available, it becomes possible to use the crowd-response data to dynamically “remix” existing song-tracks (i.e, alter the track in some way, tailoring it to the response of the crowd) and even to dynamically “compose” new song-tracks suited to that crowd. Thus, the music played by hpDJ to any particular crowd of listeners on any particular night becomes a direct function of that particular crowd’s particular responses on that particular night. On a different night, the same crowd of people might react in a different way, leading hpDJ to create different music. Thus, the music composed and played by hpDJ could be viewed as an “emergent” property of the dynamic interaction between the computer system and the crowd, and the crowd could then be viewed as having collectively collaborated on composing the music that was played on that night. This en masse collective composition raises some interesting legal issues regarding the ownership of the composition (i.e.: who, exactly, is the author of the work?), but revenue-generating businesses can nevertheless plausibly be built from such technologies

Designing virtual spaces: redefining radio art through digital control

Radio Art is a composition practice that is constantly evolving. Artists share a commonality to redefine, reinvent, and repurpose analogue radio. It is an art that often bends to the will of antiqued technology, celebrating a wide pallet of found sounds. This research extends the boundaries of the art form by exploring Radio Art through sonic-centric lens and establishing a consistent and reproducible compositional framework. By shifting radio from a found object to an instrument, I have deconstructed its sonic aesthetics into two parallel materials for composition, gestural noise and broadcast signal. When tuning an analogue radio to a signal, relationships between these materials unfold. Contrast is a term found throughout my research. Contrast is embodied throughout radio and its history; radio is used as both a scientific communication device and for artistic expression. it is a symbol of democracy and oppression. Radio produces broadcast noise and signal, creating poetic reception, such as control and chaos, anxiety and ecstasy, distance and closeness. This research explores the characteristics of these forces and materials as a symbiotic relationship of unfolding radiophonic behaviours. A major focus of this research is the control of analogue radio through deconstruction and composition. I embarked on a twenty-four-month development period to build a Digital Audio Workstation called Radiophonic Environmental Designer, (RED). RED enables composers to create virtual radiophonic environments that are navigated by rotating the dial. Material is positioned along a horizon, and tuning behaviours sculpted. There is also a physical interface embedded into an analogue radio shell to control the virtual tuning, namely, Broadcast Link-up Environment, (BLUE). BLUE is an ad-on program offering an online digital platform for the diffusion of Radio Art. Using an internet connection and gyroscope technology that is built into most smart phones, a radiophonic environment is interacted through a purpose-built website. In my creative practice, analogue radio has been redesigned by adopting digital technological practices to control, edit and model it’s unique sound. In doing so, I reflect upon relationships between analogue and digital design principles through an extensive study on virtual analogue software and interfaces