MusicBox: Navigating the space of your music. Anita Lillie November 19, 2007
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1 MusicBox: Navigating the space of your music Anita Lillie November 19, 2007
2 The Problem Navigating large music libraries describing preferences with words selecting music that fits those preferences recommending new music that fits those preferences
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6 These things are difficult: What sounds similar to this song? What music do you want to listen to? How can you find new music, and why might you like it? What are your listening patterns?
7 Browser wishlist organize music based on sound content organize music based on contextual data flexible exploration better filters better understand your music tastes and listening patterns
8 Other research projects
9 The Music Browser European IST: CUIDADO Project acoustic and editorial data text-based interface Goal:...allowing users to choose between many modes of music access: explorative, precise, focused or hazardous
10 Search Inside The Music Sun Labs 3D audio data only limited interactivity
11 Proposed work: Build a new music browser Audio
12 Proposed work: Build a new music browser Audio Contextual + twangy guitars This is SO romantic.
13 Analysis techniques Multidimensional scaling: similarity measures Principal components analysis: quantitative measures of features locations in space
14 Analysis techniques Multidimensional scaling: similarity measures Principal components analysis: quantitative measures of features locations in space... 3D
15 The new browser: MusicBox
16 more FEEDS last.fm friends hypemachine INPUT DATA audio: MFCCs pitch loudness timbre less Weezer contextual: last.fm allmusic.com youtube wikipedia musicbrainz mine: memory date last listened Shellac >> alt_ search in: tags names Groupings Artist Album Song All My Playlist 1 My Playlist 2 My Playlist 3 Aavikko Animal Collective Aoi Teshima Aphasic Shinehead Aphex Twin Feels Strawberry Jam Sung Tongs Who Could Win A Ra Leaf House Winters Love The Softest Voice Kids on Holiday Music Box
17 FEEDS INPUT DATA more selection tools last.fm friends hypemachine audio: MFCCs pitch loudness timbre less Weezer contextual: last.fm allmusic.com youtube wikipedia musicbrainz mine: memory date last listened Shellac >> alt_ search in: tags names Groupings Artist Album Song All My Playlist 1 My Playlist 2 My Playlist 3 Aavikko Animal Collective Aoi Teshima Aphasic Shinehead Aphex Twin Feels Strawberry Jam Sung Tongs Who Could Win A Ra Leaf House Winters Love The Softest Voice Kids on Holiday Music Box
18 FEEDS INPUT DATA more live updates last.fm friends hypemachine audio: MFCCs pitch loudness timbre less Weezer contextual: last.fm allmusic.com youtube wikipedia musicbrainz mine: memory date last listened Shellac >> alt_ search in: tags names Groupings Artist Album Song All My Playlist 1 My Playlist 2 My Playlist 3 Aavikko Animal Collective Aoi Teshima Aphasic Shinehead Aphex Twin Feels Strawberry Jam Sung Tongs Who Could Win A Ra Leaf House Winters Love The Softest Voice Kids on Holiday Music Box
19 more FEEDS last.fm friends hypemachine INPUT DATA audio: MFCCs pitch loudness timbre less Weezer contextual: last.fm allmusic.com youtube wikipedia musicbrainz editable input data mine: memory date last listened Shellac >> alt_ search in: tags names Groupings Artist Album Song All My Playlist 1 My Playlist 2 My Playlist 3 Aavikko Animal Collective Aoi Teshima Aphasic Shinehead Aphex Twin Feels Strawberry Jam Sung Tongs Who Could Win A Ra Leaf House Winters Love The Softest Voice Kids on Holiday Music Box
20 more FEEDS last.fm friends hypemachine INPUT DATA audio: MFCCs pitch loudness timbre less Weezer contextual: last.fm allmusic.com youtube wikipedia musicbrainz mine: memory date last listened Shellac >> alt_ Groupings Artist Album Song All My Playlist 1 My Playlist 2 My Playlist 3 Aavikko Animal Collective Aoi Teshima Aphasic Shinehead Aphex Twin Feels Strawberry Jam Sung Tongs search familiar in: text interface tags names Who Could Win A Ra Leaf House Winters Love The Softest Voice Kids on Holiday Music Box
21 more FEEDS last.fm friends hypemachine INPUT DATA audio: MFCCs pitch loudness timbre less Weezer contextual: last.fm allmusic.com youtube wikipedia musicbrainz mine: memory date last listened Shellac more powerful search >> alt_ search in: tags names Groupings Artist Album Song All My Playlist 1 My Playlist 2 My Playlist 3 Aavikko Animal Collective Aoi Teshima Aphasic Shinehead Aphex Twin Feels Strawberry Jam Sung Tongs Who Could Win A Ra Leaf House Winters Love The Softest Voice Kids on Holiday Music Box
22 more FEEDS last.fm friends hypemachine INPUT DATA audio: MFCCs pitch loudness timbre less Weezer contextual: last.fm allmusic.com youtube wikipedia musicbrainz mine: memory date last listened Shellac >> alt_ search in: tags names Groupings Artist Album Song All My Playlist 1 My Playlist 2 My Playlist 3 Aavikko Animal Collective Aoi Teshima Aphasic Shinehead Aphex Twin Feels Strawberry Jam Sung Tongs Who Could Win A Ra Leaf House Winters Love The Softest Voice Kids on Holiday Music Box
![more less The White Stripes White Blood Cells [Track 2] Hotel Yorba](/docs-images/83/88193014/images/23-1.jpg "FEEDS last.")
23 more less The White Stripes White Blood Cells [Track 2] Hotel Yorba FEEDS last.fm friends hypemachine metadata INPUT DATA audio: MFCCs pitch loudness timbre Num plays: 16 contextual: Date added: 10/12/2007 last.fm Sample rate: 44.1 khz allmusic.com. youtube. wikipedia. musicbrainz >> alt_ Groupings Artist Album Song All My Playlist 1 My Playlist 2 My Playlist 3 Aavikko Animal Collective Aoi Teshima Aphasic Shinehead Aphex Twin Feels Strawberry Jam Sung Tongs search in: 3:23 tags my tags online tags alternative alternative rock rock names Who Could Win A Ra Leaf House Winters Love The Softest Voice Kids on Holiday mine: memory date last listened blues indie Music Box
24 more FEEDS last.fm friends hypemachine INPUT DATA audio: MFCCs pitch loudness timbre less Weezer contextual: last.fm allmusic.com youtube wikipedia musicbrainz mine: memory date last listened Shellac >> alt_ search in: tags names Groupings Artist Album Song All My Playlist 1 My Playlist 2 My Playlist 3 Aavikko Animal Collective Aoi Teshima Aphasic Shinehead Aphex Twin Feels Strawberry Jam Sung Tongs Who Could Win A Ra Leaf House Winters Love The Softest Voice Kids on Holiday Music Box
25 Contribution 3D hybrid browsing/recommendation all automatic the bigger picture: context, transparency explorative, focused, or precise modes
26 Impact How accurate are these genre descriptors? Sub-genres? How varied is the music I listen to? How has an artist s sound changed over time? How different are remixes/performances/ productions of the same piece?
27 Tools Echo Nest: Analyzer (and Contextual API) Sun Labs: content-based music similarity, SITM 3D, web crawlers, artist similarity last.fm private music database (~11,000 albums)
28 Evaluation: User studies Time completion of normal and more specialized tasks: Find a piece you want to listen to now. Make a playlist for your party. Find the music you like to listen to in the mornings. Survey for more subjective feedback
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