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Exploring Geospatial Music Listening Patterns in Microblog Data [chapter]

David Hauger, Markus Schedl
2014 Lecture Notes in Computer Science  
As music plays an important role in many human lives we aim to leverage microblogs for music listening-related information.  ...  Including geospatial information at the level of tweets, we also present a web-based user interface to browse the "world of music" as seen by the "Twittersphere".  ...  Related Work The work at hand, as far as we are aware of, is the first to provide a framework to explore the Twitter "world of music" and to visualize geospatial music listening patterns in an interactively  ... 
doi:10.1007/978-3-319-12093-5_7 fatcat:boh4on3povcgrlyq7svksofqvq

Leveraging Microblogs for Spatiotemporal Music Information Retrieval [chapter]

Markus Schedl
2013 Lecture Notes in Computer Science  
We present results of text data mining experiments for music retrieval, analyzing microblogs gathered from November 2011 to September 2012 to infer music listening patterns all around the world.  ...  The findings of our study will help improve music retrieval and recommendation systems in that it will allow to incorporate geospatial and cultural information into models for music retrieval, which has  ...  Schedl and Hauger present an approach to extract music genre patterns for different regions of the world [5] and a user interface to explore these patterns [3] .  ... 
doi:10.1007/978-3-642-36973-5_87 fatcat:4hid3uaekzgd7ia2pr4mfpcziy

The Million Musical Tweet Dataset - What We Can Learn From Microblogs

David Hauger, Markus Schedl, Andrej Kosir, Marko Tkalcic
2013 Zenodo  
We also presented one way of visualizing differences in geospatial music listening patterns.  ...  In this paper, we present a novel dataset of information derived from microblogs (tweets), describing the music listening habits of users.  ... 
doi:10.5281/zenodo.1417648 fatcat:7folsgmauvgo7nuldietyko2fi

#nowplaying the future billboard

Yekyung Kim, Bongwon Suh, Kyogu Lee
2014 Proceedings of the first international workshop on Social media retrieval and analysis - SoMeRA '14  
This research suggests that users' music listening behavior on Twitter is highly correlated with general music trends and could play an important role in understanding consumers' music consumption patterns  ...  In addition, we believe that Twitter users' music listening behavior can be applied in the field of Music Information Retrieval (MIR).  ...  With their dataset of music listening behavior, Schedl [8] analyzed geospatial music listening patterns and estimated artist similarities and their popularity.  ... 
doi:10.1145/2632188.2632206 dblp:conf/sigir/KimSL14 fatcat:g4nrobswy5gqlhvtlb533kijha

Harvesting microblogs for contextual music similarity estimation: a co-occurrence-based framework

Markus Schedl, David Hauger, Julián Urbano
2013 Multimedia Systems  
As music plays an important role in many human lives, microblogs on musicrelated activities are available in abundance.  ...  This paper investigates different strategies to estimate music similarity from these data sources.  ...  Open Access This article is distributed under the terms of the Creative Commons Attribution License which permits any use, distribution, and reproduction in any medium, provided the original author(s)  ... 
doi:10.1007/s00530-013-0321-5 fatcat:dm7hmwwg5feclhryi74i4gsdlu

Impact Of Listening Behavior On Music Recommendation

Katayoun Farrahi, Markus Schedl, Andreu Vall, David Hauger, Marko Tkalcic
2014 Zenodo  
Precision vs. recall for play count (top), diver- Geospatial Music Recommendation. In Proc.  ...  The data was acquired crawl- value M (u) was aggregated by averaging the partial values ing Twitter and identifying music listening events in tweets, for each time window: using several databases  ... 
doi:10.5281/zenodo.1417504 fatcat:6syargzwfzerpp7vab4ina5vqq

#nowplaying Music Dataset

Eva Zangerle, Martin Pichl, Wolfgang Gassler, Günther Specht
2014 Proceedings of the First International Workshop on Internet-Scale Multimedia Management - WISMM '14  
However, in the area of music recommender systems and music information retrieval, respective data is hardly exploited.  ...  In this paper, we present the #nowplaying dataset, which leverages social media for the creation of a diverse and constantly updated dataset, which describes the music listening behavior of users.  ...  Further data sources facilitated are internet radio streams [2] or microblogging platforms like Twitter [23] .  ... 
doi:10.1145/2661714.2661719 dblp:conf/mm/ZangerlePGS14 fatcat:tsu2wzhfbfbupk5gjwb2w7fh5i

Music technology, education and maps: The use of geospatial technology and data to inform music education research

Ross M. Purves
2017 Journal of Music, Technology and Education  
Recent developments in geographical information systems and geospatial statistics , together with greater access to large, fine-resolution 'geocoded' data sets, are transforming environmental, social and  ...  It goes on to offer a detailed treatment of a series of geospatial statistical techniques which, it is hoped, may be applicable within a wide range of music and music education research fields.  ...  More recently, efforts have focused on the spatial analysis of listening habits using location-tagged microblogging data from Twitter. Moore et al.  ... 
doi:10.1386/jmte.10.1.117_1 fatcat:sd3qi5vnwjhm5jthfvv3agic3a

Can Microblogs Predict Music Charts? An Analysis Of The Relationship Between #Nowplaying Tweets And Music Charts

Eva Zangerle, Martin Pichl, Benedikt Hupfauf, Günther Specht
2016 Zenodo  
Furthermore, users share what music they are currently listening to in so-called #nowplaying tweets.  ...  Schedl et al. also analyse the listening behavior of Twitter users with a particular focus on geospatial aspects [19] .  ... 
doi:10.5281/zenodo.1417881 fatcat:fiwhhrcdvvckvp7dt7ah6qzn5i

Profiling the Spatial Structure of London: From Individual Tweets to Aggregated Functional Zones

Chen Zhong, Shi Zeng, Wei Tu, Mitsuo Yoshida
2018 ISPRS International Journal of Geo-Information  
In recent years, a considerable amount of work has been developed around the use of social media data, most of which focusses on mining the content, with comparatively less attention given to the location  ...  Furthermore, what aggregated scale spatial patterns show still needs extensive discussion.  ...  In sum, our work explored the potential of Twitter data in informing spatial planning. Related Work-Mining Spatial Patterns from Geo-Tweets Twitter users can opt in to geotag their tweets.  ... 
doi:10.3390/ijgi7100386 fatcat:fucr6zskgje2lmcomjaprtkz3i

A Systematic Review Towards Big Data Analytics in Social Media

Md. Saifur Rahman, Hassan Reza
2022 Big Data Mining and Analytics  
Tools, techniques, and supporting data type are also discussed in this research work.  ...  We discover the top ten social data analytics to work in the domain of social media platforms.  ...  A specific field of interest, for example, business analytics in social media, geospatial/location based analytics, social media data analysis for political science research, etc. can be explored to serve  ... 
doi:10.26599/bdma.2022.9020009 fatcat:mtkhbhzbujgwppcnuc2244gtqq

Processing Social Media Messages in Mass Emergency: A Survey [article]

Muhammad Imran, Carlos Castillo, Fernando Diaz, Sarah Vieweg
2015 arXiv   pre-print
In particular, many social media messages communicated during emergencies convey timely, actionable information.  ...  We survey the state of the art regarding computational methods to process social media messages, focusing on their application in emergency response scenarios.  ...  Twitinfo: aggregating and visualizing microblogs for event exploration. In Proc. of CHI. 227–236. Michael Mathioudakis and Nick Koudas. 2010. Twittermonitor: trend detection over the twitter stream.  ... 
arXiv:1407.7071v3 fatcat:e7mcvae5freddaus7ndolygeti

Modified, Multiplied, and (Re-)mixed: Social Media and Digital Literacies [chapter]

Mark Pegrum
2011 Digital Education  
Acknowledgements I would like to thank two of my past students, Miles Gaby and Peta Ranieri, for examples cited in this chapter, and my current student, Tosca Chen, for her help with the translation of  ...  Video Music Awards.  ...  Listeners are expected to be speakers. And the more people who write as well as read, and speak as well as listen, the greater the potential.  ... 
doi:10.1057/9780230118003_2 fatcat:s2bybgkvdjev5exqqnjzn3jgsq

Mediating Memory: Mass Grave Recovery and Digital Culture in the Iberian Peninsula

Wendy Perla Kurtz
2019 Bulletin for Spanish and Portuguese Historical Studies  
The video camera provides audio, which allows the audience to hear the words of remembrance and listen to the musical tributes.  ...  To view the data within each layer, click on "Browse data" in the sidebar (or at the bottom of the map).  ... 
doi:10.26431/0739-182x.1287 fatcat:73hypbkbrjck5mmkbc7dlwgija

Salient design features that your social media platform needs: The case of online communities of interest

Alireza Nili, Alistair Barros
2022 First Monday  
and user tasks, in contrast to business-to-customer platforms, focussed on relatively fixed data and transactions.  ...  salient design features (which support purposeful action and relate to functional affordances) of customer-to-customer social media platforms that support communities of interest, focussed on open-ended data  ...  to music, uploading songs or video, and tagging microblogs).  ... 
doi:10.5210/fm.v27i3.11831 fatcat:jlf4dqg3b5hhpdkctf6t37kxc4
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