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Dr. Markus Schedl Department of Computational Perception Johannes Kepler University (JKU) Linz Altenberger Str. 69, A-4040 Linz, Austria TNF-Tower, Room 726 (7th Floor) Tel:
+43 732 2468 1512
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| Assistant Professor at the Department of Computational Perception of the Johannes Kepler University Linz, Austria. |
| Information Retrieval / Data Mining / Web Mining |
| Music Information Research / Multimedia Retrieval |
| Information Visualization / Intelligent User Interfaces |
| Machine Learning / Data Projection and Dimensionality Reduction |
| Recommendation / Personalization |
| International Business / Financial Markets |
Selected Publications
(Full List
)
Journals
| #nowplaying Madonna: A Large-Scale
Evaluation on Estimating Similarities Between Music Artists and Between
Movies from Microblogs Schedl, M. Information Retrieval, 2012, 10.1007/s10791-012-9187-y. >> PDF, BibTeX |
| Exploring
the Music Similarity Space on the Web Schedl, M., Pohle, T., Knees, P., and Widmer, G. ACM Transactions on Information Systems, volume 29, number 3, article 14, July 2011. >> PDF, BibTeX |
| A Music
Information System Automatically Generated via Web Content Mining
Techniques Schedl, M., Widmer, G., Knees, P., and Pohle, T. Information Processing & Management, volume 47, pp. 426-439, 2011. >> BibTeX |
| Enlightening the
Sun: A User Interface to Explore Music Artists via Multimedia Content Schedl, M. and Pohle, T. Multimedia Tools and Applications: Special Issue on Semantic and Digital Media Technologies, volume 49, number 1, August 2010. >> PDF, BibTeX |
| Exploring Music
Collections in Virtual Landscapes Knees, P., Schedl, M., Pohle, T., and Widmer, G. IEEE MultiMedia, volume 14, number 3, pp. 46-54, July-September 2007. >> BibTeX |
| "Reinventing The
Wheel": A Novel Approach to Music Player Interface Pohle, T., Knees, P., Schedl, M., Pampalk, E., and Widmer G. IEEE Transactions on Multimedia, volume 9, issue 3, pp. 567-575, 2007. >> BibTeX |
Peer-Reviewed Conference Proceedings
| Towards Minimal Test Collections for
Evaluation of Audio Music Similarity and Retrieval Urbano, J. and Schedl, M. Proceedings of the 21st International World Wide Web Conference (WWW 2012): 4th International Workshop on Advances in Music Information Research (AdMIRe 2012), Lyon, France, April 2012. >> BibTeX |
| Investigating the Similarity Space of Music
Artists on the Micro-Blogosphere Schedl, M., Knees, P., and Böck, S. Proceedings of the 12th International Society for Music Information Retrieval Conference (ISMIR 2011), Miami, FL, USA, October 2011. >> PDF, BibTeX |
| Large-Scale
Music Exploration in Hierarchically Organized Landscapes Using
Prototypicality Information Schedl, M., Höglinger, C., and Knees, P. Proceedings of the ACM International Conference on Multimedia Retrieval (ICMR 2011), Trento, Italy, April 2011. >> PDF, BibTeX |
| What's Hot? Estimating
Country-Specific Artist Popularity Schedl, M., Pohle, T., Koenigstein, N., and Knees, P. Proceedings of the 11th International Society for Music Information Retrieval Conference (ISMIR 2010), Utrecht, the Netherlands, August 2010. >> PDF, BibTeX |
| Three Web-based
Heuristics to Determine a Person's or Institution's Country of Origin Schedl, M., Seyerlehner, K., Schnitzer, D., Widmer, G., and Schiketanz, C. Proceedings of the 33th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2010), Geneva, Switzerland, July 2010. >> PDF, BibTeX |
| Context-based
Music Similarity Estimation Schedl, M. and Knees, P. Proceedings of the 3rd International Workshop on Learning the Semantics of Audio Signals (LSAS 2009), Graz, Austria, December 2009. >> PDF, BibTeX |
| Towards an
Automatically Generated Music Information System via Web Content Mining Schedl, M., Knees, P., Pohle, T., and Widmer, G. Proceedings of the 30th European Conference on Information Retrieval (ECIR 2008), Glasgow, Scotland, March-April 2008. © Springer-Verlag, Published in the Lecture Notes in Computer Science (LNCS) series. >> PDF, BibTeX |
| Browsing the Web
Using Stacked Three-Dimensional Sunbursts to Visualize Term
Co-Occurrences and Multimedia Content Schedl, M., Knees, P., Widmer, G., Seyerlehner, K., and Pohle, T. Proceedings of the IEEE Visualization 2007 Conference (Vis 2007), Sacramento, California, USA, October 2007. >> PDF, BibTeX |
| A Music Search
Engine Built upon Audio-based and Web-based Similarity Measures Knees, P., Pohle, T., Schedl, M., and Widmer, G. Proceedings of the 30th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2007), Amsterdam, the Netherlands, July 2007. >> PDF, BibTeX |
| The CoMIRVA
Toolkit for Visualizing Music-Related Data Schedl, M., Knees, P., Seyerlehner, K., and Pohle, T. Proceedings of the 9th Eurographics/IEEE VGTC Symposium on Visualization (EuroVis 2007), Norrköping, Sweden, May 2007. >> BibTeX |
| Investigating
Web-Based Approaches to Revealing Prototypical Music Artists in Genre
Taxonomies Schedl, M., Knees, P., and Widmer, G. Proceedings of the 1st IEEE International Conference on Digital Information Management (ICDIM 2006), Bangalore, India, December 2006. >> PDF, BibTeX |
| An Innovative
Three-Dimensional User Interface for Exploring Music Collections
Enriched with Meta-Information from the Web Knees, P., Schedl, M., Pohle, T., and Widmer, G. Proceedings of the ACM Multimedia 2006, Santa Barbara, California, USA, October 2006. >> PDF, BibTeX |
Books and Book Chapters
| User-Aware Music Retrieval Schedl, M., Stober, S., Gómez, E., Orio, N., Liem, C.C.S. In Meinard Müller, Masataka Goto, Markus Schedl (eds.), Multimodal Music Processing Schloss Dagstuhl - Leibniz-Zentrum für Informatik, Dagstuhl Publishing, Saarbrücken/Wadern, Germany, 2012 >> PDF, BibTeX |
| Web-
and Community-based Music Information Extraction Schedl, M. In Tao Li, Mitsunori Ogihara, George Tzanetakis (eds.), Music Data Mining CRC Press/Chapman Hall, July 2011. |
| Mining the Web
for Music Artist-Related Information: Automatically Extracting, Analyzing, and Visualizing Information on Music Artists from the World Wide Web Schedl, M. Südwestdeutscher Verlag für Hochschulschriften, Saarbrücken, Germany, 2008. |
Others
| A Refined Block-Level Feature Set for
Classification, Similarity and Tag Prediction Seyerlehner, K., Schedl, M., Knees, P., and Sonnleitner, R. Extended Abstract to the Music Information Retrieval Evaluation eXchange (MIREX 2011), Miami, FL, USA, October 2011. |
| Using Block-Level Features
for Genre Classification, Tag Classification, and Music
Similarity Estimation Seyerlehner, K., Schedl, M., Pohle, T., and Knees, P. Extended Abstract to the Music Information Retrieval Evaluation eXchange (MIREX 2010), Utrecht, the Netherlands, August 2010. |
| Block-Level Audio
Features for Music Genre Classification Seyerlehner, K. and Schedl, M. Extended Abstract to the Music Information Retrieval Evaluation eXchange (MIREX 2009), Kobe, Japan, October 2009. |
Theses
| Automatically
Extracting, Analyzing, and Visualizing Information on Music Artists
from the World Wide Web PhD Thesis. Johannes Kepler University Linz, June 2008. >> PDF, BibTeX |
| An Explorative,
Hierarchical User Interface to Structured Music Repositories Master's Thesis. Vienna University of Technology, December 2003. >> Webpage, PDF (Complete Version), PDF (Short Version), BibTeX |
Conferences / Workshops
| 20th European Conference on
Artificial Intelligence (ECAI 2012), Montpellier, France, August 2012 |
| 9th Sound and Music Computing Conference (SMC 2012), Copenhagen, Denmark, July 2012 |
| International Computer Music Conference (ICMC 2012), Ljubljana, Slovenia, September 2012 |
| 37th International Conference
on Acoustics, Speech, and Signal Processing (ICASSP 2012), Kyoto,
Japan, March 2012 |
| 34th European Conference on
Information Retrieval (ECIR 2012), Barcelona, Spain, April 2012 |
| 8th Sound and Music Computing Conference (SMC 2011), Padova, Italy, July 2011 |
| 11th International Society for Music Information Retrieval Conference (ISMIR 2010), Utrecht, the Netherlands, August 2010 |
| 5th IEEE International Conference on Digital Information Management (ICDIM 2010), Thunder Bay, Canada, July 2010 |
| 10th International Conference on Music Information Retrieval (ISMIR 2009), Kobe, Japan, October 2009 |
| 18th International Symposium on Methodologies for Intelligent Systems (ISMIS 2009), Prague, Czech Republic, September 2009 |
| 21st International Joint Conferences on Artificial Intelligence (IJCAI-09), Pasadena, USA, July 2009 |
| IEEE Information Visualization Conference 2008 (IEEE InfoVis 2008), Columbus, USA, October 2008 |
| 9th International Conference on Music Information Retrieval (ISMIR 2008), Philadelphia, USA, September 2008 |
| 18th European Conference on Artificial Intelligence (ECAI 2008), Patras, Greece, July 2008 |
| 8th International Conference on Music Information Retrieval (ISMIR 2007), Vienna, Austria, September 2007 |
| 1st IEEE International Conference on Digital Information Management (ICDIM 2006), Bangalore, India, December 2006 |
| 7th International Conference on Music Information Retrieval (ISMIR 2006), Victoria, Canada, October 2006 |
| IEEE Visualization Conference
2005 (IEEE Vis 2005),
Minneapolis, USA, October 2005 |
Journals
| ACM Transactions on Intelligent Systems and Technology |
| IEEE Communications Magazine |
| IEEE Transactions on Multimedia |
| Journal of Mechanical Engineering Research |
| Springer Multimedia Tools and Applications |
| Springer Multimedia Systems |
Organization of Conferences and Workshops, Program Committee Membership, etc.
| Co-editor of Dagstuhl
Follow-Ups, Vol. 3: Multimodal Music Processing, Dagstuhl
Publishing, Saarbrücken/Wadern, Germany, 2012 |
| Co-editor of Springer LNCS 6817: Adaptive Multimedia Retrieval: Context, Exploration, and Fusion, Heidelberg, Germany, 2011 |
| Research Seminar "Geo-Aware Music Information Extraction from Social Media" at Universitat Pompeu Fabra, Barcelona, Spain, February 2012 |
| Research Colloquium "Social Media Mining for Music
Information Extraction" at Universidade do Porto, Portugal,
February 2012 |
| Research Seminar "Inferring
Music Similarity from Content and Context" at Free University of Bolzano,
Italy, November 2011 |
| Research Talk "Contextual Music
and User Data for Personalized Music Retrieval" at Utrecht University, the
Netherlands, September 2011 |
| Research
Talk "Web Content
Mining for Music Retrieval" at Vienna University of Technology, Austria, April
2011 |
| Research Seminar "The (Social) Web and Music, Stars and the Like" at Queen Mary, University of London, UK, March 2011 |
| Seminar on Multimodal Music Processing, Dagstuhl, Germany, January 2011 |
| Workshop on Learning the Semantics of Audio Signals (LSAS 2009), Graz, Austria, December 2009 |
Current Projects
| Personalized
Music Retrieval via
Music Content, Music Context, and User Context 2010 - 2013 Austrian Science Fund (FWF) |
| Music Retrieval Beyond Simple Audio
Similarity 2008 - 2011 Austrian National Science Foundation (FWF): Research Line "Translational Research" |
| AGMIS - Automatically Generated Music
Information System since 2007 Internal Project A music information system build upon Web-based music information extraction techniques |
| CoMIRVA - Collection of Music Information
Retrieval and Visualisation Applications since 2004 Internal Project A framework for Java-implementations of various algorithms concerning information retrieval and visualization of music and multimedia. |
Past Projects
| Clouds of Music 2006 - 2007 ImpulsProgramm creativwirtschaft Cooperation with Innomotion, Vienna; Austrian Research Centers (Resarch Studio Smart Agent Technologies); 3united mobile solutions AG, Vienna. See this link for more information. |
| Operational Models of Music Similarity for
Music Information Retrieval 2005 - 2008 Austrian National Science Foundation (FWF): Research Line "Translational Research" |
| AllThatSounds 2005 - 2008 Österreichische Forschungsförderungsgesellschaft (FFG) Cooperation with Fachhochschule (University of Applied Sciences) St. Pölten; Team Teichenberg; Audite. |
Lectures at JKU
Guest Lectures
| 02-03/2012 |
Universitat Pompeu Fabra, Barcelona, Spain |
| 09/2011 |
Utrecht University, the Netherlands |
| 02-03/2011 | Queen Mary, University of London, UK, School of Electronic Engineering and Computer Science |
Supervised Bachelor and Master Theses
| Georg Breitschopf | MSc: Personalized Playlist Generation on Mobile Android Devices | |
| Sebastian Pöll |
BSc: A Multimedia Recommender
System Based on YouTube Activities |
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| Markus Dopler |
02/2012 |
MSc: Hierarchical Navigation
Through Music Collections via Audio and Web Data |
| Bernhard Veitschegger |
02/2012 |
BSc: Automatic Generation of
BibTeX Files from PDFs via Web Mining |
| Michael Aufreiter | 12/2011 |
MSc: Web-based Information Visualization |
| Christoph Kirchmayr | MSc: User-generated Content for Personalized Music Recommendation | |
| Sebastian Huber |
12/2011 |
BSc: nepTune for Android |
| Thomas Gängler | 05/2011 |
MSc: Semantic Federation of Musical and Music-related Information for Establishing a Personal Music Knowledge Base |
| Christian Höglinger | 10/2010 | MSc: A Hierarchical, Three-dimensional User Interface for Exploring Large Music Collections |
| Andreas Krenmair | 05/2010 | MSc: Music-related Information Extraction from the Web Pages |
| Benjamin Beer | 03/2010 |
BSc: Towards a Focused Web Crawler for Music Based on Bingo! |
| Daniel Thaller | 09/2009 | BSc: Accessing the Power of YouTube to Determine Similar-Artist Relations |
| Joel Valek | 02/2009 | BSc: A Client/Server-System for Automated Song Identification |
| Andrea Salfinger | 11/2008 | BSc: Multidimensional Scaling and Tag Clouds: New Approaches for Browsing Very Large Music Collections |
| Markus Jordan | 03/2008 | MSc: Analysing and Visualising the Similarity of Web Radio Stations |
| Florian Marchl | 02/2007 | BSc: Extending the Java Swing Canvas to Support PostScript Output |
| Manfred Waldl | 11/2006 | BSc: Islands of Music 3D for Mobile Devices |
| Klaus Seyerlehner | 10/2006 | MSc: Content-based Similarity Metrics for Navigating in Music Collections |
| Markus Straub | 03/2006 | BSc: Extending the CoMIRVA Framework with Initialization Algorithms for SOM and Playlist Generation Methods |
| Richard Vogl |
10/2005 | BSc: A 3D User Interface for the CoMIRVA Framework |
Jury Memberships of Defenses
| Mohamed Sordo |
02/2012 |
PhD: Semantic Annotation of Music Collections: A Computational Approach, Universitat Pompeu Fabra, Barcelona, Spain |
Tutorials
| "Music Information Retrieval"
at ACM International
Conference on Multimedia Retrieval (ICMR), Hong Kong, June 2012 |
| "Music Information Retrieval 2.0" at 34th European Conference on Information Retrieval (ECIR), Barcelona, Spain, April 2012 |
| 03/2011 - | University | Bachelor Studies in Scandinavian Studies at University of Vienna, Dr.-Karl-Lueger-Ring 1, A-1010 Vienna |
| 23/11/2010 | University | Graduation in International Business Administration from Vienna University of Economics and Business Administration |
| 08/2008 - 01/2009 | University | Exchange Semester in International Business Administration at Handelshögskolan (Göteborgs Universitet), Vasagatan 1, Göteborg, Sweden |
| 24/07/2008 | Graduation (with distinction) in Technical Sciences from Johannes Kepler University Linz, PhD Thesis: Automatically Extracting, Analyzing, and Visualizing Information on Music Artists from the World Wide Web | |
| 10/2004 - 07/2008 | University | PhD Study in Computer Science at Johannes Kepler University Linz, Altenberger Straße 69, A-4040 Linz |
| 03/2003 - 11/2010 | University | Diploma Study in International Business Administration at Vienna University of Economics and Business Administration, Augasse 2-6, A-1090 Vienna |
| 16/03/2004 | Graduation in Computer Science from Vienna University of Technology, Master's Thesis: An Explorative, Hierarchical User Interface to Structured Music Repositories | |
| 10/1998 - 03/2004 | University | Diploma Study in Computer Science at Vienna University of Technology, Karlsplatz 13, A-1040 Vienna |
| 17/06/1998 | High School Graduation (with distinction), Fachbereichsarbeit aus Informatik | |
| 09/1990 - 06/1998 | High School | Realgymnasium, Laaer Berg-Straße 25-29, A-1100 Vienna |
| 09/1986 - 06/1990 | Primary School | Volksschule, Bernhardtstalgasse 19, A-1100 Vienna |
| 02/2009 - |
Assistant Professor at the Department of Computational Perception of the Johannes Kepler University Linz, Altenberger Straße 69, A-4040 Linz |
| 07/2005 - 01/2009 |
Research Assistant at the Department of Computational Perception of the Johannes Kepler University Linz, Altenberger Straße 69, A-4040 Linz |
| 09/2004 - 06/2005 |
Scientific Assistant at the Austrian Research Institute for Artificial Intelligence, Freyung 6/6, A-1010 Vienna |
| 03/2004 - 12/2004 | Contract for work and services: Analysis of systems for digital music distribution, Development of a prototype for intelligent music search at Austrian Research Institute for Artificial Intelligence, Freyung 6/6, A-1010 Vienna |
| 03/2004 - 07/2004 | Tutor for "Theoretical Computer Science" ("Theoretische Informatik") at Institute of Computer Languages, Theory and Logic Group, Vienna University of Technology, Karlsplatz 13, A-1040 Vienna |
| 10/2003 - 01/2004 | Teaching Assistant (Studienassistent) for "Knowledge Based Systems" ("Wissensbasierte Systeme") at Institute of Information Systems, Knowledge Based Systems Group, Vienna University of Technology, Karlsplatz 13, A-1040 Vienna |
| 07/2003 - 08/2003 | Software Engineer (MS Excel VBA) and Team Leader at Siemens AG Österreich, Gudrunstraße 11, A-1101 Vienna |
| 03/2003 - 06/2003 | Teaching Assistant (Studienassistent) for "Knowledge Based Systems" ("Wissensbasierte Systeme") at Institute of Information Systems, Knowledge Based Systems Group, Vienna University of Technology, Karlsplatz 13, A-1040 Vienna |
| 10/2002 - 01/2003 | Teaching Assistant (Studienassistent) for "Database Systems" ("Datenbanksysteme") at Institute of Information Systems, Database and Artificial Intelligence Group, Vienna University of Technology, Karlsplatz 13, A-1040 Vienna |
| 07/2002 - 08/2002 | Software Engineer (MS Access and MS Excel Applications) at Siemens AG Österreich, Gudrunstraße 11, A-1101 Vienna |
| 03/2002 - 06/2002 | Teaching Assistant (Studienassistent) for "Data Modelling" ("Datenmodellierung") at Institute of Information Systems, Database and Artificial Intelligence Group, Vienna University of Technology, Karlsplatz 13, A-1040 Vienna |
| 07/2001 - 08/2001 | Software Engineer (MS Visual Basic and Visual Basic for Applications) at Siemens AG Österreich, Gudrunstraße 11, A-1101 Vienna |
| 07/2000 | Web Designer (Interactive Panorama Views) and Hardware Assembly at Heimhilcher & Weber GmbH, Steingasse 33, A-1030 Vienna |
| 07/1999 | Heimhilcher & Weber GmbH, Steingasse 33, A-1030 Vienna |
| 08/1996, 08/1997, 07/1998 | Update EDV Dienstleistungs- und Handelsges.m.b.H., Landstraßer Hauptstraße 146, A-1030 Vienna |
| 02/1999 - 01/2000 | Civilian Service at Kinderfreunde Wien |
| German | native |
| English | excellent |
| French | proficient |
| Italian | conversant |
| Swedish | conversant |
| ISMIR (International Society for Music Information Retrieval) |
| IEEE (Institute of Electrical and Electronics Engineers) |
| ACM (Association for Computing Machinery) |
| TU Wien alumni club |