%0 Conference Paper %1 kdml7 %A Busche, Andre %A Krohn-Grimberghe, Artus %A Schmidt-Thieme., Lars %B Proceedings of LWA2010 - Workshop-Woche: Lernen, Wissen & Adaptivitaet %C Kassel, Germany %D 2010 %E Atzmüller, Martin %E Benz, Dominik %E Hotho, Andreas %E Stumme, Gerd %K collaborative filtering markov-chain music playlist recommendation recommender room:0446 session:kdml2 system workshop:kdml %T Mining Music Playlogs for Next Song Recommendations %U http://www.kde.cs.uni-kassel.de/conf/lwa10/papers/kdml7.pdf %X Recommender systems are popular social web tools, because they can address information overload and provide personalization of results rec05. This paper presents a collaborative approach to music playlist recommendation in a large scale scenario. We show that a simple markov-chain based algorithm improves performance compared to baseline models when neither content, nor user metadata is available. The lack of content-based features makes this task particularly hard.

@inproceedings{kdml7, abstract = {Recommender systems are popular social web tools, because they can address information overload and provide personalization of results \cite{rec05}. This paper presents a collaborative approach to music playlist recommendation in a large scale scenario. We show that a simple markov-chain based algorithm improves performance compared to baseline models when neither content, nor user metadata is available. The lack of content-based features makes this task particularly hard.}, added-at = {2010-10-05T14:15:12.000+0200}, address = {Kassel, Germany}, author = {Busche, Andre and Krohn-Grimberghe, Artus and Schmidt-Thieme., Lars}, biburl = {https://www.bibsonomy.org/bibtex/254d952d325c5f26bececd3c3fc87b59c/lwa2010}, booktitle = {Proceedings of LWA2010 - Workshop-Woche: Lernen, Wissen {\&} Adaptivitaet}, crossref = {lwa2010}, editor = {Atzmüller, Martin and Benz, Dominik and Hotho, Andreas and Stumme, Gerd}, interhash = {9569d3398f7e720c2ff034fa84e0150b}, intrahash = {54d952d325c5f26bececd3c3fc87b59c}, keywords = {collaborative filtering markov-chain music playlist recommendation recommender room:0446 session:kdml2 system workshop:kdml}, presentation_end = {2010-10-05 16:55:00}, presentation_start = {2010-10-05 16:45:00}, room = {0446}, session = {kdml2}, timestamp = {2010-10-05T14:15:14.000+0200}, title = {Mining Music Playlogs for Next Song Recommendations}, track = {kdml}, url = {http://www.kde.cs.uni-kassel.de/conf/lwa10/papers/kdml7.pdf}, year = 2010 }