NEWS.md
In fcharte/mldr.datasets: R Ultimate Multilabel Dataset Repository

Changelog

Fixes issues #1, #2 and #3
Fixes writing of XML files
Improve format of ARFF data sections
Better MLD name extraction from mld$name

First release of mldr.datasets. This version includes:

59 prebuilt mldr objects/functions corresponding to the multilabel datasets detailed below.
Function check_n_load.mldr able to download new objects hosted in the repository
Specific implementation of the generic toBibtex function for mldr objects
random.kfolds and stratified.kfolds for dataset partitioning
write.mldr function to export mldr objects to MULAN, MEKA, KEEL, LibSVM and CSV file formats
The list of mldr objects ready to be used generated from the following multilabel datasets:
- 20ng ~~~ @inproceedings{, author = "Ken Lang", title = "Newsweeder: Learning to filter netnews", booktitle = "Proc. 12th International Conference on Machine Learning", pages = "331--339", year = "1995" } ~~~
- bibtex ~~~ @inproceedings{, author = "Katakis, I. and Tsoumakas, G. and Vlahavas, I.", title = "Multilabel Text Classification for Automated Tag Suggestion", booktitle = "Proc. ECML PKDD08 Discovery Challenge, Antwerp, Belgium", pages = "75-83", year = "2008" } ~~~
- birds ~~~ @article{, title="Acoustic classification of multiple simultaneous bird species: A multi-instance multi-label approach", author="Briggs, F. and Lakshminarayanan, B. and Neal, L. and Fern, X. Z. and Raich, R. and Hadley, S. J. K. and Hadley, A. S. and Betts, M. G.", journal="The Journal of the Acoustical Society of America", volume="131", number="6", pages="4640--4650", year="2012" } ~~~
- bookmarks ~~~ @inproceedings{, author = "Katakis, I. and Tsoumakas, G. and Vlahavas, I.", title = "Multilabel Text Classification for Automated Tag Suggestion", booktitle = "Proc. ECML PKDD08 Discovery Challenge, Antwerp, Belgium", pages = "75-83", year = "2008" } ~~~
- cal500 ~~~ @article{, title="Semantic annotation and retrieval of music and sound effects", author="Turnbull, Douglas and Barrington, Luke and Torres, David and Lanckriet, Gert", journal="Audio, Speech, and Language Processing, IEEE Transactions on", volume="16", number="2", pages="467--476", year="2008" } ~~~
- corel16k - 10 subsets of corel16k dataset (corel16k001 to corel16k010) ~~~ @article{, title = "Matching words and pictures", author = "Barnard, K. and Duygulu, P. and Forsyth, D. and de Freitas, N. and Blei, D. M. and Jordan, M. I.", journal = "Journal of Machine Learning Research", year = "2003", volume = "3", pages = "1107--1135", } ~~~
- corel5k ~~~ @incollection{, title="Object Recognition as Machine Translation: Learning a Lexicon for a Fixed Image Vocabulary", author="Duygulu, P. and Barnard, K. and de Freitas, J.F.G. and Forsyth, D.A.", year="2002", booktitle="Computer Vision, ECCV 2002", volume="2353", series="LNCS", pages="97-112" } ~~~
- delicious ~~~ @inproceedings{, author = "Tsoumakas, G. and Katakis, I. and Vlahavas, I.", title = "Effective and Efficient Multilabel Classification in Domains with Large Number of Labels", booktitle = "Proc. ECML/PKDD Workshop on Mining Multidimensional Data, Antwerp, Belgium, MMD08", pages = "30--44", year = "2008" } ~~~
- emotions ~~~ @incollection{, title = "Multi-Label Classification of Emotions in Music", author = "Wieczorkowska, A. and Synak, P. and Ra\'{s}, Z.", booktitle = "Intelligent Information Processing and Web Mining", year = "2006", volume = "35", chapter = "30", pages = "307--315" } ~~~
- enron ~~~ @incollection{, author = "Klimt, B. and Yang, Y.", title = "The Enron Corpus: A New Dataset for Email Classification Research", booktitle = "Proc. ECML04, Pisa, Italy", pages = "217--226", year = "2004" } ~~~
- eurlex - Training and test subsets of the DC (eurlexdc_tra and eurlexdc_test), EV (eurlexev_tra and eurlexev_test) and SM (eurlexsm_tra and eurlexsm_test) datasets ~~~ @incollection{, title="Efficient pairwise multilabel classification for large-scale problems in the legal domain", author="Mencia, E. L. and F{\"u}rnkranz, J.", booktitle="Machine Learning and Knowledge Discovery in Databases", pages="50--65", year="2008" } ~~~
- flags ~~~ @inproceedings{, title="A genetic algorithm for optimizing the label ordering in multi-label classifier chains", author="Goncalves, E. C. and Plastino, A. and Freitas, A. A.", booktitle="Tools with Artificial Intelligence (ICTAI), 2013 IEEE 25th International Conference on", pages="469--476", year="2013", } ~~~
- genbase ~~~ @inproceedings{, title = "Protein Classification with Multiple Algorithms", author = "Diplaris, S. and Tsoumakas, G. and Mitkas, P. and Vlahavas, I.", booktitle = "Proc. 10th Panhellenic Conference on Informatics, Volos, Greece, PCI05", year = "2005", pages = "448--456" } ~~~
- imdb ~~~ @article{, title = "Classifier chains for multi-label classification", author = "Read, J. and Pfahringer, B. and Holmes, G. and Frank, E.", journal = "Machine Learning", year = "2011", volume="85", issue="3", pages = "333--359" } ~~~
- langlog ~~~ @phdthesis{, title="Scalable multi-label classification", author="Read, Jesse", year="2010", school="University of Waikato" } ~~~
- mediamill ~~~ @inproceedings{, title = "The challenge problem for automated detection of 101 semantic concepts in multimedia", author = "Snoek, C. G. M. and Worring, M. and van Gemert, J. C. and Geusebroek, J. M. and Smeulders, A. W. M.", booktitle = "Proc. 14th ACM International Conference on Multimedia, MULTIMEDIA06, year = "2006", pages = "421--430" } ~~~
- medical ~~~ @inproceedings{, title = "Automatic Code Assignment to Medical Text", author = "Crammer, K. and Dredze, M. and Ganchev, K. and Talukdar, P. P. and Carroll, S.", booktitle = "Proc. Workshop on Biological, Translational, and Clinical Language Processing, Prague, Czech Republic, BioNLP07", year = "2007", pages = "129--136" } ~~~
- nuswide - Dataset with original representation (nuswide_BoW) and cVLAD+ representation (nuswide_VLAD) ~~~ @inproceedings{, title="NUS-WIDE: a real-world web image database from National University of Singapore", author="Chua, Tat-Seng and Tang, Jinhui and Hong, Richang and Li, Haojie and Luo, Zhiping and Zheng, Yantao", booktitle="Proceedings of the ACM international conference on image and video retrieval", pages="48", year="2009", } ~~~
- ohsumed ~~~ @inproceedings{, title="Text Categorization with Suport Vector Machines: Learning with Many Relevant Features", author="Joachims, Thorsten", booktitle="Proc. 10th European Conference on Machine Learning", pages="137--142", year="1998" } ~~~
- rcv1 - Five subsets of the RCV1 dataset with all the features (rcv1sub1 to rcv1sub5) and a subset with only 500 features selected (reutersk500) ~~~ @article{, title="RCV1: A new benchmark collection for text categorization research", author="Lewis, D. D. and Yang, Y. and Rose, T. G. and Li, F.", journal="The Journal of Machine Learning Research", volume="5", pages="361--397", year="2004" } ~~~
- scene ~~~ @article{, title = "Learning multi-label scene classification", author = "Boutell, M. and Luo, J. and Shen, X. and Brown, C.", journal = "Pattern Recognition", year = "2004", volume = "37", number = "9", pages = "1757--1771", } ~~~
- slashdot ~~~ @article{, title = "Classifier chains for multi-label classification", author = "Read, J. and Pfahringer, B. and Holmes, G. and Frank, E.", journal = "Machine Learning", year = "2011", volume = "85", issue = "3", pages = "333--359" } ~~~
- stackex - Set of six datasets (stackex_chemistry, stackex_chess, stackex_coffee, stackex_cooking, stackex_cs and stackex_philosophy) generated from Stack Exchange forums ~~~ @inproceedings{, title="QUINTA: A question tagging assistant to improve the answering ratio in electronic forums", author="Charte, Francisco and Rivera, Antonio J. and del Jesus, Maria J. and Herrera, Francisco", booktitle="EUROCON 2015 - International Conference on Computer as a Tool (EUROCON), IEEE", year="2015", pages="1-6", month="Sept" } ~~~
- tmc2007 - Full dataset (tmc2007) and version with only 500 features selected (tmc2007_500) ~~~ @inproceedings{, title="Discovering recurring anomalies in text reports regarding complex space systems", author="Srivastava, A. N. and Zane-Ulman, B.", booktitle="Aerospace Conference", pages="3853--3862", year="2005", } ~~~
- yahoo - 11 datasets generated from Yahoo! directory (yahoo_arts, yahoo_business, yahoo_computers, yahoo_education, yahoo_entertainment, yahoo_health, yahoo_recreation, yahoo_reference, yahoo_science, yahoo_social, yahoo_society) ~~~ @inproceedings{, title="Parametric mixture models for multi-labeled text", author="Ueda, N. and Saito, K.", booktitle="Advances in neural information processing systems", pages="721--728", year="2002" } ~~~
- yeast ~~~ @inproceedings{, title = "A Kernel Method for Multi-Labelled Classification", author = "Elisseeff, A. and Weston, J.", booktitle = "Advances in Neural Information Processing Systems", year = "2001", volume = "14", pages = "681--687", } ~~~