@inproceedings{d739e0e31a704438add864d533c50cc5,
title = "Online biomedical publication classification using Multi-Instance Multi-Label algorithms with feature reduction",
abstract = "Text annotation, the assignment of metadata to documents, requires significant time and effort when performed by humans. A variety of text mining methods have been used to automate this process, many of them based on either keyword extraction or word counts. However, when using keywords as text classification features, it is common to find that (1) the number of training instances is much less than the number of features extracted. This complexity affects text classification performance. Another challenge is (2) the assignment of multiple, non-exclusive labels to the documents (multi-label classification). This problem makes text classification more complicated when compared with single label classification. We use, as an example, a set of expertly labeled documents from the human functional neuroimaging literature, and we apply a Multi-instance Multi-label (MIML) classification algorithm to the problem. To address (1), we apply a feature reduction approach to reduce the feature dimension. For (2) we use an MIML algorithm called MIMLfast to implement the multi-label classification.",
keywords = "feature reduction, multi-instance multi-label classification, multi-label classification, neuroinformatics, text annotation, text mining",
author = "Dong Ren and Long Ma and Yanqing Zhang and Raj Sunderraman and Fox, {Peter T.} and Laird, {Angela R.} and Turner, {Jessica A.} and Turner, {Matthew D.}",
note = "Publisher Copyright: {\textcopyright} 2015 IEEE.; 14th IEEE International Conference on Cognitive Informatics and Cognitive Computing, ICCI*CC 2015 ; Conference date: 06-07-2015 Through 08-07-2015",
year = "2015",
month = sep,
day = "11",
doi = "10.1109/ICCI-CC.2015.7259391",
language = "English (US)",
series = "Proceedings of 2015 IEEE 14th International Conference on Cognitive Informatics and Cognitive Computing, ICCI*CC 2015",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "234--241",
editor = "Philip Chen and Zadeh, {Lotfi A.} and Ning Ge and Yingxu Wang and Xiaoming Tao and Jianhua Lu and Newton Howard and Bo Zhang",
booktitle = "Proceedings of 2015 IEEE 14th International Conference on Cognitive Informatics and Cognitive Computing, ICCI*CC 2015",
address = "United States",
}