TY - GEN
T1 - Tools for semantic annotation of taxonomic descriptions
AU - Cui, Hong
AU - Sanyal, Partha Pratim
AU - Yu, Chunshui
PY - 2010
Y1 - 2010
N2 - A software application for automated semantic annotation of taxonomic, especially morphological, descriptions is reported in this paper. The tool is based on unsupervised machine learning methods. It is designed to annotate descriptions in a deviated syntax that is not normal English but often used in morphological descriptions. The unsupervised annotation system does not need any training examples to annotate text descriptions. It uses a relevant glossary available to it but aims to learn as much information as possible from the text itself. Tools such as this are needed to reformat free-text or OCRed taxonomic documents to a semantic-explicit format for easy and intelligent access, providing character data for phylogenetic research, climate impact on biodiversity, and traditional biosystematics research.
AB - A software application for automated semantic annotation of taxonomic, especially morphological, descriptions is reported in this paper. The tool is based on unsupervised machine learning methods. It is designed to annotate descriptions in a deviated syntax that is not normal English but often used in morphological descriptions. The unsupervised annotation system does not need any training examples to annotate text descriptions. It uses a relevant glossary available to it but aims to learn as much information as possible from the text itself. Tools such as this are needed to reformat free-text or OCRed taxonomic documents to a semantic-explicit format for easy and intelligent access, providing character data for phylogenetic research, climate impact on biodiversity, and traditional biosystematics research.
KW - Morphological descriptions
KW - Semantic annotation
KW - Software applications
KW - Supervised machine learning
KW - Unsupervised machine learning
UR - http://www.scopus.com/inward/record.url?scp=78649250203&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=78649250203&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-15384-6_54
DO - 10.1007/978-3-642-15384-6_54
M3 - Conference contribution
AN - SCOPUS:78649250203
SN - 3642153836
SN - 9783642153839
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 506
EP - 516
BT - Knowledge-Based and Intelligent Information and Engineering Systems - 14th International Conference, KES 2010, Proceedings
T2 - 14th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems, KES 2010
Y2 - 8 September 2010 through 10 September 2010
ER -