Title: A STACKED GRAPHICAL MODEL FOR ASSOCIATING SUB-IMAGES WITH SUB-CAPTIONS
Abstract: Biocomputing 2007, pp. 257-268 (2006) No AccessA STACKED GRAPHICAL MODEL FOR ASSOCIATING SUB-IMAGES WITH SUB-CAPTIONSZHENZHEN KOU, WILLIAM W. COHEN and ROBERT F. MURPHYZHENZHEN KOUMachine Learning Department, Carnegie Mellon University, 5000 Forbes Avenue, Pittsburgh, PA 15213, USA, WILLIAM W. COHENMachine Learning Department, Carnegie Mellon University, 5000 Forbes Avenue, Pittsburgh, PA 15213, USA and ROBERT F. MURPHYMachine Learning Department, Carnegie Mellon University, 5000 Forbes Avenue, Pittsburgh, PA 15213, USAhttps://doi.org/10.1142/9789812772435_0025Cited by:3 PreviousNext AboutSectionsPDF/EPUB ToolsAdd to favoritesDownload CitationsTrack CitationsRecommend to Library ShareShare onFacebookTwitterLinked InRedditEmail Abstract: There is extensive interest in mining data from full text. We have built a system called SLIF (for Subcellular Location Image Finder), which extracts information on one particular aspect of biology from a combination of text and images in journal articles. Associating the information from the text and image requires matching sub-figures with the sentences in the text. We introduce a stacked graphical model, a meta-learning scheme to augment a base learner by expanding features based on related instances, to match the labels of sub-figures with labels of sentences. The experimental results show a significant improvement in the matching accuracy of the stacked graphical model (81.3%) as compared with a relational dependency network (70.8%) or the current algorithm in SLIF (64.3%). FiguresReferencesRelatedDetailsCited By 3Structured Literature Image Finder: Extracting Information from Text and Images in Biomedical LiteratureLuís Pedro Coelho, Amr Ahmed, Andrew Arnold, Joshua Kangas and Abdul-Saboor Sheikh et al.1 Jan 2010Structured Literature Image Finder: Parsing Text and Figures in Biomedical LiteratureAmr Ahmed, Andrew Arnold, Luis Pedro Coelho, Joshua Kangas and Abdul-Saboor Sheikh et al.1 Jan 2010 | SSRN Electronic Journal, Vol. 21Stacked Gaussian Process LearningMarion Neumann, Kristian Kersting, Zhao Xu and Daniel Schulz1 Dec 2009 Biocomputing 2007Metrics History PDF download