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6a.013.DU - 3-D Information Visualization Based on Citation Mining and Cognitive Computing

Project - Summary

In this project, we investigated novel computational methods for discovering useful patterns and knowledge from the data sets of two specific domains: 1. The Web of Science mentions in scientific publications and 2. Physical activity data of COPD patients captured by monitoring devices. For the first data set, we explored the application of cutting edge machine learning and natural language processing (NLP) techniques to a subset of both meta-data and full-text scientific publications in hopes of finding new ways for users to derive actionable insights from this content. For the second data set, we applied a variety of statistical and machine learning techniques for visualizing, modeling, and predicting patients’ behaviors. A visualization tool has been developed for the first data set and meaningful and useful analytic results have been reported back to the IAB mentor of the second data set.

Project - Team

Team Member Role Email Phone Number Academic Site/IAB
Yuan An PI Not available (215) 895-2633 Drexel University
Yizhou Zang Researcher Not available Drexel University
Haolin Hong Researcher Not available Drexel University
Matthew Marschall REU student Not available Not available Drexel University
Rachel Fisher REU student Not available Not available Drexel University
Siling Chen Co-op student Not available Not available Drexel University
Parth Sharma Co-op student Not available Not available Drexel University
Nick Locantore Project Mentor Not available GlaxoSmithKline (GSK)
Jason Rollins Project Mentor Not available Clarivate Analtyics

Project - Deliverables

1 Algorithms for applying cognitive computing and deep learning analysis for IAB data sets and problems.
2 Methods for integrating simulation, analytics, and visualization for network exploration and pattern recognition.
3 Visualization interfaces to support pattern recognition and knowledge discovery.
4 Prototypes in selected domains.

Project - Presentation Video

Project - Documents

FilenameFilesizeLast modified
6a.013.du_cvdi_project_deep_dive_narration.pptx29.2 MiB2019/08/14 15:33
6a.013.du_cvdi_project_deep_dive.pptx8.1 MiB2019/08/14 15:33
6a.013.du_quad_chart.pptx1.2 MiB2019/08/14 15:33
6a.013.du_ppt_presentation.pptx65.0 KiB2019/08/14 15:33
6a.013.du_poster_ppt.pptx1.2 MiB2019/08/14 15:33
6a.013.du_poster_pdf.pdf684.5 KiB2019/08/14 15:33
6a.013.du_executive_summary_revised.docx50.9 KiB2019/08/14 15:33
6a.013.du_cvdi_final_project_report_year_6_revised_05.08.18_at_10.47am.docx2.0 MiB2019/08/14 15:33
6a.013.du_executive_summary_original.docx50.6 KiB2019/08/14 15:33
6a.013.du_poster_2018_spring_meeting.pptx958.0 KiB2019/08/14 15:33
6a.013.du_deep_neural_embeddings_for_knowledge_poster_2017_fall_meeting.pptx126.8 KiB2019/08/14 15:33
6a.013.du_confluence_project_page.pdf158.3 KiB2019/08/14 15:32
6a.013.du_cvdi_mid-year_report.docx238.9 KiB2019/08/14 15:32
projects/year6/6a.013.du.txt · Last modified: 2019/08/14 16:12 by sally.johnson