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Automated Hypothesis Generation Based on Mining Scientific Literature
Published on Oct 07, 20144617 Views
Keeping up with the ever-expanding flow of data and publications is untenable and poses a fundamental bottleneck to scientific progress. Current search technologies typically find many relevant docume
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Chapter list
Automated Hypothesis Generation Based on Mining Scientific Literature00:00
Data Overflow00:18
Publication Overflow00:57
Big Literature Problem - 101:23
Big Literature Problem - 201:50
A Knowledge Integration Toolkit - 102:10
Proof of Principle03:34
A Knowledge Integration Toolkit - 204:39
Biological Entity Similarity Network05:42
A Knowledge Integration Toolkit - 306:24
Discovery End to End Workflow06:46
Kinase Similarity Tree07:21
Algorithm08:16
A Knowledge Integration Toolkit - 408:37
Entity Similarity Tree08:59
Retrospective Control09:29
Leave-One-Out Experiments - 110:45
Leave-One-Out Experiments - 211:10
Leave-One-Out Experiments - 311:28
Bona Fide Experimental Validation11:39
A Knowledge Integration Toolkit - 512:51