Solving the multiple instance problem with axis-parallel rectangles
Artificial Intelligence
A framework for multiple-instance learning
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
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An interactive document search is introduced. It is a document search that allows a user to report to the search engine their opinion on how relevant each document is. The search engine then uses this information to narrow down the list of documents given to a user as a result of the search. It is proposed that there are three types of keywords: general keywords; hidden keywords; and negative keywords, that the search engine needs to uncover. The problem is then redefined as Multi-Class Multiple-Instance learning problem where the Multi-Class Diverse Density method developed as part of this research was used to find the solution.