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» Generalization Error Bounds Using Unlabeled Data
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ICASSP
2010
IEEE
13 years 8 months ago
Search-Based Automatic Image Annotation via Flickr Photos Using Tag Expansion
Exponentially growing photo collections motivate the needs for automatic image annotation for effective manipulations (e.g., search, browsing). Most of the prior works rely on sup...
Liang-Chi Hsieh, Winston H. Hsu
ISSTA
2010
ACM
13 years 10 months ago
Analysis of invariants for efficient bounded verification
SAT-based bounded verification of annotated code consists of translating the code together with the annotations to a propositional formula, and analyzing the formula for specifica...
Juan P. Galeotti, Nicolás Rosner, Carlos L&...
MM
2006
ACM
218views Multimedia» more  MM 2006»
14 years 2 months ago
SmartLabel: an object labeling tool using iterated harmonic energy minimization
Labeling objects in images is an essential prerequisite for many visual learning and recognition applications that depend on training data, such as image retrieval, object detecti...
Wen Wu, Jie Yang
KDD
2008
ACM
207views Data Mining» more  KDD 2008»
14 years 8 months ago
Active learning with direct query construction
Active learning may hold the key for solving the data scarcity problem in supervised learning, i.e., the lack of labeled data. Indeed, labeling data is a costly process, yet an ac...
Charles X. Ling, Jun Du
AAAI
1990
13 years 9 months ago
Parsing a Natural Language Using Mutual Information Statistics
The purpose of this paper is to characterize a constituent boundary parsing algorithm, using an information-theoretic measure called generalized mutual information, which serves a...
David M. Magerman, Mitchell P. Marcus