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» On the Complexity of Train Assignment Problems
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127
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CIKM
2009
Springer
15 years 7 months ago
Improving binary classification on text problems using differential word features
We describe an efficient technique to weigh word-based features in binary classification tasks and show that it significantly improves classification accuracy on a range of proble...
Justin Martineau, Tim Finin, Anupam Joshi, Shamit ...
140
Voted
GECCO
1999
Springer
133views Optimization» more  GECCO 1999»
15 years 8 months ago
Evolution of Goal-Directed Behavior from Limited Information in a Complex Environment
In this paper, we apply an evolutionary algorithm to learning behavior on a novel, interesting task to explore the general issue of learning e ective behaviors in a complex enviro...
Matthew R. Glickman, Katia P. Sycara
125
Voted
WEBI
2004
Springer
15 years 9 months ago
Semi-Structured Complex List Extraction
The semi-structured information available in HTML and similar documents provide valuable information that can be used for information extraction applications. This information tog...
Anders Arpteg
149
Voted
ICPR
2002
IEEE
16 years 4 months ago
Object Detection in Images: Run-Time Complexity and Parameter Selection of Support Vector Machines
In this paper we address two aspects related to the exploitation of Support Vector Machines (SVM) for classification in real application domains, such as the detection of objects ...
Nicola Ancona, Grazia Cicirelli, Ettore Stella, Ar...
138
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JMLR
2010
136views more  JMLR 2010»
14 years 10 months ago
Reducing Label Complexity by Learning From Bags
We consider a supervised learning setting in which the main cost of learning is the number of training labels and one can obtain a single label for a bag of examples, indicating o...
Sivan Sabato, Nathan Srebro, Naftali Tishby