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ICTAI
2003
IEEE
15 years 2 months ago
A Novel Bag Generator for Image Database Retrieval With Multi-Instance Learning Techniques
In multi-instance learning, the training examples are bags composed of instances without labels and the task is to predict the labels of unseen bags through analyzing the training...
Zhi-Hua Zhou, Min-Ling Zhang, Ke-Jia Chen
ADBIS
2007
Springer
143views Database» more  ADBIS 2007»
15 years 3 months ago
Aggregating Multiple Instances in Relational Database Using Semi-Supervised Genetic Algorithm-based Clustering Technique
In solving the classification problem in relational data mining, traditional methods, for example, the C4.5 and its variants, usually require data transformations from datasets sto...
Rayner Alfred, Dimitar Kazakov
ICDE
2000
IEEE
189views Database» more  ICDE 2000»
15 years 10 months ago
Image Database Retrieval with Multiple-Instance Learning Techniques
In this paper, we develop and test an approach to retrieving images from an image database based on content similarity. First, each picture is divided into many overlapping region...
Cheng Yang, Tomás Lozano-Pérez
ML
2000
ACM
128views Machine Learning» more  ML 2000»
14 years 9 months ago
Reduction Techniques for Instance-Based Learning Algorithms
D. Randall Wilson, Tony R. Martinez