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FOIKS
2008
Springer
16 years 3 months ago
Cost-minimising strategies for data labelling : optimal stopping and active learning
Supervised learning deals with the inference of a distribution over an output or label space $\CY$ conditioned on points in an observation space $\CX$, given a training dataset $D$...
Christos Dimitrakakis, Christian Savu-Krohn
ICCD
2006
IEEE
117views Hardware» more  ICCD 2006»
16 years 3 months ago
System-Level Energy Modeling for Heterogeneous Reconfigurable Chip Multiprocessors
—Field-Programmable Gate Array (FPGA) technology is characterized by continuous improvements that provide new opportunities in system design. Multiprocessors-ona-Programmable-Chi...
Xiaofang Wang, Sotirios G. Ziavras
CVPR
2010
IEEE
16 years 2 months ago
Learning Full Pairwise Affinities for Spectral Segmentation
This paper studies the problem of learning a full range of pairwise affinities gained by integrating local grouping cues for spectral segmentation. The overall quality of the spect...
Tae Hoon Kim (Seoul National University), Kyoung M...
CVPR
2010
IEEE
16 years 2 months ago
SPEC Hashing: Similarity Preserving algorithm for Entropy-based Coding
Searching approximate nearest neighbors in large scale high dimensional data set has been a challenging problem. This paper presents a novel and fast algorithm for learning binary...
Ruei-Sung Lin, David Ross, Jay Yagnik
CVPR
2010
IEEE
16 years 2 months ago
Breaking the interactive bottleneck in multi-class classification with active selection and binary feedback
Multi-class classification schemes typically require human input in the form of precise category names or numbers for each example to be annotated – providing this can be impra...
Ajay Joshi, Fatih Porikli, Nikolaos Papanikolopoul...