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Identification of monotonically classifying pairs of genes for ordinal disease outcomes. [PDF]

open access: yesBioinform Adv
Fourquet O   +6 more
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Online Algorithms with Advice

ACM Computing Surveys, 2016
In online scenarios requests arrive over time, and each request must be serviced in an irrevocable manner before the next request arrives. Online algorithms with advice is an area of research where one attempts to measure how much knowledge of future requests is necessary to achieve a given performance level, as defined by the competitive ratio.
Joan Boyar   +4 more
openaire   +2 more sources

An online clustering algorithm

2011 Eighth International Conference on Fuzzy Systems and Knowledge Discovery (FSKD), 2011
This paper presents a new online clustering algorithm called SAFN which is used to learn continuously evolving clusters from non-stationary data. The SAFN uses a fast adaptive learning procedure to take into account variations over time. In non-stationary and multi-class environment, the SAFN learning procedure consists of five main stages: creation ...
Kan Li, Fenglan Yao, Ruipeng Liu
openaire   +1 more source

Online Pairwise Learning Algorithms

Neural Computation, 2016
Pairwise learning usually refers to a learning task that involves a loss function depending on pairs of examples, among which the most notable ones are bipartite ranking, metric learning, and AUC maximization. In this letter we study an online algorithm for pairwise learning with a least-square loss function in an unconstrained setting of a reproducing
Yiming Ying, Ding-Xuan Zhou
openaire   +2 more sources

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