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Vladimir Ouzienko

Possible papers associated with this exact author name in Arrow. This page groups case-insensitive exact name matches and is not a full identity disambiguation profile.

2 papers
1 author row

Possible papers

2

ECAI Conference 2010 Conference Paper

Prediction of Attributes and Links in Temporal Social Networks

  • Vladimir Ouzienko
  • Yuhong Guo
  • Zoran Obradovic

The analysis of social networks often assumes the time invariant scenario while in practice node attributes and links in such networks often evolve over time. In this paper, we propose a new method to predict node attributes and links in temporal networks.

ECAI Conference 2010 Conference Paper

Regression Learning with Multiple Noisy Oracles

  • Kosta Ristovski
  • Debasish Das
  • Vladimir Ouzienko
  • Yuhong Guo
  • Zoran Obradovic

In regression learning, it is often difficult to obtain the true values of the label variables, while multiple sources of noisy estimates of lower quality are readily available. To address this problem, we propose a new Bayesian approach that learns a regression model from data with noisy labels provided by multiple oracles. The proposed method provides closed form solution for model parameters and is applicable to both linear and nonlinear regression problems. In our experiments on synthetic and benchmark datasets this new regression model was consistently more accurate than a model trained with averaged estimates from multiple oracles as labels.

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