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Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction
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Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 1 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 2 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 3 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 4 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 5 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 6 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 7 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 8 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 9 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 10 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 11 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 12 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 13 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 14 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 15 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 16 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 17 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 18 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 19 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 20 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 21 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 22 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 23 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 24 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 25 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 26 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 27 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 28 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 29 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 30 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 31 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 32 Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction Slide 33
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Statistical Network Models: How to Leverage Network Structure to Improve Estimation & Prediction

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Networks are a natural representation of complex systems across domains, from social, to biological, to technological. Modeling the dynamics and structure of networks is central to the understanding of these systems and have a huge economic impact. However, the characteristics of network data captured from online complex systems present a number of challenges to the design and evaluation of machine learning methods. This talk will outline some of the important algorithmic and evaluation challenges that arise due to the massive size, streaming nature and heterogenous structure of complex networks, and discuss statistical online methods, unbiased and shrinkage estimators, as well as learning techniques to address some of these challenges.

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Networks are a natural representation of complex systems across domains, from social, to biological, to technological. Modeling the dynamics and structure of networks is central to the understanding of these systems and have a huge economic impact. However, the characteristics of network data captured from online complex systems present a number of challenges to the design and evaluation of machine learning methods. This talk will outline some of the important algorithmic and evaluation challenges that arise due to the massive size, streaming nature and heterogenous structure of complex networks, and discuss statistical online methods, unbiased and shrinkage estimators, as well as learning techniques to address some of these challenges.

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