Causal analysis
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TEC: A young conference for an emerging field
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This year, the National Association for Business Economics’ Tech Economic Conference (TEC) is convening for only the fourth time. Amazon is one the ...

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Explaining changes in real-world data
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The success of deep learning is a testament to the power of statistical correlation: if certain image features are consistently correlated with the label ...

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Improving explainable AI’s explanations
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Explainability is an important research topic in AI today. If we’re going to trust deep-learning systems to make decisions for us, we often want to know why ...

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Determining causality in correlated time series
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Given observed time series and a target time series of interest, can we identify the causes of the target, without excluding the presence of hidden time ...

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NeurIPS luminaries on the future of AI
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On the cusp of this year’s NeurIPS conference, three AI luminaries and Amazon-affiliated researchers — all of whom have given the conference’s major named ...

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Interpretable ensemble models improve product retrieval
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The field of machine learning is evolving at a rapid pace, with the regular release of new models that promise improvements over their predecessors. ...

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Amazon helps create first conference on causal learning and reasoning
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The Causal Learning and Reasoning (CLeaR) conference — the first international conference on causal learning and reasoning — will launch next week in ...

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AWS contributes novel causal machine learning algorithms to DoWhy Python library
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We are excited to announce that we are open-sourcing causal machine learning (ML) algorithms that are the result of years of Amazon research on graphical ...

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New method identifies the root causes of statistical outliers
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Outliers are rare observations where a system deviates from its usual behavior. They arise in many real-world applications (e.g., medicine, finance) and ...

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ICML: Where causality meets machine learning
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Dominik Janzing, a principal research scientist with Amazon Web Services, is a coauthor on four of Amazon’s 18 papers at this year’s International ...

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