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Top-k eXtreme Contextual Bandits with Arm Hierarchy
Motivated by modern applications, such as online advertisement and recom...
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Dynamic Local Regret for Non-convex Online Forecasting
We consider online forecasting problems for non-convex machine learning ...
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Deep Factors for Forecasting
Producing probabilistic forecasts for large collections of similar and/o...
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A Local Regret in Nonconvex Online Learning
We consider an online learning process to forecast a sequence of outcome...
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Invariances and Data Augmentation for Supervised Music Transcription
This paper explores a variety of models for frame-based music transcript...
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Semantic Word Clusters Using Signed Normalized Graph Cuts
Vector space representations of words capture many aspects of word simil...
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Finding Linear Structure in Large Datasets with Scalable Canonical Correlation Analysis
Canonical Correlation Analysis (CCA) is a widely used spectral technique...
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Dean Foster
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