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Is there a role for statistics in artificial intelligence?
The research on and application of artificial intelligence (AI) has triggered a comprehensive scientific, economic, social and political discussion.
Quantitative Robustness of Localized Support Vector Machines
The huge amount of available data nowadays is a challenge for kernel-based machine learning algorithms like SVMs with respect to runtime and storage capacities.
Machine Learning in Official Statistics
In the first half of 2018, the Federal Statistical Office of Germany (Destatis) carried out a "Proof of Concept Machine Learning" as part of its Digital Agenda.
Universal Consistency and Robustness of Localized Support Vector Machines
The massive amount of available data potentially used to discover patters in machine learning is a challenge for kernel based algorithms with respect to runtime and storage capacities.
A short note on extension theorems and their connection to universal consistency in machine learning
Statistical machine learning plays an important role in modern statistics and computer science.
