Showing stat.MLShow all
2 papers · 1 filter
stat.ML2026
Hard labels sampled from sparse targets mislead rotation invariant algorithms
Avrajit Ghosh, Bin Yu, Manfred Warmuth +1
One of the most common machine learning setups is logistic regression. In many classification models, including neural networks, the final prediction is obtained by applying a logi…
stat.ML2024
Noise misleads rotation invariant algorithms on sparse targets
Manfred K. Warmuth, Wojciech Kotłowski, Matt Jones +1
It is well known that the class of rotation invariant algorithms are suboptimal even for learning sparse linear problems when the number of examples is below the "dimension" of the…