Jyrki Kivinen, Manfred K. Warmuth, Peter Auer. The Perceptron Algorithm Versus Winnow: Linear Versus Logarithmic Mistake Bounds when Few Input Variables are Relevant (Technical Note). Artificial Intelligence, 97(1-2):325-343, 1997. [doi]
@article{KivinenWA97, title = {The Perceptron Algorithm Versus Winnow: Linear Versus Logarithmic Mistake Bounds when Few Input Variables are Relevant (Technical Note)}, author = {Jyrki Kivinen and Manfred K. Warmuth and Peter Auer}, year = {1997}, doi = {10.1016/S0004-3702(97)00039-8}, url = {http://dx.doi.org/10.1016/S0004-3702(97)00039-8}, researchr = {https://researchr.org/publication/KivinenWA97}, cites = {0}, citedby = {0}, journal = {Artificial Intelligence}, volume = {97}, number = {1-2}, pages = {325-343}, }