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19951990s
Vladimir Vapnik
Co-inventor of Support Vector Machines and statistical learning theory.
Organizations
AT&T Bell LabsInstitute of Control Sciences (Moscow)Facebook AI
Major Achievements
- •Co-invented the Support Vector Machine (along with Corinna Cortes).
- •Co-developed the foundational Vapnik–Chervonenkis (VC) theory of statistical learning.
- •His rigorous mathematical approach to generalization dominated ML until deep learning resurged.
Key Papers
- Support-Vector Networks
Corinna Cortes, Vladimir Vapnik · Machine Learning · 1995
- The Nature of Statistical Learning Theory
Vladimir N. Vapnik · Springer · 1995