Some New Bounds on the Generalization Error of Combined Classifiers. - Vladimir Koltchinskii; Dmitriy Panchenko; Fernando Lozano (NIPS, 2000)

Improved sample complexity estimates for statistical learning control of uncertain systems. - Vladimir Koltchinskii; Chaouki T. Abdallah; Marco Ariola; Peter Dorato; Dmitry Panchenko (IEEE Trans. Autom. Control., 2000)

Further Explanation of the Effectiveness of Voting Methods: The Game between Margins and Weights. - Vladimir Koltchinskii; Dmitriy Panchenko; Fernando Lozano (COLT/EuroCOLT, 2001)

Some Local Measures of Complexity of Convex Hulls and Generalization Bounds. - Olivier Bousquet; Vladimir Koltchinskii; Dmitriy Panchenko (COLT, 2002)

Generalization Bounds for Voting Classifiers Based on Sparsity and Clustering. - Vladimir Koltchinskii; Dmitry Panchenko; Savina Andonova (COLT, 2003)

Deviation inequality for monotonic Boolean functions with application to the number of k-cycles in a random graph. - Dmitry Panchenko (Random Struct. Algorithms, 2004)

Permutation Tests for Classification. - Polina Golland; Feng Liang; Sayan Mukherjee 001; Dmitry Panchenko (COLT, 2005)

Local Bounds based on Log-Concavity Property of the Error Probability in Wireless Communication Systems - Andrea Conti 001; Dmitry Panchenko; Sergiy Sidenko; Velio Tralli (CoRR, 2007)

Log-concavity property of the error probability with application to local bounds for wireless communications. - Andrea Conti 001; Dmitry Panchenko; Sergiy Sidenko; Velio Tralli (IEEE Trans. Inf. Theory, 2009)

On the K-sat model with large number of clauses. - Dmitry Panchenko (Random Struct. Algorithms, 2018)

Strong replica symmetry in high-dimensional optimal Bayesian inference. - Jean Barbier; Dmitry Panchenko (CoRR, 2020)

Strong replica symmetry for high-dimensional disordered log-concave Gibbs measures. - Jean Barbier; Dmitry Panchenko; Manuel Sáenz (CoRR, 2020)

Performance of Bayesian linear regression in a model with mismatch. - Jean Barbier; Wei-Kuo Chen; Dmitry Panchenko; Manuel Sáenz (CoRR, 2021)