The Organization and Visualization of Document Corpora: A Probabilistic Approach. - Mark A. Girolami; Alexei Vinokourov; Ata Kabán (DEXA Workshop, 2000)

Probabilistic Hierarchical Clustering Method for Organizing Collections of Text Documents. - Alexei Vinokourov; Mark A. Girolami (ICPR, 2000)

String Kernels, Fisher Kernels and Finite State Automata. - Craig Saunders; John Shawe-Taylor; Alexei Vinokourov (NIPS, 2002)

Inferring a Semantic Representation of Text via Cross-Language Correlation Analysis. - Alexei Vinokourov; John Shawe-Taylor; Nello Cristianini (NIPS, 2002)

Kernel Methods for Document Filtering. - Nicola Cancedda; Cyril Goutte; Jean-Michel Renders; Nicolò Cesa-Bianchi; Alex Conconi; Yaoyong Li; John Shawe-Taylor; Alexei Vinokourov; Thore Graepel; Claudio Gentile (TREC, 2002)

A Probabilistic Framework for the Hierarchic Organisation and Classification of Document Collections. - Alexei Vinokourov; Mark A. Girolami (J. Intell. Inf. Syst., 2002)

Report on CLEF-2003 Experiments: Two Ways of Extracting Multilingual Resources from Corpora. - Nicola Cancedda; Hervé Déjean; Éric Gaussier; Jean-Michel Renders; Alexei Vinokourov (CLEF (Working Notes), 2003)

The organisation and retrieval of document collections: a machine learning approach. - Alexei Vinokourov (2003)

A probabilistic framework for mismatch and profile string kernels. - Alexei Vinokourov; Andrei N. Soklakov; Craig Saunders (ESANN, 2005)