Jan Rupnik

Regression Canonical Correlation Analysis (2008)

Rupnik, Jan, Fortuna, Blaz

In this paper we present Regression Canonical Correlation Analysis, an extension of Canonical Correlation Analysis, where one of the dimensions is fixed and demonstrate how it can be solved...

STOCHASTIC SUBGRADIENT APPROACH FOR SOLVING LINEAR SUPPORT VECTOR MACHINES – AN OVERVIEW (2008)

Rupnik, Jan

This paper is an overview of a recent approach for solving linear support vector machines (SVMs), the PEGASOS algorithm. The algorithm is based on a technique called the stochastic subgradient...

Improving morphosyntactic tagging of Slovene language through meta-tagging (2008)

Rupnik, Jan, Grcar, Miha, Erjavec, Tomaz

Part-of-speech (PoS) or, better, morphosyntactic tagging is the process of assigning morphosyntactic categories to words in a text, an important pre-processing step for most human language technology...

Cross-lingual search over 22 european languages (2008)

Fortuna, Blaz, Rupnik, Jan, Pajntar, Bostjan, Grobelnik, Marko, Mladenić, Dunja

In this paper we present a system for cross-lingual information retrieval, which can handle tens of languages and millions of documents. Functioning of the system is demonstrated on corpus of...

Finding community structure in social network analysis – overview (2006)

Rupnik, Jan

This paper is an overview of some of the basic concepts in the theory of social network analysis. We start with defining social networks and basic structures such as walks and components. We...