Efficient regularized least-squares algorithms for conditional ranking on relational data

A Kernel-Based Framework for Learning Graded Relations From Data

(2012) W. Waegeman et al.   IEEE TRANSACTIONS ON FUZZY SYSTEMS

Flaws in evaluation schemes for pair-input computational predictions

(2012) Yungki Park et al.   NATURE METHODS

Gaussian interaction profile kernels for predicting drug–target interaction

(2011) Twan van Laarhoven et al.   BIOINFORMATICS

Training linear ranking SVMs in linearithmic time using red–black trees

(2011) Antti Airola et al.   PATTERN RECOGNITION LETTERS

From learning taxonomies to phylogenetic learning: Integration of 16S rRNA gene data into FAME-based bacterial classification

(2010) Bram Slabbinck et al.   BMC BIOINFORMATICS

Predicting labels for dyadic data

(2010) Aditya Krishna Menon et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Learning intransitive reciprocal relations with kernel methods

(2010) Tapio Pahikkala et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Time to automate identification

(2010) Norman MacLeod et al.   NATURE

On Learning and Cross-Validation with Decomposed Nyström Approximation of Kernel Matrix

(2010) Antti Airola et al.   NEURAL PROCESSING LETTERS

Learning Graph Matching

(2009) T.S. Caetano et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Efficient algorithms for ranking with SVMs

(2009) O. Chapelle et al.   Information Retrieval Journal

An efficient algorithm for learning to rank from preference graphs

(2009) Tapio Pahikkala et al.   MACHINE LEARNING

Label ranking by learning pairwise preferences

(2008) Eyke Hüllermeier et al.   ARTIFICIAL INTELLIGENCE

A Discriminative Kernel-Based Approach to Rank Images from Text Queries

(2008) D. Grangier et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE