Minimax Probability Machine. - Gert R. G. Lanckriet; Laurent El Ghaoui; Chiranjib Bhattacharyya; Michael I. Jordan (NIPS, 2001)

Financial time series prediction using least squares support vector machines within the evidence framework. - Tony Van Gestel; Johan A. K. Suykens; Dirk-Emma Baestaens; Annemie Lambrechts; Gert R. G. Lanckriet; Bruno Vandaele; Bart De Moor; Joos Vandewalle (IEEE Trans. Neural Networks, 2001)

Learning the Kernel Matrix with Semi-Definite Programming. - Gert R. G. Lanckriet; Nello Cristianini; Peter L. Bartlett; Laurent El Ghaoui; Michael I. Jordan (ICML, 2002)

Robust Novelty Detection with Single-Class MPM. - Gert R. G. Lanckriet; Laurent El Ghaoui; Michael I. Jordan (NIPS, 2002)

A Robust Minimax Approach to Classification. - Gert R. G. Lanckriet; Laurent El Ghaoui; Chiranjib Bhattacharyya; Michael I. Jordan (J. Mach. Learn. Res., 2002)

Bayesian Framework for Least-Squares Support Vector Machine Classifiers, Gaussian Processes, and Kernel Fisher Discriminant Analysis. - Tony Van Gestel; Johan A. K. Suykens; Gert R. G. Lanckriet; Annemie Lambrechts; Bart De Moor; Joos Vandewalle (Neural Comput., 2002)

Multiclass LS SVMs Moderated Outputs and Coding Decoding Schemes. - Tony Van Gestel; Johan A. K. Suykens; Gert R. G. Lanckriet; Annemie Lambrechts; Bart De Moor; Joos Vandewalle (Neural Process. Lett., 2002)

Multiple kernel learning, conic duality, and the SMO algorithm. - Francis R. Bach; Gert R. G. Lanckriet; Michael I. Jordan (ICML, 2004)

Kernel-Based Data Fusion and Its Application to Protein Function Prediction in Yeast. - Gert R. G. Lanckriet; Minghua Deng; Nello Cristianini; Michael I. Jordan; William Stafford Noble (Pacific Symposium on Biocomputing, 2004)

A statistical framework for genomic data fusion. - Gert R. G. Lanckriet; Tijl De Bie; Nello Cristianini; Michael I. Jordan; William Stafford Noble (Bioinform., 2004)

Learning the Kernel Matrix with Semidefinite Programming. - Gert R. G. Lanckriet; Nello Cristianini; Peter L. Bartlett; Laurent El Ghaoui; Michael I. Jordan (J. Mach. Learn. Res., 2004)

Modeling music and words using a multi-class naïve Bayes approach. - Douglas Turnbull; Luke Barrington; Gert R. G. Lanckriet (ISMIR, 2006)

Audio Information Retrieval using Semantic Similarity. - Luke Barrington; Antoni B. Chan; Douglas Turnbull; Gert R. G. Lanckriet (ICASSP (2), 2007)

Direct convex relaxations of sparse SVM. - Antoni B. Chan; Nuno Vasconcelos; Gert R. G. Lanckriet (ICML, 2007)

Sparse eigen methods by D.C. programming. - Bharath K. Sriperumbudur; David A. Torres; Gert R. G. Lanckriet (ICML, 2007)

Identifying Words that are Musically Meaningful. - David A. Torres; Douglas Turnbull; Luke Barrington; Gert R. G. Lanckriet (ISMIR, 2007)

A Game-Based Approach for Collecting Semantic Annotations of Music. - Douglas Turnbull; Ruoran Liu; Luke Barrington; Gert R. G. Lanckriet (ISMIR, 2007)

A Supervised Approach for Detecting Boundaries in Music Using Difference Features and Boosting. - Douglas Turnbull; Gert R. G. Lanckriet; Elias Pampalk; Masataka Goto (ISMIR, 2007)

Towards musical query-by-semantic-description using the CAL500 data set. - Douglas Turnbull; Luke Barrington; David A. Torres; Gert R. G. Lanckriet (SIGIR, 2007)

Generalized Non-metric Multidimensional Scaling. - Sameer Agarwal 001; Josh Wills; Lawrence Cayton; Gert R. G. Lanckriet; David J. Kriegman; Serge J. Belongie (AISTATS, 2007)

A Direct Formulation for Sparse PCA Using Semidefinite Programming. - Alexandre d'Aspremont; Laurent El Ghaoui; Michael I. Jordan; Gert R. G. Lanckriet (SIAM Rev., 2007)

Injective Hilbert Space Embeddings of Probability Measures. - Bharath K. Sriperumbudur; Arthur Gretton; Kenji Fukumizu; Gert R. G. Lanckriet; Bernhard Schölkopf (COLT, 2008)

Metric embedding for kernel classification rules. - Bharath K. Sriperumbudur; Omer A. Lang; Gert R. G. Lanckriet (ICML, 2008)

Combining Feature Kernels for Semantic Music Retrieval. - Luke Barrington; Mehrdad Yazdani; Douglas Turnbull; Gert R. G. Lanckriet (ISMIR, 2008)

Five Approaches to Collecting Tags for Music. - Douglas Turnbull; Luke Barrington; Gert R. G. Lanckriet (ISMIR, 2008)

Semantic Annotation and Retrieval of Music and Sound Effects. - Douglas Turnbull; Luke Barrington; David A. Torres; Gert R. G. Lanckriet (IEEE Trans. Speech Audio Process., 2008)

Dynamic texture models of music. - Luke Barrington; Antoni B. Chan; Gert R. G. Lanckriet (ICASSP, 2009)

Partial order embedding with multiple kernels. - Brian McFee; Gert R. G. Lanckriet (ICML, 2009)

Smarter than Genius? Human Evaluation of Music Recommender Systems. - Luke Barrington; Reid Oda; Gert R. G. Lanckriet (ISMIR, 2009)

Heterogeneous Embedding for Subjective Artist Similarity. - Brian McFee; Gert R. G. Lanckriet (ISMIR, 2009)

User-centered design of a social game to tag music. - Luke Barrington; Damien O'Malley; Douglas Turnbull; Gert R. G. Lanckriet (KDD Workshop on Human Computation, 2009)

Kernel Choice and Classifiability for RKHS Embeddings of Probability Distributions. - Bharath K. Sriperumbudur; Kenji Fukumizu; Arthur Gretton; Gert R. G. Lanckriet; Bernhard Schölkopf (NIPS, 2009)

On the Convergence of the Concave-Convex Procedure. - Bharath K. Sriperumbudur; Gert R. G. Lanckriet (NIPS, 2009)

Combining audio content and social context for semantic music discovery. - Douglas Turnbull; Luke Barrington; Gert R. G. Lanckriet; Mehrdad Yazdani (SIGIR, 2009)

A note on integral probability metrics and $ phi$-divergences - Bharath K. Sriperumbudur; Arthur Gretton; Kenji Fukumizu; Gert R. G. Lanckriet; Bernhard Schölkopf (CoRR, 2009)

Clustering dynamic textures with the hierarchical EM algorithm. - Antoni B. Chan; Emanuele Coviello; Gert R. G. Lanckriet (CVPR, 2010)

Multi-class object localization by combining local contextual interactions. - Carolina Galleguillos; Brian McFee; Serge J. Belongie; Gert R. G. Lanckriet (CVPR, 2010)

Metric Learning to Rank. - Brian McFee; Gert R. G. Lanckriet (ICML, 2010)

Non-parametric estimation of integral probability metrics. - Bharath K. Sriperumbudur; Kenji Fukumizu; Arthur Gretton; Bernhard Schölkopf; Gert R. G. Lanckriet (ISIT, 2010)

Automatic Music Tagging With Time Series Models. - Emanuele Coviello; Luke Barrington; Antoni B. Chan; Gert R. G. Lanckriet (ISMIR, 2010)

Collaborative Filtering Based on P2P Networks. - Noam Koenigstein; Gert R. G. Lanckriet; Brian McFee; Yuval Shavitt (ISMIR, 2010)

Learning Similarity from Collaborative Filters. - Brian McFee; Luke Barrington; Gert R. G. Lanckriet (ISMIR, 2010)

Improving Auto-tagging by Modeling Semantic Co-occurrences. - Riccardo Miotto; Luke Barrington; Gert R. G. Lanckriet (ISMIR, 2010)

Learning similarity in heterogeneous data. - Brian McFee; Gert R. G. Lanckriet (Multimedia Information Retrieval, 2010)

A new approach to cross-modal multimedia retrieval. - Nikhil Rasiwasia; José Costa Pereira; Emanuele Coviello; Gabriel Doyle; Gert R. G. Lanckriet; Roger Levy; Nuno Vasconcelos (ACM Multimedia, 2010)

On the relation between universality, characteristic kernels and RKHS embedding of measures. - Bharath K. Sriperumbudur; Kenji Fukumizu; Gert R. G. Lanckriet (AISTATS, 2010)

Hilbert Space Embeddings and Metrics on Probability Measures. - Bharath K. Sriperumbudur; Arthur Gretton; Kenji Fukumizu; Bernhard Schölkopf; Gert R. G. Lanckriet (J. Mach. Learn. Res., 2010)

Modeling Music as a Dynamic Texture. - Luke Barrington; Antoni B. Chan; Gert R. G. Lanckriet (IEEE Trans. Speech Audio Process., 2010)

From region similarity to category discovery. - Carolina Galleguillos; Brian McFee; Serge J. Belongie; Gert R. G. Lanckriet (CVPR, 2011)

Combining Content-Based Auto-Taggers with Decision-Fusion. - Emanuele Coviello; Riccardo Miotto; Gert R. G. Lanckriet (ISMIR, 2011)

Semantic Annotation and Retrieval of Music using a Bag of Systems Representation. - Katherine Ellis; Emanuele Coviello; Gert R. G. Lanckriet (ISMIR, 2011)

Large-scale music similarity search with spatial trees. - Brian McFee; Gert R. G. Lanckriet (ISMIR, 2011)

The Natural Language of Playlists. - Brian McFee; Gert R. G. Lanckriet (ISMIR, 2011)

Modeling Dynamic Patterns for Emotional Content in Music. - Yonatan Vaizman; Roni Y. Granot; Gert R. G. Lanckriet (ISMIR, 2011)

Learning in Hilbert vs. Banach Spaces: A Measure Embedding Viewpoint. - Bharath K. Sriperumbudur; Kenji Fukumizu; Gert R. G. Lanckriet (NIPS, 2011)

Tech Report A Variational HEM Algorithm for Clustering Hidden Markov Models - Emanuele Coviello; Antoni B. Chan; Gert R. G. Lanckriet (CoRR, 2011)

Learning Multi-modal Similarity. - Brian McFee; Gert R. G. Lanckriet (J. Mach. Learn. Res., 2011)

Universality, Characteristic Kernels and RKHS Embedding of Measures. - Bharath K. Sriperumbudur; Kenji Fukumizu; Gert R. G. Lanckriet (J. Mach. Learn. Res., 2011)

A majorization-minimization approach to the sparse generalized eigenvalue problem. - Bharath K. Sriperumbudur; David A. Torres; Gert R. G. Lanckriet (Mach. Learn., 2011)

Time Series Models for Semantic Music Annotation. - Emanuele Coviello; Antoni B. Chan; Gert R. G. Lanckriet (IEEE Trans. Speech Audio Process., 2011)

Contextual Object Localization With Multiple Kernel Nearest Neighbor. - Brian McFee; Carolina Galleguillos; Gert R. G. Lanckriet (IEEE Trans. Image Process., 2011)

Growing a bag of systems tree for fast and accurate classification. - Emanuele Coviello; Adeel Mumtaz; Antoni B. Chan; Gert R. G. Lanckriet (CVPR, 2012)

Multivariate Autoregressive Mixture Models for Music Auto-Tagging. - Emanuele Coviello; Yonatan Vaizman; Antoni B. Chan; Gert R. G. Lanckriet (ISMIR, 2012)

Hypergraph Models of Playlist Dialects. - Brian McFee; Gert R. G. Lanckriet (ISMIR, 2012)

The variational hierarchical EM algorithm for clustering hidden Markov models. - Emanuele Coviello; Antoni B. Chan; Gert R. G. Lanckriet (NIPS, 2012)

Non-linear Metric Learning. - Dor Kedem; Stephen Tyree; Kilian Q. Weinberger; Fei Sha; Gert R. G. Lanckriet (NIPS, 2012)

The million song dataset challenge. - Brian McFee; Thierry Bertin-Mahieux; Daniel P. W. Ellis; Gert R. G. Lanckriet (WWW (Companion Volume), 2012)

A Proof of Convergence of the Concave-Convex Procedure Using Zangwill's Theory. - Bharath K. Sriperumbudur; Gert R. G. Lanckriet (Neural Comput., 2012)

Game-powered machine learning. - Luke Barrington; Douglas Turnbull; Gert R. G. Lanckriet (Proc. Natl. Acad. Sci. USA, 2012)

Learning Content Similarity for Music Recommendation. - Brian McFee; Luke Barrington; Gert R. G. Lanckriet (IEEE Trans. Speech Audio Process., 2012)

A Generative Context Model for Semantic Music Annotation and Retrieval. - Riccardo Miotto; Gert R. G. Lanckriet (IEEE Trans. Speech Audio Process., 2012)

That was fast! Speeding up NN search of high dimensional distributions. - Emanuele Coviello; Adeel Mumtaz; Antoni B. Chan; Gert R. G. Lanckriet (ICML (3), 2013)

Robust Structural Metric Learning. - Daryl Lim; Gert R. G. Lanckriet; Brian McFee (ICML (1), 2013)

Physical activity recognition in free-living from body-worn sensors. - Katherine Ellis; Suneeta Godbole; Jacqueline Chen; Simon J. Marshall; Gert R. G. Lanckriet; Jacqueline Kerr (SenseCam, 2013)

Clustering Dynamic Textures with the Hierarchical EM Algorithm for Modeling Video. - Adeel Mumtaz; Emanuele Coviello; Gert R. G. Lanckriet; Antoni B. Chan (IEEE Trans. Pattern Anal. Mach. Intell., 2013)

A Bag of Systems Representation for Music Auto-Tagging. - Katherine Ellis; Emanuele Coviello; Antoni B. Chan; Gert R. G. Lanckriet (IEEE ACM Trans. Audio Speech Lang. Process., 2013)

Search and Discovery Through Human Computation. - Albert Yu-Min Lin; Andrew Huynh; Luke Barrington; Gert R. G. Lanckriet (Handbook of Human Computation, 2013)

Multi-sensor physical activity recognition in free-living. - Katherine Ellis; Suneeta Godbole; Jacqueline Kerr; Gert R. G. Lanckriet (UbiComp Adjunct, 2014)

Efficient Learning of Mahalanobis Metrics for Ranking. - Daryl Lim; Gert R. G. Lanckriet (ICML, 2014)

Learning from unstructured multimedia data. - Janani Kalyanam; Gert R. G. Lanckriet (WWW (Companion Volume), 2014)

Iterative Category Discovery via Multiple Kernel Metric Learning. - Carolina Galleguillos; Brian McFee; Gert R. G. Lanckriet (Int. J. Comput. Vis., 2014)

Clustering hidden Markov models with variational HEM. - Emanuele Coviello; Antoni B. Chan; Gert R. G. Lanckriet (J. Mach. Learn. Res., 2014)

On the Role of Correlation and Abstraction in Cross-Modal Multimedia Retrieval. - José Costa Pereira; Emanuele Coviello; Gabriel Doyle; Nikhil Rasiwasia; Gert R. G. Lanckriet; Roger Levy; Nuno Vasconcelos (IEEE Trans. Pattern Anal. Mach. Intell., 2014)

Codebook-Based Audio Feature Representation for Music Information Retrieval. - Yonatan Vaizman; Brian McFee; Gert R. G. Lanckriet (IEEE ACM Trans. Audio Speech Lang. Process., 2014)

A histogram density modeling approach to music emotion recognition. - Ju-Chiang Wang; Hsin-Min Wang; Gert R. G. Lanckriet (ICASSP, 2015)

Leveraging Social Context for Modeling Topic Evolution. - Janani Kalyanam; Amin Mantrach; Diego Sáez-Trumper; Hossein Vahabi; Gert R. G. Lanckriet (KDD, 2015)

Top-N Recommendation with Missing Implicit Feedback. - Daryl Lim; Julian J. McAuley; Gert R. G. Lanckriet (RecSys, 2015)

Early prediction and characterization of high-impact world events using social media. - Janani Kalyanam; Mauricio Quezada; Barbara Poblete; Gert R. G. Lanckriet (CoRR, 2015)

Facts and Fabrications about Ebola: A Twitter Based Study. - Janani Kalyanam; Sumithra Velupillai; Son Doan; Mike Conway; Gert R. G. Lanckriet (CoRR, 2015)

A Scalable and Accurate Descriptor for Dynamic Textures Using Bag of System Trees. - Adeel Mumtaz; Emanuele Coviello; Gert R. G. Lanckriet; Antoni B. Chan (IEEE Trans. Pattern Anal. Mach. Intell., 2015)

From event detection to storytelling on microblogs. - Janani Kalyanam; Sumithra Velupillai; Mike Conway; Gert R. G. Lanckriet (ASONAM, 2016)

Equality and Social Mobility in Twitter Discussion Groups. - Katherine Ellis; Moisés Goldszmidt; Gert R. G. Lanckriet; Nina Mishra; Omer Reingold (WSDM, 2016)

Context Recognition In-the-Wild: Unified Model for Multi-Modal Sensors and Multi-Label Classification. - Yonatan Vaizman; Nadir Weibel; Gert R. G. Lanckriet (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2017)

Recognizing Detailed Human Context in the Wild from Smartphones and Smartwatches. - Yonatan Vaizman; Katherine Ellis; Gert R. G. Lanckriet (IEEE Pervasive Comput., 2017)

ExtraSensory App: Data Collection In-the-Wild with Rich User Interface to Self-Report Behavior. - Yonatan Vaizman; Katherine Ellis; Gert R. G. Lanckriet; Nadir Weibel (CHI, 2018)