Tangent Vector Kernels for Invariant Image Classification with SVMs. - Alexei Pozdnoukhov; Samy Bengio (ICPR (3), 2004)

Semi-Supervised Kernel Methods for Regression Estimation. - Alexei Pozdnoukhov; Samy Bengio (ICASSP (5), 2006)

Graph-based transformation manifolds for invariant pattern recognition with kernel methods. - Alexei Pozdnoukhov; Samy Bengio (ICPR (4), 2006)

Invariances in kernel methods: From samples to objects. - Alexei Pozdnoukhov; Samy Bengio (Pattern Recognit. Lett., 2006)

Mapping of environmental data using kernel-based methods. - Mikhail F. Kanevski; Alexei Pozdnoukhov; Vadim Timonin; Michel Maignan (Rev. Int. Géomatique, 2007)

GeoKernels: modeling of spatial data on geomanifolds. - Alexei Pozdnoukhov; Mikhail F. Kanevski (ESANN, 2008)

Prediction of Landslide Susceptibility Using logistic Regression: A Case Study in Bailongjiang River Basin, China. - S. B. Bai; J. Wang; F. Y. Zhang; Alexei Pozdnoukhov; Mikhail F. Kanevski (FSKD (4), 2008)

Automatic Decision-Oriented Mapping of Pollution Data. - Mikhail F. Kanevski; Vadim Timonin; Alexei Pozdnoukhov (ICCSA (1), 2008)

Very-High Resolution Image Classification using Morphological Operators and SVM. - Devis Tuia; Fabio Pacifici; Alexei Pozdnoukhov; Christian Kaiser; Domenico Solimini; William J. Emery (IGARSS (4), 2008)

Active Learning of Very-High Resolution Optical Imagery with SVM: Entropy vs Margin Sampling. - Devis Tuia; Frédéric Ratle; Fabio Pacifici; Alexei Pozdnoukhov; Mikhail F. Kanevski; Fabio Del Frate; Domenico Solimini; William J. Emery (IGARSS (4), 2008)

Validation of Logistic Regression Models for Landslide Susceptibility Maps. - S. B. Bai; J. Wang; Alexei Pozdnoukhov; Mikhail F. Kanevski (CSIE (2), 2009)

Dynamic network data exploration through semi-supervised functional embedding. - Alexei Pozdnoukhov (GIS, 2009)

Multiple Kernel Learning of Environmental Data. Case Study: Analysis and Mapping of Wind Fields. - Loris Foresti; Devis Tuia; Alexei Pozdnoukhov; Mikhail F. Kanevski (ICANN (2), 2009)

Spatial extensions to kernel methods. - Alexei Pozdnoukhov (GIS, 2010)

Exploratory novelty identification in human activity data streams. - Alexei Pozdnoukhov; Fergal Walsh (GIS-IWGS, 2010)

User-Centric Time-Distance Representation of Road Networks. - Christian Kaiser; Fergal Walsh; Carson J. Q. Farmer; Alexei Pozdnoukhov (GIScience, 2010)

Multisource Composite Kernels for Urban-Image Classification. - Devis Tuia; Frédéric Ratle; Alexei Pozdnoukhov; Gustavo Camps-Valls (IEEE Geosci. Remote. Sens. Lett., 2010)

Time of arrival predictability horizons for public bus routes. - Cathal Coffey; Alexei Pozdnoukhov; Francesco Calabrese (CTS@GIS, 2011)

Scalable local regression for spatial analytics. - Alexei Pozdnoukhov; Christian Kaiser (GIS, 2011)

Area-to-point kernel regression on streaming data. - Alexei Pozdnoukhov; Christian Kaiser (GIS-IWGS, 2011)

Space-time dynamics of topics in streaming text. - Alexei Pozdnoukhov; Christian Kaiser (GIS-LBSN, 2011)

Missed connections: quantifying and optimizing multi-modal interconnectivity in cities. - Cathal Coffey; Rahul Nair; Fabio Pinelli; Alexei Pozdnoukhov; Francesco Calabrese (CTS@SIGSPATIAL, 2012)

When a city tells a story: urban topic analysis. - Felix Kling; Alexei Pozdnoukhov (SIGSPATIAL/GIS, 2012)

City-scale traffic simulation from digital footprints. - Gavin McArdle; Aonghus Lawlor; Eoghan Furey; Alexei Pozdnoukhov (UrbComp@KDD, 2012)

Kernel-Based Mapping of Orographic Rainfall Enhancement in the Swiss Alps as Detected by Weather Radar. - Loris Foresti; Mikhail F. Kanevski; Alexei Pozdnoukhov (IEEE Trans. Geosci. Remote. Sens., 2012)

Temporal decomposition and semantic enrichment of mobility flows. - Cathal Coffey; Alexei Pozdnoukhov (LBSN, 2013)

Prediction of user location using the radiation model and social check-ins. - Alexey Tarasov; Felix Kling; Alexei Pozdnoukhov (UrbComp@KDD, 2013)

Enabling real-time city sensing with kernel stream oracles and MapReduce. - Christian Kaiser; Alexei Pozdnoukhov (Pervasive Mob. Comput., 2013)

Using Digital Footprints for a City-Scale Traffic Simulation. - Gavin McArdle; Eoghan Furey; Aonghus Lawlor; Alexei Pozdnoukhov (ACM Trans. Intell. Syst. Technol., 2014)

Unsupervised Event Detection with Infinite Poisson Mixture Model. - Vinod Hegde; Milovan Krnjajic; Alexei Pozdnoukhov (BigData Congress, 2015)

The Seventh ACM SIGSPATIAL International Workshop on Location-Based Social Networks, Dallas, Texas, USA - November 4, 2014: LBSN 2014 workshop report. - Alexei Pozdnoukhov; Sen Xu (ACM SIGSPATIAL Special, 2015)

Events Describe Places: Tagging Places with Event Based Social Network Data. - Vinod Hegde; Alessandra Mileo; Alexei Pozdnoukhov (CODS, 2016)

Social Discrete Choice Models. - Danqing Zhang; Kimon Fountoulakis; Junyu Cao; Mogeng Yin; Michael W. Mahoney; Alexei Pozdnoukhov (CoRR, 2017)

Training a network to attend like human drivers saves it from common but misleading loss functions. - Ye Xia 006; Danqing Zhang; Alexei Pozdnoukhov; Ken Nakayama; Karl Zipser; David Whitney (CoRR, 2017)

A Generative Model of Urban Activities from Cellular Data. - Mogeng Yin; Madeleine Sheehan; Sidney Feygin; Jean-François Paiement; Alexei Pozdnoukhov (IEEE Trans. Intell. Transp. Syst., 2018)