Publications

Journals

Golay J., Kanevski M., Unsupervised feature selection based on the Morisita estimator of intrinsic dimension, Knowledge-Based Systems 135:125-134, 2017. [Original paper, Preprint] 
Golay J., Leuenberger M., Kanevski M., Feature selection for regression problems based on the Morisita estimator of intrinsic dimension, Pattern Recognition 70:126-138, 2017. [Original paperPreprint]
Golay J., Kanevski M., A new estimator of intrinsic dimension based on the multipoint Morisita index, Pattern Recognition 48(12):4070-4081, 2015. [Original paperPreprint]
Golay J., Kanevski M., Vega Orozco C. D., Leuenberger M., The multipoint Morisita index for the analysis of spatial patterns, Physica A: Statistical Mechanics and its Applications 406:191-202, 2014. [Original paper, Preprint]

Telesca L., Lovallo M., Golay J., Kanevski M., Comparing seismictiy declustering techniques by means of the joint use of Allan Factor and Morisita index, Stochastic Environmental Research and Risk Assessment 30(1):77-90, 2016. [Original paper]
Telesca L., Golay J., Kanevski M., Morisita-based space-clustering analysis of Swiss seismicity, Physica A: Statistical Mechanics and its Applications 419:40-47, 2015. [Original paper]
Vega Orozco C. D., Golay J., Kanevski M., Multifractal portrayal of the Swiss population, Cybergeo: European Journal of Geography, document 714, 2015. [Original paper]


Conferences

Golay J., Kanevski M., Unsupervised Feature Selection Based on the Morisita Index for Hyperspectral ImagesProceedings of the EGU General Assembly 2017, Vienna (Austria), 2017. [Poster]
Golay J., Kanevski M., Unsupervised Feature Selection Based on the Morisita IndexProceedings of the EGU General Assembly 2016, Vienna (Austria), 2016. [Slides]
Golay J., Leuenberger M., Kanevski M., Morisita-based feature selection for regression problems. Proceedings of the 23rd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN), Bruges (Belgium), 2015. [Original paper]
Kanevski M., Golay J., Analysis of clustering and unsupervised learning of geospatial demographic data. Proceedings of the 6th International Conference on Advanced Geographic Information Systems, Applications, and Services (GEOProcessing), Barcelona (Spain), 2014 (Best Paper Award).


Software


Golay J., Laib M., IDmining: Intrinsic Dimension for Data Mining, R package, 2016. [on the CRAN repository]