{"id":189,"date":"2018-03-29T23:41:34","date_gmt":"2018-03-29T21:41:34","guid":{"rendered":"http:\/\/wp.unil.ch\/geokdd\/?page_id=189"},"modified":"2021-06-04T16:19:51","modified_gmt":"2021-06-04T14:19:51","slug":"publications","status":"publish","type":"page","link":"https:\/\/wp.unil.ch\/geokdd\/publications\/","title":{"rendered":"Publications"},"content":{"rendered":"

Selected publications (from 2015 to present)<\/strong><\/span><\/h3>\n
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\u00a0<\/p>\n

Year 2021<\/strong><\/p>\n

An Explorative Application of Random Forest Algorithm for Archaeological Predictive Modeling. A Swiss Case Study.<\/span><\/div>\n

Castiello Maria Elena<\/span>,\u00a0Tonini Marj<\/span><\/strong>,\u00a02021\/05\/21<\/span>.\u00a0Journal of Computer Applications in Archaeology<\/span>,\u00a04<\/span>\u00a0(1<\/span>) pp.\u00a0110-125<\/span>..<\/p>\n

[DOI<\/a><\/span>]<\/p>\n

Spatial Assessment of Wildfires Susceptibility in Santa Cruz (Bolivia) Using Random Forest.<\/span><\/div>\n

Bustillo S\u00e1nchez Marcela<\/span>,\u00a0Tonini Marj<\/span><\/strong>,\u00a0Mapelli Anna<\/span>,\u00a0Fiorucci Paolo<\/span>,\u00a02021\/05\/20<\/span>.\u00a0Geosciences<\/span>,\u00a011<\/span>\u00a0(5<\/span>) p.\u00a0224<\/span>.<\/p>\n

[DOI<\/a><\/span>]<\/p>\n

\u00a0<\/p>\n

Year 2020<\/strong><\/p>\n

Spatio-temporal cluster analysis of recent Italian landslides.<\/span><\/div>\n

Tonini Marj<\/span><\/strong>,\u00a0Pecoraro Gaetano<\/span>,\u00a0Romailler Kim<\/span>,\u00a0Calvello Michele<\/span>,\u00a02020\/12\/22<\/span>.\u00a0Georisk: Assessment and Management of Risk for Engineered Systems and Geohazards<\/span>\u00a0pp.\u00a01-19<\/span>..<\/p>\n

[DOI<\/a><\/span>]<\/p>\n

A Machine Learning-Based Approach for Wildfire Susceptibility Mapping. The Case Study of the Liguria Region in Italy.<\/span><\/div>\n
\u00a0<\/div>\n
Tonini Marj<\/span>,<\/strong>\u00a0D’Andrea Mirko<\/span>,\u00a0Biondi Guido<\/span>,\u00a0Degli Esposti Silvia<\/span>,\u00a0Trucchia Andrea<\/span>,\u00a0Fiorucci Paolo<\/span>,\u00a02020\/03\/18<\/span>.\u00a0Geosciences<\/span>,\u00a010<\/span>\u00a0(3<\/span>) p.\u00a0105<\/span>.<\/div>\n
Spatio-temporal evolution of global surface temperature distributions.<\/span><\/div>\n

Amato Federico, Guignard Fabian<\/span><\/strong>, Vincent Humphrey,\u00a0<\/span> Kanevski Mikhail, <\/strong>In Proceedings of the 10th International Conference on Climate Informatics (CI2020). Association for Computing Machinery, New York, NY, USA, 37\u201343. <\/span>Peer-reviewed<\/span>.<\/p>\n

[DOI<\/a><\/span>]<\/p>\n

A novel framework for spatio-temporal prediction of environmental data using deep learning.<\/span><\/p>\n

Amato Federico, Guignard Fabian<\/span><\/strong>, Sylvain Robert,\u00a0<\/span> Kanevski Mikhail, <\/strong>Sci Rep 10, 22243 (2020). <\/span>Peer-reviewed<\/span>.<\/p>\n

[DOI<\/a><\/span>]<\/p>\n

Early estimation of ground displacements and building damage after seismic events using SAR and LiDAR data: the case of the Amatrice earthquake in Central Italy, on 24th August 2016.<\/span><\/p>\n

Saganeiti Lucia, <\/span>Amato Federico,<\/strong> Nol\u00e8 Gabriele, Vona Marco, Murgante Beniamino , International Journal of Disaster Risk Reduction, October 2020. <\/span>Peer-reviewed<\/span>.<\/p>\n

[DOI<\/a><\/span>]<\/p>\n

Advanced Analysis of Temporal Data Using Fisher-Shannon Information: Theoretical Development and Application in Geosciences.<\/span><\/p>\n

Guignard Fabian<\/span><\/strong>, Laib Mohamed<\/strong>, <\/span> Amato Federico, Kanevski Mikhail, <\/strong>Front. Earth Sci., 14 July 2020. <\/span>Peer-reviewed<\/span>.<\/p>\n

[DOI<\/a><\/span>]<\/p>\n

On Feature Selection Using Anisotropic General Regression Neural Network.<\/span><\/p>\n

Amato Federico, Guignard Fabian , <\/strong>Jacquet Philippe , Kanevski Mikhail , <\/strong>\u00a0European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning,\u00a0 October 2020, ISBN 978-2-87587-074-2. <\/span>Peer-reviewed<\/span>.<\/p>\n

[DOI<\/a><\/span>]<\/p>\n<\/div>\n

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Analysis of air pollution time series using complexity-invariant distance and information measures.<\/span><\/div>\n
Amato Federico, Laib Mohamed<\/strong>, <\/span> Guignard Fabian<\/span><\/strong>, Kanevski Mikhail<\/span><\/strong>,\u00a02020\/02<\/span>. Physica A: Statistical Mechanics and its Applications. Peer-reviewed<\/span>.<\/div>\n
[DOI<\/a><\/span>]<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\u00a0<\/div>\n
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Year 2019<\/strong><\/p>\n<\/div>\n

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Wavelet Scale Variance Analysis of Wind Extremes in Mountainous Terrains<\/span>.<\/span><\/div>\n
Telesca Luciano<\/span>,\u00a0Guignard Fabian<\/span><\/strong>,\u00a0Helbig Nora<\/span>,\u00a0Kanevski Mikhail<\/span><\/strong>,\u00a02019\/08\/07<\/span>.\u00a0Energies<\/span>,\u00a012<\/span>\u00a0(16<\/span>) p.\u00a03048<\/span>. Peer-reviewed<\/span>.<\/div>\n
[DOI<\/a><\/span>]<\/div>\n

Spatio-temporal pattern distribution of landslides causing damage in Switzerland.<\/span><\/p>\n<\/div>\n

Marj Tonini<\/strong>, Mariaelena Cama. 2019\/07. Landslides. Peer-reviewed.<\/span><\/div>\n
[DOI]<\/a><\/div>\n
\u00a0<\/div>\n
Analysis of temporal properties of extremes of wind measurements from 132 stations over Switzerland.<\/span><\/div>\n<\/div>\n
Telesca Luciano, Guignard Fabian<\/strong>, Laib Mohamed<\/strong>, Kanevski Mikhail<\/strong>, 2019\/06. Renewable Energy. Peer-reviewed.<\/span><\/div>\n
[DOI<\/a>]<\/div>\n
\u00a0<\/div>\n
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Wavelet variance scale-dependence as a dynamics discriminating tool in high-frequency urban wind speed time series.<\/span><\/div>\n
Guignard Fabian<\/span>,<\/strong>\u00a0Mauree Dasaraden<\/span>,\u00a0Kanevski Mikhail<\/span>,<\/strong>\u00a0Telesca Luciano<\/span>,\u00a02019\/07<\/span>.\u00a0Physica A: Statistical Mechanics and its Applications<\/span>,\u00a0525<\/span>\u00a0pp.\u00a0771-777<\/span>. Peer-reviewed<\/span>.<\/div>\n
[DOI<\/a><\/span>]<\/div>\n
\u00a0<\/div>\n<\/div>\n
Community detection analysis in wind speed-monitoring systems using mutual information-based complex network.<\/span><\/div>\n
Laib Mohamed, Guignard Fabian, Kanevski Mikhail<\/strong>, Telesca Luciano, 2019\/04. Chaos: An Interdisciplinary Journal of Nonlinear Science, 29 (4) p. 043107. Peer-reviewed.<\/div>\n
[DOI<\/a><\/span>]<\/div>\n
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\u00a0<\/div>\n
Linearity versus non-linearity in high frequency multilevel wind time series measured in urban areas<\/span><\/div>\n
Telesca Luciano<\/span>, Laib Mohamed<\/span>,\u00a0Guignard Fabian<\/span>,\u00a0<\/strong>Mauree Dasaraden<\/span>,\u00a0Kanevski Mikhail<\/span>,<\/strong>\u00a02019\/03<\/span>.\u00a0Chaos, Solitons & Fractals<\/span>,\u00a0120<\/span>\u00a0pp.\u00a0234-244<\/span>. Peer-reviewed.<\/span><\/div>\n
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[DOI]<\/a>\u00a0<\/i><\/p>\n

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Investigating the time dynamics of wind speed in complex terrains by using the Fisher\u2013Shannon method<\/span><\/div>\n
Guignard Fabian<\/span>,<\/strong>\u00a0Lovallo Michele<\/span>,Laib Mohamed<\/span>,\u00a0Golay Jean<\/span>,\u00a0Kanevski Mikhail<\/span>,\u00a0<\/strong>Helbig Nora<\/span>,\u00a0Telesca Luciano<\/span>,\u00a02019\/02<\/span>.\u00a0Physica A: Statistical Mechanics and its Applications<\/span>,\u00a0523<\/span>\u00a0pp.\u00a0611-621<\/span>. Peer-reviewed<\/span>.<\/div>\n
[DOI]<\/a><\/div>\n
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\u00a0<\/div>\n
Fisher\u2013Shannon Complexity Analysis of High-Frequency Urban Wind Speed Time Series<\/span><\/div>\n
Guignard Fabian<\/span>,\u00a0<\/strong>Mauree Dasaraden<\/span>,\u00a0Lovallo Michele<\/span>,\u00a0Kanevski Mikhail<\/span>,\u00a0<\/strong>Telesca Luciano<\/span>,2019\/01\/10<\/span>.\u00a0Entropy<\/span>,\u00a021<\/span>\u00a0(1<\/span>) p.\u00a047<\/span>. Peer-reviewed<\/span>.<\/div>\n
[DOI<\/a>]<\/div>\n
\u00a0<\/div>\n
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Year 2018<\/strong><\/p>\n

Fuzzy definition of Rural Urban Interface: An application based on land use change scenarios in Portugal<\/span>
Amato Federico, Tonini Marj, <\/strong>Murgante Beniamino, Kanevski Mikhail<\/strong>, 2018\/06. Environmental Modelling & Software, 104 pp. 171-187.
[DOI]<\/a><\/p>\n

Land use changes, landslides and roads in the Phewa Watershed, Western Nepal from 1979 to 2016<\/span>
Vuillez Cindy, Tonini Marj, <\/strong>Sudmeier-Rieux Karen, Devkota Sanjaya, Derron Marc-Henri, Jaboyedoff Michel, 2018\/05. Applied Geography, 94 pp. 30-40.
[DOI]<\/a><\/p>\n

Multifractal analysis of the time series of daily means of wind speed in complex regions<\/span>
Laib Mohamed, Golay Jean, <\/strong>Telesca Luciano, Kanevski Mikhail<\/strong>, 2018\/04. Chaos, Solitons & Fractals, 109 pp. 118-127.
[DOI]<\/a><\/p>\n

Long-range fluctuations and multifractality in connectivity density time series of a wind speed monitoring network<\/span>
Laib Mohamed, <\/strong>Telesca Luciano, Kanevski Mikhail<\/strong>, 2018\/03. Chaos: An Interdisciplinary Journal of Nonlinear Science, 28 (3) p. 033108.
[DOI]<\/a><\/p>\n

Wildfire susceptibility mapping: Deterministic vs. stochastic approaches<\/span>
Leuenberger Michael, <\/strong>Parente Joana, Tonini Marj, <\/strong>Pereira M\u00e1rio Gonzalez, Kanevski Mikhail<\/strong>, 2018\/03. Environmental Modelling & Software, 101 pp. 194-203.
[DOI]<\/a><\/p>\n

Periodic fluctuations in correlation-based connectivity density time series: Application to wind speed-monitoring network in Switzerland<\/span>
Laib Mohamed, <\/strong>Telesca Luciano, Kanevski Mikhail<\/strong>, 2018\/02. Physica A: Statistical Mechanics and its Applications, 492 pp. 1555-1569. Peer-reviewed.
[DOI]<\/a> [WoS]<\/a><\/p>\n

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Year 2017<\/h4>\n

Feature selection for regression problems based on the Morisita estimator of intrinsic dimension<\/span>
Golay J., Leuenberger M., Kanevski M.<\/strong>, 2017\/05\/10. Pattern Recognition, 70 pp. 126-138. Peer-reviewed.
[DOI]<\/a><\/p>\n

Data-driven mapping of the potential mountain permafrost distribution<\/span>
Deluigi Nicola, Lambiel Christophe, Kanevski Mikhail<\/strong>, 2017\/03\/08. Science of the Total Environment, 590-591 pp. 370\u2013380. Peer-reviewed.
[DOI]<\/a><\/p>\n

Unsupervised feature selection based on the Morisita estimator of intrinsic dimension<\/span>
Golay J., Kanevski M.<\/strong>, 2017. Knowledge-Based Systems, 135 pp. 125-134. Peer-reviewed.
[DOI]<\/a><\/p>\n

Evolution of forest fires in Portugal: from spatio-temporal point events to smoothed density maps<\/span>
Tonini Marj, <\/strong>Pereira M\u00e1rio Gonzalez, Parente Joana, Vega Orozco Carmen<\/strong>, 2017\/02. Natural Hazards, 85 (3) pp. 1489-1510.
[DOI]<\/a><\/p>\n

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Year 2016<\/h4>\n

Spatial Modelling of Extreme Wind Speed Distributions in Switzerland<\/span>
Laib Mohamed, Kanevski Mikhail<\/strong>, 2016\/11. Energy Procedia, 97 pp. 100-107. Peer-reviewed.
[DOI]<\/a><\/p>\n

Geomorphological activity at a rock glacier front detected with a 3D density-based clustering algorithm<\/span>
Micheletti Natan, Tonini Marj, <\/strong>Lane Stuart N., 2016\/11. Geomorphology.
[DOI]<\/a><\/p>\n

Comparing seismicity declustering techniques by means of the joint use of Allan Factor and Morisita index<\/span>
Telesca L., Lovallo M., Golay J., Kanevski M.<\/strong>, 2016. Stochastic Environmental Research and Risk Assessment, 30 pp. 77-90. Peer-reviewed.
[DOI]<\/a><\/p>\n

Space-time clustering analysis of wildfires: The influence of dataset characteristics, fire prevention policy decisions, weather and climate<\/span>
Parente Joana, Pereira M\u00e1rio G., Tonini Marj<\/strong>, 2016. Science of The Total Environment, 559 pp. 151-165.
[DOI]<\/a><\/p>\n

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Year 2015<\/h4>\n

A new estimator of intrinsic dimension based on the multipoint Morisita index<\/span>
Golay J., Kanevski M.<\/strong>, 2015\/12. Pattern Recognition, 48 (12) pp. 4070-4081. Peer-reviewed.
[DOI]<\/a><\/p>\n

Multifractal portrayal of the Swiss population<\/span>
Vega Orozco C. D., Golay J., Kanevski M.<\/strong>, 2015\/03. Cybergeo : European Journal of Geography [En ligne] pp. 1-16. Peer-reviewed.
[DOI]<\/a><\/p>\n

Characterization and spatial distribution of gravitational slope deformation in the Upper Rhone catchment (Western Swiss Alps)<\/span>
Pedrazzini Andrea, Humair Florian, Jaboyedoff Michel, Tonini Marj<\/strong>, 2015\/03. Landslides pp. 1-19.
[DOI]<\/a><\/p>\n

Geospatial approach for defining the Wildland-Urban Interface in the Alpine environment<\/span>
Conedera M., Tonini M., <\/strong>Oleggini L., Vega Orozco C., Leuenberger M., <\/strong>Pezzatti Gianni B., 2015. Computers, Environment and Urban Systems, 52 pp. 10-20.
[DOI]<\/a><\/p>\n

Space-time clustering analysis performance of an aggregated dataset: The case of wildfires in Portugal<\/span>
Pereira M\u00e1rio G., Caramelo Liliana, Orozco Carmen Vega,<\/strong> Costa Ricardo, Tonini Marj<\/strong>, 2015. Environmental Modelling & Software, 72 (17) pp. 239-249.
[DOI]<\/a><\/p>\n

Morisita-based feature selection for regression problems<\/span>
Golay J., Leuenberger M., Kanevski M.<\/strong>, 2015. pp. 279-284 dans Proceedings of the 23rd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN). Peer-reviewed, d-side pub.
[serval:BIB_80A1F119D4F5]<\/a><\/p>\n

Morisita-based space-clustering analysis of Swiss seismicity<\/span>
Telesca L., Golay J., Kanevski M.<\/strong>, 2015. Physica A: Statistical Mechanics and its Applications, 419 pp. 40-47. Peer-reviewed.
[DOI]<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n

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Selected publications (from 2015 to present) \u00a0 Year 2021 An Explorative Application of Random Forest Algorithm for Archaeological Predictive Modeling. A Swiss Case Study. Castiello Maria Elena,\u00a0Tonini Marj,\u00a02021\/05\/21.\u00a0Journal of Computer Applications in Archaeology,\u00a04\u00a0(1) pp.\u00a0110-125.....<\/p>\n","protected":false},"author":108,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_seopress_robots_primary_cat":"","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","footnotes":""},"class_list":["post-189","page","type-page","status-publish"],"_links":{"self":[{"href":"https:\/\/wp.unil.ch\/geokdd\/wp-json\/wp\/v2\/pages\/189","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wp.unil.ch\/geokdd\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wp.unil.ch\/geokdd\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wp.unil.ch\/geokdd\/wp-json\/wp\/v2\/users\/108"}],"replies":[{"embeddable":true,"href":"https:\/\/wp.unil.ch\/geokdd\/wp-json\/wp\/v2\/comments?post=189"}],"version-history":[{"count":0,"href":"https:\/\/wp.unil.ch\/geokdd\/wp-json\/wp\/v2\/pages\/189\/revisions"}],"wp:attachment":[{"href":"https:\/\/wp.unil.ch\/geokdd\/wp-json\/wp\/v2\/media?parent=189"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

[DOI<\/a><\/span>]<\/p>\n