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Irene Azzali

Attività di ricerca

ENHANCING MACHINE LEARNING APPROACHES FOR BIODATA MINING (IN VETERINARY SCIENCES)

The aim of this project is to investigate Machine Learning (ML) algorithms on different veterinary science problems, due to their ability in treating huge amount of complex and heterogeneous data. In particular we focus on Genetic Programming (GP) that is able to work on raw data and to provide readable models. We are going to develop a new GP approach able to properly treat time series data and thus a powerful tool for monitoring vector dynamics.

Irene Azzali, Leonardo Vanneschi, Sara Silva, Illya Bakurov, Mario Giacobini, “A vectorial
approach to genetic programming”, Genetic Programming, LNCS, Vol. 11451, (2019),
213-227.

Riccardo Gervasi, Irene Azzali, Donal Bisanzio, Andrea Mosca, Luigi Bertolotti, Mario
Giacobini, “A genetic programming approach to predict mosquitoes abundance”, Genetic
Programming, LNCS, Vol. 11451, (2019), 35-48.

Submitted:

Irene Azzali, Leonardo Vanneschi, Andrea Mosca, Luigi Bertolotti, Mario Giacobini, “Towards
the Use of Genetic Programming in Ecological Modelling”, submitted to Genetic
Programming Evolvable Machines.

Accepted with minor revisions:

Irene Azzali, Leonardo Vanneschi, Illya Bakurov, Sara Silva, Marco Ivaldi, Mario Giacobini,
“Toward the use of vector based GP to predict physiological time series”, submitted to
Applied Soft Computing.

EvoSTAR 2018 Conference, Parma, 4-6 April 2018

S&DS 2018, Collegio Carlo Alberto, Torino, 24-25 May 2018

EvoSTAR 2019 Conference, Leipzig, 24-26 April 2019, short talk and poster "A Vectorial Approach to Genetic Programming"

17th October 2017, Grugliasco-Torino, Department of Veterinary Science, Journal Club "Machine learning for Biomedical Data" (Speaker: Dott. Irene Azzali) 

18th October 2017, Torino, Department of Economics, "Introduction to Machine Learning and Genetic Programming" (Speaker: Prof. Leonardo Vanneschi (Universidade NOVA de Lisboa)) 

26th October 2017, Grugliasco-Torino, Department of Veterinary Science, Journal Club "Analysis of spatial organization of pasteur as a contact network, implications for potential disease spread and biosecurity in livestock" (Speaker: Dott. Francesca Abbona) 

31st October 2017, Grugliasco-Torino, Department of Veterinary Science, "Luminex technology" (Speaker: Dott. Rudd Jorna)

13th November 2017, Grugliasco-Torino, Department of Veterinary Science, "Biosensor assays in Veterinay Medicine" (Speaker: Prof. Tiziana Cannizzo)

20th December 2017, Grugliasco-Torino, Department of Veterinary Science, Journal Club "Data Analysis and Modelling Unit" (Speaker: Riccardo Gervasi) 

12th April 2018, Grugliasco-Torino, Department of Veterinary Science, "Practical aspects of pharmacokinetics in veterinary pharmacology" (Speaker: Dott. Andrejs Sitov (University of Riga-Lettonia)) 

13th April 2018, Torino, Collegio Carlo Alberto, "An application of Dirichlet Process Mixing for Bayesian Nonparametric Spatial Modeling" (Speaker: Dott. Luigi Riso)

20th April 2018, Torino, Rettorato, Workshop "Technology Transfer and Entreprenuership at the University of Turin" (Speaker: Dr. PhD. M. Sciacca)

17th July 2018, Torino, Department of Veterinary Science "Principles of multimodal treatment of cancer in dogs and cats" (Speaker: Prof. Paolo Buracco)

 

 

 

26th March, 7th-8th May 2018: "Scientific Writing". Department of Veterinary Science, L.go Braccini 2, Grugliasco (Lecturer: Prof. Carlo Nebbia)

7th May to 5th June: 'Scientific English'. Department of Veterinary Science, L.go Braccini 2, Grugliasco (Lecturer: Prof. Alice Edna Spencer)

8th May, 15th May, 18th May 2018: Workshop "Bibliography and bibliometrics like pros" - Doctoral School of University of Turin.

ONLINE COURSES:

Intro to R, DataCamp, 6h

Intermediate R, DataCamp, 6h

Data manipulation in R with dplyr, DataCamp, 4h

Intro to SQL for Data Science, DataCamp, 4h

Data Visualization in R with ggplot (part 1), DataCamp, 5h

Data Visualization in R with ggplot (part 2), DataCamp, 5h

Foundation of inference, DataCamp, 4h

Correlation and Regression, DataCamp, 4h

11th January 2018-11th March 2018, Universidade NOVA de Lisboa, stays abroad under the supervision of prof. Leonardo Vanneschi to investigate the development of genetic programming approaches.

30th April 2019-18th June 2019 Universidade NOVA de Lisboa, stays abroad under the supervision of prof. Leonardo Vanneschi to enhance the developed technique of vectorial genetic programming.

 

 

Ultimo aggiornamento: 10/10/2019 16:11
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