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An efficient topological distance-based tree kernel.
Aiolli F, Da San Martino G, Sperduti A. Aiolli F, et al. Among authors: sperduti a. IEEE Trans Neural Netw Learn Syst. 2015 May;26(5):1115-20. doi: 10.1109/TNNLS.2014.2329331. Epub 2014 Jun 25. IEEE Trans Neural Netw Learn Syst. 2015. PMID: 25014968
Tree-Based Kernel for Graphs With Continuous Attributes.
Da San Martino G, Navarin N, Sperduti A. Da San Martino G, et al. Among authors: sperduti a. IEEE Trans Neural Netw Learn Syst. 2018 Jul;29(7):3270-3276. doi: 10.1109/TNNLS.2017.2705694. Epub 2017 Jun 13. IEEE Trans Neural Netw Learn Syst. 2018. PMID: 28622677
Scuba: scalable kernel-based gene prioritization.
Zampieri G, Tran DV, Donini M, Navarin N, Aiolli F, Sperduti A, Valle G. Zampieri G, et al. Among authors: sperduti a. BMC Bioinformatics. 2018 Jan 25;19(1):23. doi: 10.1186/s12859-018-2025-5. BMC Bioinformatics. 2018. PMID: 29370760 Free PMC article.
Multiresolution Reservoir Graph Neural Network.
Pasa L, Navarin N, Sperduti A. Pasa L, et al. Among authors: sperduti a. IEEE Trans Neural Netw Learn Syst. 2022 Jun;33(6):2642-2653. doi: 10.1109/TNNLS.2021.3090503. Epub 2022 Jun 1. IEEE Trans Neural Netw Learn Syst. 2022. PMID: 34232893
Empowering Simple Graph Convolutional Networks.
Pasa L, Navarin N, Erb W, Sperduti A. Pasa L, et al. Among authors: sperduti a. IEEE Trans Neural Netw Learn Syst. 2024 Apr;35(4):4385-4399. doi: 10.1109/TNNLS.2022.3232291. Epub 2024 Apr 4. IEEE Trans Neural Netw Learn Syst. 2024. PMID: 37018277
Generative Kernels for Tree-Structured Data.
Bacciu D, Micheli A, Sperduti A. Bacciu D, et al. Among authors: sperduti a. IEEE Trans Neural Netw Learn Syst. 2018 Oct;29(10):4932-4946. doi: 10.1109/TNNLS.2017.2785292. Epub 2018 Jan 15. IEEE Trans Neural Netw Learn Syst. 2018. PMID: 29994607
Suppression of a SARS-CoV-2 outbreak in the Italian municipality of Vo'.
Lavezzo E, Franchin E, Ciavarella C, Cuomo-Dannenburg G, Barzon L, Del Vecchio C, Rossi L, Manganelli R, Loregian A, Navarin N, Abate D, Sciro M, Merigliano S, De Canale E, Vanuzzo MC, Besutti V, Saluzzo F, Onelia F, Pacenti M, Parisi SG, Carretta G, Donato D, Flor L, Cocchio S, Masi G, Sperduti A, Cattarino L, Salvador R, Nicoletti M, Caldart F, Castelli G, Nieddu E, Labella B, Fava L, Drigo M, Gaythorpe KAM; Imperial College COVID-19 Response Team; Brazzale AR, Toppo S, Trevisan M, Baldo V, Donnelly CA, Ferguson NM, Dorigatti I, Crisanti A; Imperial College COVID-19 Response Team. Lavezzo E, et al. Among authors: sperduti a. Nature. 2020 Aug;584(7821):425-429. doi: 10.1038/s41586-020-2488-1. Epub 2020 Jun 30. Nature. 2020. PMID: 32604404
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