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Journal Article (7)

1.
Journal Article
Dinuzzo, F.: Analysis of Fixed-Point and Coordinate Descent Algorithms for Regularized Kernel Methods. IEEE Transactions on Neural Networks 22 (10), pp. 1576 - 1587 (2011)
2.
Journal Article
Dinuzzo, F.; Pillonetto, G.; De Nicolao, G.: Client–Server Multitask Learning From Distributed Datasets. IEEE Transactions on Neural Networks 22 (2), pp. 290 - 303 (2011)
3.
Journal Article
Pillonetto, G.; Dinuzzo, F.; De Nicolao, G.: Bayesian Online Multitask Learning of Gaussian Processes. IEEE Transactions on Pattern Analysis and Machine Intelligence 32 (2), pp. 193 - 205 (2010)
4.
Journal Article
Dinuzzo, F.; Ferrara, A.: Finite-time output stabilization with second order sliding modes. Automatica 45 (9), pp. 2169 - 2171 (2009)
5.
Journal Article
Dinuzzo, F.; Ferrara, A.: Higher order sliding mode controllers with optimal reaching. IEEE Transactions on Automatic Control 54 (9), pp. 2126 - 2136 (2009)
6.
Journal Article
Dinuzzo, F.; De Nicolao, G.: An algebraic characterization of the optimum of regularized kernel methods. Machine Learning 74 (3), pp. 315 - 345 (2009)
7.
Journal Article
Dinuzzo, F.; Neve , M.; De Nicolao, G.; Gianazza, U.: On the Representer Theorem and Equivalent Degrees of Freedom of SVR. The Journal of Machine Learning Research 8, pp. 2467 - 2495 (2007)

Book Chapter (1)

8.
Book Chapter
Dinuzzo, F.; De Nicolao, G.: Some comments on ν-SVM. In: A Tribute to Antonio Lepschy, p. - (Eds. Picci, G.; Valcher, M.). Edizione Libreria Progetto, Padova, Italy (2007)

Conference Paper (5)

9.
Conference Paper
Del Favero, S.; Varagnolo, D.; Dinuzzo, F.; Schenato, L.; Pillonetto, G.: On the discardability of data in Support Vector Classification problems. In: 50th IEEE Conference on Decision and Control and European Control Conference (CDC - ECC 2011), pp. 3210 - 3215. 50th IEEE Conference on Decision and Control and European Control Conference (CDC - ECC 2011), Orlando, FL, USA. IEEE, Piscataway, NJ, USA (2011)
10.
Conference Paper
Dinuzzo, F.; Fukumizu, K.: Learning low-rank output kernels. In: Asian Conference on Machine Learning, 14-15 November 2011, South Garden Hotels and Resorts, Taoyuan, Taiwain, pp. 181 - 196 (Eds. Hsu, C.-N.; Lee, W.). 3rd Asian Conference on Machine Learning (ACML 2011), Taoyuan, Taiwan. JMLR, Cambridge, MA, USA (2011)
11.
Conference Paper
Dinuzzo, F.; Ong, C.; Gehler, P.; Pillonetto, G.: Learning output kernels with block coordinate descent. In: 28th International Conference on Machine Learning (ICML 2011), pp. 49 - 56 (Eds. Getoor, L.; Scheffer, T.). 28th International Conference on Machine Learning (ICML 2011), Bellevue, WA, USA. International Machine Learning Society, Madison, WI, USA (2011)
12.
Conference Paper
Dinuzzo, F.: A second order sliding mode controller with polygonal constraints. In: 48th IEEE Conference on Decision and Control (CDC 2009), pp. 6715 - 6719. 48th IEEE Conference on Decision and Control (CDC 2009), Shanghai, China, December 15, 2009 - December 18, 2009. IEEE, Piscataway, NJ, USA (2009)
13.
Conference Paper
Pillonetto, G.; Dinuzzo, F.; De Nicolao, G.: Bayesian online multi-task learning using regularization networks. In: 2008 American Control Conference, pp. 4517 - 4522. 2008 American Control Conference (ACC 2008), Seattle, WA, USA, June 11, 2008 - June 13, 2008. IEEE Service Center, Piscataway, NJ, USA (2008)

Thesis - PhD (1)

14.
Thesis - PhD
Dinuzzo, F.: Learning functions with kernel methods. Dissertation, 130 pp., University of Pisa, Pisa, Italy (2011)
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