Zobrazeno 1 - 10
of 10
pro vyhledávání: '"Shcherbatyi, Iaroslav"'
Autor:
Das, Piali, Perrone, Valerio, Ivkin, Nikita, Bansal, Tanya, Karnin, Zohar, Shen, Huibin, Shcherbatyi, Iaroslav, Elor, Yotam, Wu, Wilton, Zolic, Aida, Lienart, Thibaut, Tang, Alex, Ahmed, Amr, Faddoul, Jean Baptiste, Jenatton, Rodolphe, Winkelmolen, Fela, Gautier, Philip, Dirac, Leo, Perunicic, Andre, Miladinovic, Miroslav, Zappella, Giovanni, Archambeau, Cédric, Seeger, Matthias, Dutt, Bhaskar, Rouesnel, Laurence
AutoML systems provide a black-box solution to machine learning problems by selecting the right way of processing features, choosing an algorithm and tuning the hyperparameters of the entire pipeline. Although these systems perform well on many datas
Externí odkaz:
http://arxiv.org/abs/2012.08483
Autor:
Perrone, Valerio, Shen, Huibin, Zolic, Aida, Shcherbatyi, Iaroslav, Ahmed, Amr, Bansal, Tanya, Donini, Michele, Winkelmolen, Fela, Jenatton, Rodolphe, Faddoul, Jean Baptiste, Pogorzelska, Barbara, Miladinovic, Miroslav, Kenthapadi, Krishnaram, Seeger, Matthias, Archambeau, Cédric
Tuning complex machine learning systems is challenging. Machine learning typically requires to set hyperparameters, be it regularization, architecture, or optimization parameters, whose tuning is critical to achieve good predictive performance. To de
Externí odkaz:
http://arxiv.org/abs/2012.08489
Autor:
Perrone, Valerio, Shcherbatyi, Iaroslav, Jenatton, Rodolphe, Archambeau, Cedric, Seeger, Matthias
Bayesian optimization (BO) is a model-based approach to sequentially optimize expensive black-box functions, such as the validation error of a deep neural network with respect to its hyperparameters. In many real-world scenarios, the optimization is
Externí odkaz:
http://arxiv.org/abs/1910.07003
Autor:
Shcherbatyi, Iaroslav, Andres, Bjoern
Regularized empirical risk minimization with constrained labels (in contrast to fixed labels) is a remarkably general abstraction of learning. For common loss and regularization functions, this optimization problem assumes the form of a mixed integer
Externí odkaz:
http://arxiv.org/abs/1602.06746
An increasing number of works explore collaborative human-computer systems in which human gaze is used to enhance computer vision systems. For object detection these efforts were so far restricted to late integration approaches that have inherent lim
Externí odkaz:
http://arxiv.org/abs/1505.05753
Publikováno v:
In Procedia CIRP 2019 84:814-819
Publikováno v:
Proceedings of the International Conference on Information Systems (ICIS); 2018, p1-17, 17p
Publikováno v:
Pattern Recognition: 38th German Conference, GCPR 2016, Hannover, Germany, September 12-15, 2016, Proceedings; 2016, p451-452, 2p
Autor:
Juan C. Trujillo, Karen C. Davis, Xiaoyong Du, Zhanhuai Li, Tok Wang Ling, Guoliang Li, Mong Li Lee
This book constitutes the refereed proceedings of the 37th International Conference on Conceptual Modeling, ER 2018, held in XI'an, China, in October 2018.The 30 full and 13 short papers presented together with 3 keynotes were carefully reviewed and
Autor:
Bodo Rosenhahn, Bjoern Andres
This book constitutes the refereed proceedings of the 38th German Conference on Pattern Recognition, GCPR 2016, held in Hannover, Germany, in September 2016. The 36 revised full papers presented were carefully reviewed and selected from 85 submission