1 code implementation • 4 May 2020 • Fabio Colella, Pedram Daee, Jussi Jokinen, Antti Oulasvirta, Samuel Kaski
To verify this hypothesis, that humans steer and are able to improve performance by steering, we designed a function optimization task where a human and an optimization algorithm collaborate to find the maximum of a 1-dimensional function.
no code implementations • 1 Dec 2019 • Mustafa Mert Çelikok, Tomi Peltola, Pedram Daee, Samuel Kaski
Understanding each other is the key to success in collaboration.
1 code implementation • NeurIPS 2019 • Tomi Peltola, Mustafa Mert Çelikok, Pedram Daee, Samuel Kaski
We formulate this sequential teaching problem, which current techniques in machine teaching do not address, as a Markov decision process, with the dynamics nesting a model of the learner and the actions being the teacher's responses.
1 code implementation • 13 Oct 2017 • Pedram Daee, Tomi Peltola, Aki Vehtari, Samuel Kaski
In human-in-the-loop machine learning, the user provides information beyond that in the training data.
no code implementations • 9 May 2017 • Iiris Sundin, Tomi Peltola, Muntasir Mamun Majumder, Pedram Daee, Marta Soare, Homayun Afrabandpey, Caroline Heckman, Samuel Kaski, Pekka Marttinen
Predicting the efficacy of a drug for a given individual, using high-dimensional genomic measurements, is at the core of precision medicine.
1 code implementation • 10 Dec 2016 • Pedram Daee, Tomi Peltola, Marta Soare, Samuel Kaski
Prediction in a small-sized sample with a large number of covariates, the "small n, large p" problem, is challenging.