no code implementations • 24 Dec 2022 • Farnam Mansouri, Sandra Zilles
This paper presents a construction of a proper and stable labelled sample compression scheme of size $O(\VCD^2)$ for any finite concept class, where $\VCD$ denotes the Vapnik-Chervonenkis Dimension.
no code implementations • NeurIPS Workshop DLDE 2021 • Erfan Pirmorad, Faraz Khoshbakhtian, Farnam Mansouri, Amir-Massoud Farahmand
In many areas, such as the physical sciences, life sciences, and finance, control approaches are used to achieve a desired goal in complex dynamical systems governed by differential equations.
no code implementations • 17 Oct 2020 • Farnam Mansouri, Yuxin Chen, Ara Vartanian, Xiaojin Zhu, Adish Singla
We analyze several properties of the teaching complexity parameter $TD(\sigma)$ associated with different families of the preference functions, e. g., comparison to the VC dimension of the hypothesis class and additivity/sub-additivity of $TD(\sigma)$ over disjoint domains.
no code implementations • 21 Mar 2020 • Rati Devidze, Farnam Mansouri, Luis Haug, Yuxin Chen, Adish Singla
Machine teaching studies the interaction between a teacher and a student/learner where the teacher selects training examples for the learner to learn a specific task.
no code implementations • NeurIPS 2019 • Farnam Mansouri, Yuxin Chen, Ara Vartanian, Xiaojin Zhu, Adish Singla
In our framework, each function $\sigma \in \Sigma$ induces a teacher-learner pair with teaching complexity as $\TD(\sigma)$.
no code implementations • 15 Sep 2019 • Ali Khodadadi, Seyed Abbas Hosseini, Ehsan Pajouheshgar, Farnam Mansouri, Hamid R. Rabiee
In this approach which is more realistic in real world online services, at each time-step the model predicts the user return time instead of predicting a churn label.
no code implementations • 17 Dec 2016 • Changbo Chen, Svyatoslav Covanov, Farnam Mansouri, Marc Moreno Maza, Ning Xie, Yuzhen Xie
We propose a new algorithm for multiplying dense polynomials with integer coefficients in a parallel fashion, targeting multi-core processor architectures.
Symbolic Computation Mathematical Software