no code implementations • 21 Mar 2024 • M. Ali Al-Radhawi, Krishna Manoj, Dhruv D. Jatkar, Alon Duvall, Domitilla Del Vecchio, Eduardo D. Sontag
The paper first reviews the motivating cancer biology work, and then describes a proposed synthetic construct.
no code implementations • 20 Mar 2024 • Polly Y. Yu, Eduardo D. Sontag
Steady state non-monotonic ("biphasic") dose responses are often observed in experimental biology, which raises the control-theoretic question of identifying which possible mechanisms might underlie such behaviors.
no code implementations • 28 Dec 2023 • Zexiang Liu, Necmiye Ozay, Eduardo D. Sontag
Linear immersions (or Koopman eigenmappings) of a nonlinear system have wide applications in prediction and control.
no code implementations • 3 Oct 2023 • Matthew D. Kvalheim, Eduardo D. Sontag
Deep neural network autoencoders are routinely used computationally for model reduction.
no code implementations • 17 May 2023 • Arthur Castello B. de Oliveira, Milad Siami, Eduardo D. Sontag
Recent research in neural networks and machine learning suggests that using many more parameters than strictly required by the initial complexity of a regression problem can result in more accurate or faster-converging models -- contrary to classical statistical belief.
no code implementations • 13 Sep 2022 • M. Ali Al-Radhawi, Shubham Tripathi, Yun Zhang, Eduardo D. Sontag, Herbert Levine
In such models, epigenetic factors are usually proposed to act on the chromatin regions directly involved in the expression of relevant genes.
no code implementations • 8 Sep 2020 • Arthur Castello B. de Oliveira, Milad Siami, Eduardo D. Sontag
We develop some basic principles for the design and robustness analysis of a continuous-time bilinear dynamical network, where an attacker can manipulate the strength of the interconnections/edges between some of the agents/nodes.
1 code implementation • 1 Sep 2020 • Jared Miller, M. Ali Al-Radhawi, Eduardo D. Sontag
The competition for resources between host and circuit genes can be ameliorated by splitting the ribosome pool by use of orthogonal ribosomes, where the circuit genes are exclusively translated by mutated ribosomes.
no code implementations • 24 Oct 2019 • M. Ali Al-Radhawi, Eduardo D. Sontag
Tumor metastasis is one of the main factors responsible for the high fatality rate of cancer.