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Showing 1 to 6 of 6 for “"Potts Models"”.
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Enhanced Potts Models for Improved Computational Protein Design
… framework that outperforms state-of-the-art models in native sequence recovery. For a target structure, the model outputs a Potts model, an energy table describing the self and pairwise energetic contributions for all amino acids at all positions. In this thesis, I investigate approaches for …
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Lattice models of glasses and Potts models for community detection
… theoretical basis from existing lattice models of glasses based on kinetic facilitation. We then proceed to perform a more detailed comparison between lattice glass models, including t154 and a model by Ciamarra et. al. (Phys. Rev. E 68 066111 (2003)), with traditional facilitated models. …
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Graphical representations of Ising and Potts models: stochastic geometry of the quantum Ising model and the space-time Potts model
… as external conditions are varied. Two models in particular are of great interest to mathematicians, namely the Ising model of a magnet and the percolation model of a porous solid. These models in turn are part of the unifying framework of the random-cluster representation, a model for …
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Study of Critical Phenomena with Monte Carlo and Machine Learning Techniques
… aging properties of two-state and three-state Potts models with absorbing states and we determine temporal scaling of autocorrelation and autoresponse functions. We propose a novel microscopic model which exhibits non-equilibrium critical points belonging to the Voter, DP and Ising Universality …
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Introduction to fast Super-Paramagnetic Clustering
We map stock market interactions to spin models to recover their hierarchical structure using a simulated annealing based Super-Paramagnetic Clustering (SPC) algorithm. This is directly compared to a modified implementation of a maximum likelihood approach to fast-Super-Paramagnetic Clustering …
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Unconventional computing platforms and nature-inspired methods for solving hard optimisation problems
… condensates to represent different oscillator models. We derive analytic expressions for the interactions between two spatially separated polariton condensates and show various synchronisation regimes for periodic chains of condensates. An odd number of condensates at the vertices of a regular …