Published 2020
Table of Contents:
“...
Data Driven
Computational Sciences -- A High-Performance Implementation of Bayesian Matrix Factorization with Limited Communication -- Early adaptive evaluation scheme for
data-driven calibration in forest fire spread prediction -- Strategic Use of
Data Assimilation for Dynamic
Data-driven Simulation -- PDPNN: Modeling User Personal Dynamic Preference for Next Point-of-Interest Recommendation -- Cyber Attribution from Topological Patterns -- Applications of
Data Assimilation Methods on a Coupled Dual Porosity Stokes Model -- Spatiotemporal Filtering Pipeline for Efficient Social Networks
Data Processing Algorithms -- Normal Grouping Density Separation (NGDS): a novel object-driven indoor point cloud partition method -- Machine
Learning and
Data Assimilation for Dynamical Systems --
Learning Hidden States in a Chaotic System: A Physics-Informed Echo State Network Approach --
Learning ergodic averages in chaotic systems -- Supermodeling: the next level of abstraction in the use of
data assimilation -- A new multilayer network construction via Tensor
learning -- Neural Assimilation -- A Machine
Learning Method for
Computing Rare Event Probabilities -- Node Classification in Complex Social Graphs via Knowledge-Graph Embeddings and Convolutional Neural Network -- Accelerated Gaussian Convolution in a
Data Assimilation scenario -- Complementary Role of
Data Assimilation and Machine
Learning for a Truly Optimal Estimation System: An Example Derived from Air Quality Analysis -- Recursive Updates of Wildfire Perimeters using Barrier Points and Ensemble Kalman Filtering -- Meshfree Methods in
Computational Sciences -- Finding Points of Importance for Radial Basis Function Approximation of Large Scattered
Data -- High accuracy terrain reconstruction from point clouds using implicit deformable model -- Solving non-linear elasticity problems by a WLS high order continuation -- Advanced Radial Basis Functions mesh morphing for high fidelity Fluid-Structure Interaction with known movement of the walls: simulation of an aortic valve -- Radial Basis Functions Mesh Morphing - A comparison between the bi-harmonic spline and the Wendland C2 radial function -- Radial Basis Function Approximation Optimal Shape Parameters Estimation: Preliminary Experimental Results -- Multiscale Modelling and Simulation -- Projective Integration for Moment Models of the BGK Equation -- Open Boundary Modeling in Molecular Dynamics with Machine
Learning -- Microtubule Biomechanics and the Effect of Degradation of Elastic Moduli -- Formation of morphogenetic patterns in cellular automata -- Multilevel Monte Carlo with improved correlation for kinetic equations in the diffusive scaling -- Development and application of the Statistically Similar Representative Volume Element for numerical modelling of multiphase materials -- A heterogeneous multi-scale model for blood flow -- Towards Accurate Simulation of Global Challenges on
Data Centers Infrastructures via Coupling of Models and
Data Sources -- Easing multiscale model design and coupling with MUSCLE 3 -- Quantum
Computing Workshop -- Simulations of Quantum Finite Automata -- LibKet: A cross-platform
programming framework for quantumaccelerated scientific
computing -- Generalized Quantum Deutsch-Jozsa Algorithm -- Revisiting old combinatorial beasts in the quantum age: quantum annealing versus maximal matching -- A Quantum Annealing Algorithm for Finding Pure Nash Equilibria in Graphical Games -- Hybrid quantum annealing heuristic method for solving Job Shop Scheduling Problem -- Foundations for Workflow Application Scheduling on D-Wave System -- A Hybrid Solution Method for the Multi-Service Location Set Covering Problem -- New hybrid quantum annealing algorithms for solving Vehicle Routing Problem -- Multi-agent reinforcement
learning using simulated quantum annealing -- Quantum Hopfield neural networks: A new approach and its storage Capacity -- A Variational algorithm for Quantum Neural Networks -- Imperfect Distributed Quantum Phase Estimation -- Optimal representation of quantum channels -- Perturbation of the numerical range of unitary matrices -- Design of Short Codes for Quantum Channels with Asymmetric Pauli Errors -- Simulation Methodology for Electron Transfer in CMOS Quantum Dots....
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