- Bayesian inference of Lévy walks via hidden Markov models
2021/07/08 by Seongyu Park, Park, Seongyu, Samudrajit Thapa +7 · 1 citation
Biochemistry, Genetics and Molecular Biology · Mathematics · Physics and Astronomy · #Biological Physics (physics.bio-ph) #Data Analysis #Diffusion and Search Dynamics #FOS: Biological sciences #FOS: Physical sciences #Fractional Differential Equations Solutions #Quantitative Methods (q-bio.QM) #Statistical Mechanics (cond-mat.stat-mech) #Statistics and Probability (physics.data-an) #stochastic dynamics and bifurcation
- Discriminating chaotic and stochastic time series using permutation entropy and artificial neural networks
2021/07/06 by B. R. R. Boaretto, Boaretto, B. R. R., Roberto C. Budzinski +9 · 1 citation
Biochemistry, Genetics and Molecular Biology · Economics, Econometrics and Finance · Physics and Astronomy · #Chaos control and synchronization #Complex Systems and Time Series Analysis #Data Analysis #FOS: Physical sciences #Fractal and DNA sequence analysis #Statistics and Probability (physics.data-an)
- LHC physics dataset for unsupervised New Physics detection at 40 MHz
2021/07/05 by Ekaterina Govorkova, Ema Puljak, Govorkova, Ekaterina +9 · 5 citations
Computer Science · Physics and Astronomy · #Advanced Data Storage Technologies #Data Analysis #Distributed and Parallel Computing Systems #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #Particle Detector Development and Performance #Statistics and Probability (physics.data-an)
- Interactive Causal Structure Discovery in Earth System Sciences
2021/07/01 by Melkas, Laila, Savvides, Rafael, Chandramouli, Suyog +4 · 1 citation
#Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG) #Statistics and Probability (physics.data-an)
- Statistics of drops generated from ensembles of randomly corrugated ligaments
2021/06/30 by Sagar Pal, Cesar Pairetti, Pal, Sagar +7 · 1 citation
Earth and Planetary Sciences · Engineering · #Computational Physics (physics.comp-ph) #Data Analysis #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Fluid Dynamics and Heat Transfer #Particle Dynamics in Fluid Flows #Statistics and Probability (physics.data-an) #nanoparticles nucleation surface interactions
- RanBox: Anomaly Detection in the Copula Space
2021/06/10 by T. Dorigo, Martina Fumanelli, Dorigo, Tommaso +9 · 1 citation
Chemistry · Computer Science · Engineering · #Advanced Chemical Sensor Technologies #Anomaly Detection Techniques and Applications #Data Analysis #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #Spectroscopy and Chemometric Analyses #Statistics and Probability (physics.data-an)
- Fluctuation-Dissipation Relations Far from Equilibrium: A Case Study
2021/06/01 by Jung, Gerhard, Schmid, Friederike · 3 citations
#Chemical Physics (physics.chem-ph) #Data Analysis #FOS: Physical sciences #Soft Condensed Matter (cond-mat.soft) #Statistical Mechanics (cond-mat.stat-mech) #Statistics and Probability (physics.data-an)
- Superfloe Parameterization with Physics Constraints for Uncertainty Quantification of Sea Ice Floes
2021/05/28 by Nan Chen, Chen, Nan, Quanling Deng +3 · 2 citations
Earth and Planetary Sciences · #Arctic and Antarctic ice dynamics #Climate change and permafrost #Computational Physics (physics.comp-ph) #Cryospheric studies and observations #Data Analysis #Dynamical Systems (math.DS) #FOS: Mathematics #FOS: Physical sciences #Numerical Analysis (math.NA) #Statistics and Probability (physics.data-an)
- Sampling random graphs with specified degree sequences
2021/05/25 by Upasana Dutta, Dutta, Upasana, Bailey K. Fosdick +3 · 1 citation
Biochemistry, Genetics and Molecular Biology · Neuroscience · Physics and Astronomy · #Bioinformatics and Genomic Networks #Complex Network Analysis Techniques #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Functional Brain Connectivity Studies #Methodology (stat.ME) #Social and Information Networks (cs.SI) #Statistics and Probability (physics.data-an)
- Semi-supervised learning of images with strong rotational disorder: assembling nanoparticle libraries
2021/05/24 by Ziatdinov, Maxim, Yaman, Muammer Yusuf, Liu, Yongtao +2 · 1 citation
#Data Analysis #Disordered Systems and Neural Networks (cond-mat.dis-nn) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Materials Science (cond-mat.mtrl-sci) #Statistics and Probability (physics.data-an)
- Benchmarking the Performance of Bayesian Optimization across Multiple Experimental Materials Science Domains
2021/05/23 by Qiaohao Liang, Aldair E. Gongora, Liang, Qiaohao +27 · 11 citations
Computer Science · Materials Science · #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification #Machine Learning in Materials Science #Materials Science (cond-mat.mtrl-sci) #Statistics and Probability (physics.data-an)
- Objective comparison of methods to decode anomalous diffusion
2021/05/14 by Muñoz-Gil, Gorka, Volpe, Giovanni, Garcia-March, Miguel Angel +31 · 4 citations
#Biological Physics (physics.bio-ph) #Data Analysis #FOS: Biological sciences #FOS: Physical sciences #Quantitative Methods (q-bio.QM) #Soft Condensed Matter (cond-mat.soft) #Statistics and Probability (physics.data-an)
- Weighted directed clustering: interpretations and requirements for\n heterogeneous, inferred, and measured networks
2021/05/13 by Tanguy Fardet, Anna Levina, Fardet, Tanguy +1 · 1 citation
Computer Science · Physics and Astronomy · #Advanced Clustering Algorithms Research #Complex Network Analysis Techniques #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Physics and Society (physics.soc-ph) #Social and Information Networks (cs.SI) #Statistics and Probability (physics.data-an)
- Explicit construction of joint multipoint statistics in complex systems
2021/05/07 by Joachim Peinke, Friedrich, J., Peinke, J. +4 · 2 citations
Economics, Econometrics and Finance · Physics and Astronomy · #Complex Systems and Time Series Analysis #Data Analysis #FOS: Physical sciences #Financial Risk and Volatility Modeling #Fluid Dynamics (physics.flu-dyn) #Statistical Mechanics and Entropy #Statistics and Probability (physics.data-an)
- Extreme Learning Machine for the Characterization of Anomalous Diffusion from Single Trajectories (AnDi-ELM)
2021/05/06 by Manzo, Carlo · 2 citations
#Biological Physics (physics.bio-ph) #Data Analysis #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (stat.ML) #Quantitative Methods (q-bio.QM) #Statistics and Probability (physics.data-an)
- Optimal Transport for Parameter Identification of Chaotic Dynamics via Invariant Measures
2021/04/30 by Yunan Yang, Yang, Yunan, Levon Nurbekyan +7 · 4 citations
Decision Sciences · Engineering · Physics and Astronomy · #34A55 #37M21 #49Q22 #65N08 #82C31 #93B30 #Data Analysis #Dynamical Systems (math.DS) #Elasticity and Material Modeling #FOS: Mathematics #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Model Reduction and Neural Networks #Optimization and Control (math.OC) #Probabilistic and Robust Engineering Design #Statistics and Probability (physics.data-an)
- Robust Feature Disentanglement in Imaging Data via Joint Invariant Variational Autoencoders: from Cards to Atoms
2021/04/20 by Maxim Ziatdinov, Ziatdinov, Maxim, Sergei V. Kalinin +1 · 1 citation
Computer Science · Engineering · #Computational Physics and Python Applications #Data Analysis #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Physical sciences #Hydrocarbon exploration and reservoir analysis #Machine Learning (cs.LG) #Statistics and Probability (physics.data-an)
- Deep learning for visualization and novelty detection in large X-ray diffraction datasets
2021/04/09 by Banko, Lars, Maffettone, Phillip M., Naujoks, Dennis +2 · 2 citations
#Data Analysis #FOS: Physical sciences #Materials Science (cond-mat.mtrl-sci) #Statistics and Probability (physics.data-an)
- Single-Qubit Fidelity Assessment of Quantum Annealing Hardware
2021/04/07 by Nelson, Jon, Vuffray, Marc, Lokhov, Andrey Y. +1 · 5 citations
#Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Physics (quant-ph) #Statistics and Probability (physics.data-an)
- Restricted Boltzmann Machines as Models of Interacting Variables
2021/03/29 by Bulso, Nicola, Roudi, Yasser · 3 citations
#Data Analysis #Disordered Systems and Neural Networks (cond-mat.dis-nn) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics and Probability (physics.data-an)
- Jet characterization in Heavy Ion Collisions by QCD-Aware Graph Neural Networks
2021/03/27 by Yogesh Verma, Verma, Yogesh, S. Jena +1 · 1 citation
Physics and Astronomy · #Data Analysis #FOS: Physical sciences #High Energy Physics - Phenomenology (hep-ph) #High-Energy Particle Collisions Research #Particle physics theoretical and experimental studies #Quantum Chromodynamics and Particle Interactions #Statistics and Probability (physics.data-an)
- An analysis of gamma-ray data collected at traffic intersections in Northern Virginia
2021/03/22 by N. Hoteling, Eric T Moore, Hoteling, Nathan +9 · 4 citations
Computer Science · Earth and Planetary Sciences · Health Professions · #Data Analysis #Earthquake Detection and Analysis #FOS: Physical sciences #Geochemistry and Geologic Mapping #Physics and Society (physics.soc-ph) #Radioactivity and Radon Measurements #Statistics and Probability (physics.data-an)
- Rapid parameter estimation of discrete decaying signals using autoencoder networks
2021/03/10 by Visschers, Jim C., Budker, Dmitry, Bougas, Lykourgos · 1 citation
#Data Analysis #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Signal Processing (eess.SP) #Statistics and Probability (physics.data-an) #electronic engineering #information engineering
- Gaussian processes meet NeuralODEs: A Bayesian framework for learning the dynamics of partially observed systems from scarce and noisy data
2021/03/04 by Mohamed Aziz Bhouri, Paris Perdikaris, Bhouri, Mohamed Aziz +1 · 4 citations
Computer Science · Engineering · #Control Systems and Identification #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Fault Detection and Control Systems #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics and Probability (physics.data-an)
- Model-Independent Detection of New Physics Signals Using Interpretable Semi-Supervised Classifier Tests
2021/02/15 by Purvasha Chakravarti, Chakravarti, Purvasha, Mikael Kuusela +5 · 3 citations
Computer Science · Mathematics · Physics and Astronomy · #Applications (stat.AP) #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Gaussian Processes and Bayesian Inference #High Energy Physics - Phenomenology (hep-ph) #Particle physics theoretical and experimental studies #Statistical Methods and Inference #Statistics and Probability (physics.data-an)
- Invertible Neural Networks versus MCMC for Posterior Reconstruction in Grazing Incidence X-Ray Fluorescence
2021/02/05 by Andrle, Anna, Farchmin, Nando, Hagemann, Paul +3 · 2 citations
#Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Statistics and Probability (physics.data-an)
- A Living Review of Machine Learning for Particle Physics
2021/02/02 by M. Feickert, Benjamin Nachman, Feickert, Matthew +1 · 28 citations
Computer Science · Engineering · Physics and Astronomy · #Computational Physics and Python Applications #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #High Energy Physics - Phenomenology (hep-ph) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Nuclear reactor physics and engineering #Particle physics theoretical and experimental studies #Statistics and Probability (physics.data-an)
- Ergodicity breaking in area-restricted search of avian predators
2021/01/27 by Ohad Vilk, Yotam Orchan, Vilk, Ohad +11 · 3 citations
Agricultural and Biological Sciences · Biochemistry, Genetics and Molecular Biology · Social Sciences · #Animal Behavior and Reproduction #Data Analysis #Diffusion and Search Dynamics #Evolutionary Game Theory and Cooperation #FOS: Biological sciences #FOS: Physical sciences #Populations and Evolution (q-bio.PE) #Statistical Mechanics (cond-mat.stat-mech) #Statistics and Probability (physics.data-an)
- Householder Dice: A Matrix-Free Algorithm for Simulating Dynamics on\n Gaussian and Random Orthogonal Ensembles
2021/01/18 by Yue M. Lu, Lu, Yue M. · 2 citations
Mathematics · Physics and Astronomy · #Computation (stat.CO) #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Information Theory (cs.IT) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Random Matrices and Applications #Statistics and Probability (physics.data-an) #Theoretical and Computational Physics
- Node and Edge Nonlinear Eigenvector Centrality for Hypergraphs
2021/01/15 by Tudisco, Francesco, Higham, Desmond J. · 11 citations
#Data Analysis #FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #Numerical Analysis (math.NA) #Social and Information Networks (cs.SI) #Statistics and Probability (physics.data-an)
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