- Confidence curves for UQ validation: probabilistic reference vs. oracle
2022/06/30 by Pernot, Pascal · 1 citation
#Data Analysis #FOS: Physical sciences #Statistics and Probability (physics.data-an)
- ESA-Ariel Data Challenge NeurIPS 2022: Introduction to exo-atmospheric studies and presentation of the Atmospheric Big Challenge (ABC) Database
2022/06/29 by Quentin Changeat, Kai Hou Yip, Changeat, Quentin +1 · 2 citations
Earth and Planetary Sciences · Physics and Astronomy · #Atmospheric Ozone and Climate #Data Analysis #Earth and Planetary Astrophysics (astro-ph.EP) #FOS: Physical sciences #Geological and Geophysical Studies #Instrumentation and Methods for Astrophysics (astro-ph.IM) #Statistics and Probability (physics.data-an) #Stellar, planetary, and galactic studies
- Accurate and fast identification of minimally prepared bacteria phenotypes using Raman spectroscopy assisted by machine learning
2022/06/27 by Benjamin Lundquist Thomsen, Jesper B. Christensen, Thomsen, Benjamin Lundquist +11 · 1 citation
Biochemistry, Genetics and Molecular Biology · Chemistry · #Bacterial Identification and Susceptibility Testing #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Optics (physics.optics) #Spectroscopy Techniques in Biomedical and Chemical Research #Spectroscopy and Chemometric Analyses #Statistics and Probability (physics.data-an)
- GD-VAEs: Geometric Dynamic Variational Autoencoders for Learning Nonlinear Dynamics and Dimension Reductions
2022/06/10 by Ryan Lopez, Lopez, Ryan, Paul J. Atzberger +1 · 3 citations
Computer Science · Physics and Astronomy · #Computational Physics and Python Applications #Data Analysis #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural Networks and Applications #Numerical Analysis (math.NA) #Statistics and Probability (physics.data-an)
- Measurement of Parity-Odd Modes in the Large-Scale 4-Point Correlation Function of SDSS BOSS DR12 CMASS and LOWZ Galaxies
2022/06/08 by Jiamin Hou, Zachary Slepian, Hou, Jiamin +3 · 15 citations
Physics and Astronomy · #Astronomy and Astrophysical Research #Cosmology and Gravitation Theories #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #Data Analysis #FOS: Physical sciences #General Relativity and Quantum Cosmology (gr-qc) #High Energy Physics - Theory (hep-th) #Scientific Research and Discoveries #Statistics and Probability (physics.data-an)
- Efficient computation of temporal exceeding probability of ship responses in a random wave field
2022/06/08 by Xianliang Gong, Gong, Xianliang, Katerina Siavelis +5 · 1 citation
Decision Sciences · Engineering · #Data Analysis #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Probabilistic and Robust Engineering Design #Ship Hydrodynamics and Maneuverability #Statistics and Probability (physics.data-an) #Structural Integrity and Reliability Analysis
- Deterministic Langevin Monte Carlo with Normalizing Flows for Bayesian Inference
2022/05/27 by Grumitt, Richard D. P., Dai, Biwei, Seljak, Uros · 2 citations
#62-08 #Computation (stat.CO) #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Mechanics (cond-mat.stat-mech) #Statistics and Probability (physics.data-an)
- Assigning degrees of stochasticity to blazar light curves in the radio band using complex networks
2022/05/09 by Belén Acosta, Acosta-Tripailao, Belén, W. Max-Moerbeck +5 · 1 citation
Physics and Astronomy · #Astrophysics and Cosmic Phenomena #Dark Matter and Cosmic Phenomena #Data Analysis #FOS: Physical sciences #Neutrino Physics Research #Statistics and Probability (physics.data-an)
- Nonbacktracking spectral clustering of nonuniform hypergraphs
2022/04/27 by Philip S. Chodrow, Chodrow, Philip, Nicole Eikmeier +3 · 2 citations
Computer Science · Physics and Astronomy · #05C50 #05C65 #15A18 #62H30 #62R07 #91D30 #Advanced Clustering Algorithms Research #Advanced Graph Neural Networks #Complex Network Analysis Techniques #Data Analysis #FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #Machine Learning (cs.LG) #Physics and Society (physics.soc-ph) #Probability (math.PR) #Social and Information Networks (cs.SI) #Statistics and Probability (physics.data-an)
- Procedure to Reveal the Mechanism of Pattern Formation Process by Topological Data Analysis
2022/04/26 by Yoh-ichi Mototake, Masaichiro Mizumaki, Mototake, Yoh-ichi +5 · 1 citation
Computer Science · #Data Analysis #FOS: Physical sciences #Pattern Formation and Solitons (nlin.PS) #Statistics and Probability (physics.data-an) #Strongly Correlated Electrons (cond-mat.str-el) #Topological and Geometric Data Analysis
- Machine Learning for Optical Scanning Probe Nanoscopy
2022/04/21 by Xinzhong Chen, Suheng Xu, Chen, Xinzhong +17 · 1 citation
Engineering · Physics and Astronomy · #Data Analysis #FOS: Physical sciences #Force Microscopy Techniques and Applications #Materials Science (cond-mat.mtrl-sci) #Near-Field Optical Microscopy #Optics (physics.optics) #Statistics and Probability (physics.data-an) #Surface and Thin Film Phenomena
- A Data-Driven Method for Automated Data Superposition with Applications in Soft Matter Science
2022/04/20 by Kyle R. Lennon, Lennon, Kyle R., Gareth H. McKinley +3 · 1 citation
Biochemistry, Genetics and Molecular Biology · Materials Science · Neuroscience · #Computational Physics (physics.comp-ph) #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Functional Brain Connectivity Studies #Machine Learning (cs.LG) #Machine Learning in Materials Science #Metabolomics and Mass Spectrometry Studies #Soft Condensed Matter (cond-mat.soft) #Statistics and Probability (physics.data-an)
- Scale Dependencies and Self-Similar Models with Wavelet Scattering Spectra
2022/04/19 by Morel, Rudy, Rochette, Gaspar, Leonarduzzi, Roberto +2 · 1 citation
#Data Analysis #Disordered Systems and Neural Networks (cond-mat.dis-nn) #FOS: Computer and information sciences #FOS: Economics and business #FOS: Electrical engineering #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mathematical Finance (q-fin.MF) #Signal Processing (eess.SP) #Statistics and Probability (physics.data-an) #electronic engineering #information engineering
- "Flux+Mutability": A Conditional Generative Approach to One-Class Classification and Anomaly Detection
2022/04/19 by Fanelli, C., Giroux, J., Papandreou, Z. · 1 citation
#Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #Machine Learning (cs.LG) #Nuclear Experiment (nucl-ex) #Statistics and Probability (physics.data-an)
- Discovering and forecasting extreme events via active learning in neural operators
2022/04/05 by Ethan Pickering, Stephen Guth, Pickering, Ethan +5 · 6 citations
Computer Science · Engineering · Physics and Astronomy · #Chaotic Dynamics (nlin.CD) #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) #Model Reduction and Neural Networks #Statistics and Probability (physics.data-an)
- Learning Optimal Test Statistics in the Presence of Nuisance Parameters
2022/03/24 by L. Heinrich, Heinrich, Lukas · 3 citations
Computer Science · #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Gaussian Processes and Bayesian Inference #Machine Learning and Algorithms #Machine Learning and Data Classification #Methodology (stat.ME) #Statistics and Probability (physics.data-an)
- SerialTrack: ScalE and Rotation Invariant Augmented Lagrangian Particle Tracking
2022/03/23 by Yang, Jin, Yin, Yue, Landauer, Alexander K. +7 · 2 citations
#Data Analysis #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Physical sciences #Quantitative Methods (q-bio.QM) #Robotics (cs.RO) #Statistics and Probability (physics.data-an)
- Benchmarks for Solar Radiation Time Series Forecasting
2022/03/18 by Voyant, Cyril, Notton, Gilles, Duchaud, Jean-Laurent +3 · 2 citations
#Applications (stat.AP) #Atmospheric and Oceanic Physics (physics.ao-ph) #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Statistics and Probability (physics.data-an)
- Active learning in open experimental environments: selecting the right information channel(s) based on predictability in deep kernel learning
2022/03/18 by Maxim Ziatdinov, Yongtao Liu, Ziatdinov, Maxim +3 · 2 citations
Computer Science · Engineering · Materials Science · #Computational Drug Discovery Methods #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Innovative Microfluidic and Catalytic Techniques Innovation #Machine Learning (cs.LG) #Machine Learning in Materials Science #Materials Science (cond-mat.mtrl-sci) #Statistics and Probability (physics.data-an)
- Celeritas: GPU-accelerated particle transport for detector simulation in\n High Energy Physics experiments
2022/03/16 by S. C. Tognini, P. Canal, Tognini, S. C. +15 · 1 citation
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 physics theoretical and experimental studies #Statistics and Probability (physics.data-an)
- Quantum computing for data analysis in high energy physics
2022/03/15 by Andrea Delgado, Kathleen E. Hamilton, Delgado, Andrea +41 · 3 citations
Computer Science · Physics and Astronomy · #Computational Physics and Python Applications #Data Analysis #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #Particle physics theoretical and experimental studies #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph) #Statistics and Probability (physics.data-an)
- Probabilistic forecasts of wind power generation in regions with complex topography using deep learning methods: An Arctic case
2022/03/10 by Odin Foldvik Eikeland, Eikeland, Odin Foldvik, Finn Dag Hovem +7 · 2 citations
Engineering · Environmental Science · #Atmospheric and Environmental Gas Dynamics #Climate variability and models #Data Analysis #Energy Load and Power Forecasting #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Statistics and Probability (physics.data-an)
- Spatial heterogeneity of air pollution statistics
2022/03/08 by Hankun He, He, Hankun, Benjamin W. Schafer +3 · 2 citations
Earth and Planetary Sciences · Economics, Econometrics and Finance · Environmental Science · #Air Quality and Health Impacts #Atmospheric and Oceanic Physics (physics.ao-ph) #Atmospheric chemistry and aerosols #Data Analysis #FOS: Physical sciences #Spatial and Panel Data Analysis #Statistics and Probability (physics.data-an)
- Deep Regression of Muon Energy with a K-Nearest Neighbor Algorithm
2022/03/06 by Dorigo, T., Guglielmini, Sofia, Kieseler, Jan +2 · 1 citation
#Data Analysis #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #Statistics and Probability (physics.data-an)
- Physically-informed data-driven modeling of active nematics
2022/02/25 by Matthew Golden, Golden, Matthew, Roman O. Grigoriev +5 · 6 citations
Neuroscience · Physics and Astronomy · #Advanced Thermodynamics and Statistical Mechanics #Data Analysis #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Micro and Nano Robotics #Neural dynamics and brain function #Soft Condensed Matter (cond-mat.soft) #Statistics and Probability (physics.data-an)
- Direct observational evidence of an oceanic dual kinetic energy cascade and its seasonality
2022/02/17 by Dhruv Balwada, Balwada, Dhruv, Jin-Han Xie +5 · 6 citations
Biochemistry, Genetics and Molecular Biology · Earth and Planetary Sciences · Environmental Science · #Atmospheric and Oceanic Physics (physics.ao-ph) #Chaotic Dynamics (nlin.CD) #Climate variability and models #Data Analysis #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Geomagnetism and Paleomagnetism Studies #Oceanographic and Atmospheric Processes #Statistics and Probability (physics.data-an)
- "Back to the future" projections for COVID-19 surges
2022/02/17 by J. Sunil Rao, Rao, J. Sunil, Tianhao Liu +3 · 1 citation
Computer Science · Economics, Econometrics and Finance · Mathematics · #92D25 (Primary) 92C60 92B15 62P10 62M10 (Secondary) #Anomaly Detection Techniques and Applications #COVID-19 epidemiological studies #Complex Systems and Time Series Analysis #Data Analysis #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Physical sciences #Methodology (stat.ME) #Populations and Evolution (q-bio.PE) #Quantitative Methods (q-bio.QM) #Statistics and Probability (physics.data-an)
- Deconstructing the Inductive Biases of Hamiltonian Neural Networks
2022/02/10 by Nate Gruver, Marc Finzi, Gruver, Nate +5 · 3 citations
Computer Science · Materials Science · Physics and Astronomy · #Data Analysis #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Materials Science #Model Reduction and Neural Networks #Neural Networks and Applications #Statistics and Probability (physics.data-an)
- Assessing Planetary Complexity and Potential Agnostic Biosignatures using Epsilon Machines
2022/02/08 by Bartlett, Stuart, Li, Jiazheng, Gu, Lixiang +6 · 3 citations
#Chaotic Dynamics (nlin.CD) #Data Analysis #Earth and Planetary Astrophysics (astro-ph.EP) #FOS: Physical sciences #Statistics and Probability (physics.data-an)
- Unifying Pairwise Interactions in Complex Dynamics
2022/01/28 by Oliver M. Cliff, Cliff, Oliver M., Annie G. Bryant +8 · 1 voice · 7 citations
Computer Science · Economics, Econometrics and Finance · Environmental Science · Physics and Astronomy · Psychology · #Complex Systems and Time Series Analysis #Data Analysis #Ecosystem dynamics and resilience #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Mental Health Research Topics #Statistics and Probability (physics.data-an) #cs.LG #physics.data-an
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