Search Results - "Yen, Chi"
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1
Statistical Inference with Local Optima
Published in Journal of the American Statistical Association (03-07-2023)“…We study the statistical properties of an estimator derived by applying a gradient ascent method with multiple initializations to a multi-modal likelihood…”
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Journal Article -
2
Density Level Sets: Asymptotics, Inference, and Visualization
Published in Journal of the American Statistical Association (01-12-2017)“…We study the plug-in estimator for density level sets under Hausdorff loss. We derive asymptotic theory for this estimator, and based on this theory, we…”
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3
Federated Quantum Machine Learning
Published in Entropy (Basel, Switzerland) (13-04-2021)“…Distributed training across several quantum computers could significantly improve the training time and if we could share the learned model, not the data, it…”
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4
Pattern graphs: A graphical approach to nonmonotone missing data
Published in The Annals of statistics (01-02-2022)“…We introduce the concept of pattern graphs–directed acyclic graphs representing how response patterns are associated. A pattern graph represents an identifying…”
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5
AutoSDF: Shape Priors for 3D Completion, Reconstruction and Generation
Published in 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01-06-2022)“…Powerful priors allow us to perform inference with in-sufficient information. In this paper, we propose an au-toregressive prior for 3D shapes to solve…”
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Conference Proceeding -
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Skeleton Clustering: Dimension-Free Density-Aided Clustering
Published in Journal of the American Statistical Association (02-04-2024)“…We introduce a density-aided clustering method called Skeleton Clustering that can detect clusters in multivariate and even high-dimensional data with…”
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7
Alignment between Filaments and Galaxy Spins from the MaNGA Integral-field Survey
Published in The Astrophysical journal (01-05-2019)“…Halos and galaxies acquire their angular momentum during the collapse of the surrounding large-scale structure. This process imprints alignments between galaxy…”
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Long-term cardiovascular outcomes in COVID-19 survivors among non-vaccinated population: A retrospective cohort study from the TriNetX US collaborative networks
Published in EClinicalMedicine (01-11-2022)“…The long-term cardiovascular outcomes in COVID-19 survivors remain largely unclear. The aim of this study was to investigate the long-term cardiovascular…”
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Journal Article -
9
Modal regression using kernel density estimation: A review
Published in Wiley interdisciplinary reviews. Computational statistics (01-07-2018)“…We review recent advances in modal regression studies using kernel density estimation. Modal regression is an alternative approach for investigating the…”
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Journal Article -
10
GENERALIZED CLUSTER TREES AND SINGULAR MEASURES
Published in The Annals of statistics (01-08-2019)“…In this paper we study the α-cluster tree (α-tree) under both singular and nonsingular measures. The α-tree uses probability contents within a set created by…”
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Journal Article -
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The Early Results and Validation of FORMOSAT‐7/COSMIC‐2 Space Weather Products: Global Ionospheric Specification and Ne‐Aided Abel Electron Density Profile
Published in Journal of geophysical research. Space physics (01-10-2020)“…The FORMOSAT‐7/COSMIC‐2 (F7/C2) satellite mission was launched on 25 June 2019 with six low‐Earth‐orbit satellites and can provide thousands of daily radio…”
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12
Systematic Analysis of Gene Expression Alterations and Clinical Outcomes for Long-Chain Acyl-Coenzyme A Synthetase Family in Cancer
Published in PloS one (12-05-2016)“…Dysregulated lipid metabolism contributes to cancer progression. Our previous study indicates that long-chain fatty acyl-Co A synthetase (ACSL) 3 is essential…”
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Journal Article -
13
Intrinsic alignments in redMaPPer clusters – I. Central galaxy alignments and angular segregation of satellites
Published in Monthly notices of the Royal Astronomical Society (21-11-2016)“…The shapes of cluster central galaxies are not randomly oriented, but rather exhibit coherent alignments with the shapes of their parent clusters as well as…”
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14
Quantum machine learning with differential privacy
Published in Scientific reports (11-02-2023)“…Quantum machine learning (QML) can complement the growing trend of using learned models for a myriad of classification tasks, from image recognition to natural…”
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Detecting effects of filaments on galaxy properties in the Sloan Digital Sky Survey III
Published in Monthly notices of the Royal Astronomical Society (01-04-2017)“…We study the effects of filaments on galaxy properties in the Sloan Digital Sky Survey (SDSS) Data Release 12 using filaments from the 'Cosmic Web…”
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Journal Article -
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GraphCom: A multidimensional measure of graphic complexity applied to 131 written languages
Published in Behavior research methods (01-02-2018)“…We report a new multidimensional measure of visual complexity (GraphCom) that captures variability in the complexity of graphs within and across writing…”
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Journal Article -
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Organic‐Inorganic Phenolic/POSS Hybrids Provide Highly Ordered Mesoporous Structures Templated by High Thermal Stability of PS‐b‐P4VP Diblock Copolymer
Published in Chemistry : a European journal (26-05-2023)“…Anionic living polymerization was used to prepare a diblock copolymer of poly(styrene‐b‐4‐vinyl pyridine) (PS‐b‐P4VP), and a phenolic resin with a…”
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Journal Article -
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Optimizing quantum noise-induced reservoir computing for nonlinear and chaotic time series prediction
Published in Scientific reports (07-11-2023)“…Quantum reservoir computing is strongly emerging for sequential and time series data prediction in quantum machine learning. We make advancements to the…”
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Journal Article -
19
Detecting galaxy–filament alignments in the Sloan Digital Sky Survey III
Published in Monthly notices of the Royal Astronomical Society (01-05-2019)“…Abstract Previous studies have shown the filamentary structures in the cosmic web influence the alignments of nearby galaxies. We study this effect in the LOWZ…”
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Journal Article -
20
Foundations of Quantum Federated Learning Over Classical and Quantum Networks
Published in IEEE network (01-01-2024)“…Quantum federated learning (QFL) is a novel framework that integrates the advantages of classical federated learning (FL) with the computational power of…”
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Journal Article