Scalable gaussian processes for characterizing multidimensional change surfaces

Scalable gaussian processes for characterizing multidimensional change surfaces

We present a scalable Gaussian process model for identifying and characterizing smooth multidimensional changepoints, and automatically learning changes in expressive covariance structure. We use Random Kitchen Sink features to exibly define a change surface in combination with expressive spectral m...

書誌詳細
主要な著者:	Herlands, W, Wilson, A, Nickisch, H, Flaxman, S, Neill, D, van Panhuis, W, Xing, E
フォーマット:	Conference item
出版事項:	Journal of Machine Learning Research 2016

類似資料

Scalable inference and private co-training for Gaussian processes
著者:: Thomas, O
出版事項: (2017)

Modulating scalable Gaussian processes for expressive statistical learning
著者:: Liu, Haitao, 等
出版事項: (2022)

A Scalable Gaussian Process Approach to Shear Mapping with MuyGPs
著者:: Gregory Sallaberry, 等
出版事項: (2025-01-01)

Understanding and comparing scalable Gaussian process regression for big data
著者:: Liu, Haitao, 等
出版事項: (2020)

Scalable Indoor Localization via Mobile Crowdsourcing and Gaussian Process
著者:: Qiang Chang, 等
出版事項: (2016-03-01)

Scalable Gaussian process inference with finite-data mean and variance guarantees
著者:: Huggins, Jonathan H., 等
出版事項: (2020)

Scalable, Federated Gaussian Process Training for Decentralized Multi-Agent Systems
著者:: George P. Kontoudis, 等
出版事項: (2024-01-01)

Spatial mapping with Gaussian processes and nonstationary Fourier features
著者:: Ton, J, 等
出版事項: (2018)

Revisiting K2-233 spectroscopic time-series with multidimensional Gaussian processes
著者:: Barragán, O, 等
出版事項: (2023)

When Gaussian process meets big data : a review of scalable GPs
著者:: Liu, Haitao, 等
出版事項: (2021)

Making the Coupled Gaussian Process Dynamical Model Modular and Scalable with Variational Approximations
著者:: Dmytro Velychko, 等
出版事項: (2018-09-01)

Learning from crowds in digital pathology using scalable variational Gaussian processes
著者:: Miguel López-Pérez, 等
出版事項: (2021-06-01)

Influence of the outliers to the classification of multidimensional Gaussian mixtures
著者:: Gintautas Jakimauskas
出版事項: (2001-12-01)

Wasserstein and weighted metrics for multidimensional Gaussian distributions
著者:: Kelbert, Mark Yakovlevich, 等
出版事項: (2023-11-01)

Transmit Antenna Selection for Sum-Rate Maximization with Multiclass Scalable Gaussian Process Classification
著者:: Xiaofeng Yang
出版事項: (2023-01-01)

nnSVG for the scalable identification of spatially variable genes using nearest-neighbor Gaussian processes
著者:: Lukas M. Weber, 等
出版事項: (2023-07-01)

Numerically stable sparse Gaussian processes via minimum separation using cover trees
著者:: Terenin, A, 等
出版事項: (2024)

A Fast Method for Fitting a Multidimensional Gaussian Function
著者:: Anita Gribl Koscevic, 等
出版事項: (2022-01-01)

Multidimensional diffusion processes /
著者:: 226074 Stroock, Daniel W., 等
出版事項: (1979)

Improved prediction accuracy for disease risk mapping using Gaussian process stacked generalization
著者:: Bhatt, S, 等
出版事項: (2017)

TSV-integrated surface electrode ion trap for scalable quantum information processing
著者:: Zhao, Peng, 等
出版事項: (2021)

Nonparametric density estimation using a multidimensional mixture model of Gaussian distributions
著者:: Tomas Ruzgas, 等
出版事項: (2005-12-01)

Procedure of the removal of the outliers from the sample satisfying the multidimensional Gaussian mixture model
著者:: Gintautas Jakimauskas
出版事項: (2002-12-01)

Addendum to foundations of multidimensional wave field signal theory: Gaussian source function
著者:: Natalie Baddour
出版事項: (2018-02-01)

Scalable phylogenetic Gaussian process models improve the detectability of environmental signals on local extinctions for many Red List species
著者:: Misako Matsuba, 等
出版事項: (2024-04-01)

On the Ewald summation of Gaussian charges for the simulation of metallic surfaces
著者:: Gingrich, T, 等
出版事項: (2010)

Quantum computing with multidimensional continuous-variable cluster states in a scalable photonic platform
著者:: Bo-Han Wu, 等
出版事項: (2020-05-01)

Truncated separation method for characterizing and reconstructing bi-Gaussian stratified surfaces
著者:: Songtao Hu, 等
出版事項: (2017-03-01)

INTERACTIVE CHANGE DETECTION USING HIGH RESOLUTION REMOTE SENSING IMAGES BASED ON ACTIVE LEARNING WITH GAUSSIAN PROCESSES
著者:: H. Ru, 等
出版事項: (2016-06-01)

Multidimensional signal, image, and video processing and coding /
著者:: Woods, John W. (John William), 1943-
出版事項: (2012)

Multidimensional signal, image, and video processing and coding /
著者:: Woods, John W. (John William), 1943-
出版事項: (2006)

Undergraduate Bioinformatics Workshops Provide Perceived Skills
著者:: Robin Herlands Cresiski
出版事項: (2014-12-01)

Two Virtual Labs to Study Genetic Inheritance in the Fruit Fly
著者:: Robin Herlands Cresiski
出版事項: (2013-01-01)

A scalable fabrication process of polymer microneedles
著者:: Yang S, 等
出版事項: (2012-03-01)

A robust approach to Gaussian process implementation
著者:: J. Mukangango, 等
出版事項: (2024-10-01)

GAUSSIAN PROCESS FOR ACTIVITY MODELING AND ANOMALY DETECTION
著者:: W. Liao, 等
出版事項: (2015-08-01)

Quantum affective processes for multidimensional decision-making
著者:: Johnny K. W. Ho, 等
出版事項: (2022-11-01)

Gaussian Process-Based Response Surface Method for Slope Reliability Analysis
著者:: Bin Hu, 等
出版事項: (2019-01-01)

Gaussian Process Based Bayesian Inference System for Intelligent Surface Measurement
著者:: Ming Jun Ren, 等
出版事項: (2018-11-01)

Gaussian process emulation of particle method for estimating free-surface heights
著者:: Yoshiki MIZUNO, 等
出版事項: (2020-10-01)