Local Linear Regression and the problem of dimensionality: a remedial strategy via a new locally adaptive bandwidths selector
Sign Up to like & getrecommendations! Published in 2022 at "Journal of Applied Statistics"
DOI: 10.1080/02664763.2022.2026895
Abstract: Local Linear Regression (LLR) is a nonparametric regression model applied in the modeling phase of Response Surface Methodology (RSM). LLR does not make reference to any fixed parametric model. Hence, LLR is flexible and can… read more here.
Keywords: linear regression; local linear; regression; adaptive bandwidths ... See more keywords
Locally adaptive inversions in structured populations
Sign Up to like & getrecommendations! Published in 2024 at "Genetics"
DOI: 10.1093/genetics/iyae073
Abstract: Abstract Inversions have been proposed to facilitate local adaptation, by linking together locally coadapted alleles at different loci. Prior work addressing this question theoretically has considered the spread of inversions in “continent-island” scenarios in which… read more here.
Keywords: continent island; strong selection; selection; locally adaptive ... See more keywords
Recurrent Neural Network-Augmented Locally Adaptive Interpretable Regression for Multivariate Time-series Forecasting
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3145951
Abstract: Explaining dynamic relationships between input and output variables is one of the most important issues in time dependent domains such as economic, finance and so on. In this work, we propose a novel locally adaptive… read more here.
Keywords: time; regression; recurrent neural; locally adaptive ... See more keywords
Exploring Locally Adaptive Dimensionality Reduction for Hyperspectral Image Classification: A Maximum Margin Metric Learning Aspect
Sign Up to like & getrecommendations! Published in 2017 at "IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing"
DOI: 10.1109/jstars.2016.2587747
Abstract: The high-dimensional data space generated by hyperspectral sensors introduces challenges for the conventional data analysis techniques. Popular dimensionality reduction techniques usually assume a Gaussian distribution, which may not be in accordance with real life. Metric… read more here.
Keywords: metric learning; dimensionality; locally adaptive; hyperspectral image ... See more keywords
Regionally and Locally Adaptive Models for Retrieving Chlorophyll-a Concentration in Inland Waters From Remotely Sensed Multispectral and Hyperspectral Imagery
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2019.2892899
Abstract: Various empirical algorithms have been developed to retrieve chlorophyll-a (Chl-a) from multispectral and hyperspectral images as a proxy variable for algal blooms in inland waters. In most previous studies, a single empirical model (global model)… read more here.
Keywords: adaptive models; model; locally adaptive; inland waters ... See more keywords
High-Efficiency Gravity Data Inversion Method Based on Locally Adaptive Unstructured Meshing
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2022.3142042
Abstract: In the 3-D density inversion calculation of gravity data, the entire subsurface space is discretized into rectangular prisms, and the density value of each prism is calculated. However, the method of dividing the entire space… read more here.
Keywords: gravity data; inversion; adaptive unstructured; locally adaptive ... See more keywords
Globally Inaccurate Stereotypes Can Result From Locally Adaptive Exploration
Sign Up to like & getrecommendations! Published in 2022 at "Psychological Science"
DOI: 10.1177/09567976211045929
Abstract: Inaccurate stereotypes—perceived differences among groups that do not actually differ—are prevalent and consequential. Past research explains stereotypes as emerging from a range of factors, including motivational biases, cognitive limitations, and information deficits. Considering the minimal… read more here.
Keywords: adaptive exploration; locally adaptive; stereotypes result; globally inaccurate ... See more keywords