Local linear regression is a non-parametric statistical method that estimates the relationship between variables by fitting multiple linear regressions in local neighborhoods around each point of interest. This technique allows for flexible modeling of complex relationships without assuming a global functional form, making it particularly useful in contexts where there may be discontinuities or varying trends, like in regression discontinuity designs.
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