leverage-score

There are 1 repository under leverage-score topic.

IBM / pylspack
A lightweight, multithreaded Python package for sketching, column selection, leverage scores and related computations.
matrix linear-algebra matrix-sketching count-sketch jlt regression random-projections gram-matrix leverage-score
Language:Python 19
vbharadwaj-bk / fast_tensor_leverage
Code for the Neurips 2023 Paper "Fast Exact Leverage Score Sampling from Khatri-Rao Products"
khatri-rao leverage-score randomized-algorithm sparse-tensors
Language:Jupyter Notebook 4
vaitybharati / Assignment-05-Multiple-Linear-Regression-1
Multiple-Linear-Regression-1. Consider only the below columns and prepare a prediction model for predicting Price of Toyota Corolla.
python multiple-linear-regression statsmodels regression-plots influence-plot correlation-analysis pairplot ols ols-regression-model p-values r-square-values cooks-distance leverage-score scatter-plot
Language:Jupyter Notebook 3
vaitybharati / Assignment-05-Multiple-Linear-Regression-2
Assignment-05-Multiple-Linear-Regression-2. Prepare a prediction model for profit of 50_startups data. Do transformations for getting better predictions of profit and make a table containing R^2 value for each prepared model. R&D Spend -- Research and devolop spend in the past few years Administration -- spend on administration in the past few years Marketing Spend -- spend on Marketing in the past few years State -- states from which data is collected Profit -- profit of each state in the past few years.
python statsmodels smf eda correlation-analysis pairplot ols-regression multi-linear-regression p-value rsquare-values collinearity-diagnostics residual-analysis vif homoscedasticity heteroscedasticity regress-exog cooks-distance leverage-score mlr numpy
Language:Jupyter Notebook 3
SoniSiddharth / SamplingMethods_in_DataScience
Speeding up clustering algorithms using Sampling techniques (Lightweight Coresets)
coresets clustering-algorithms lightweight-coresets sampling-methods svd-factorization volume-sampling leverage-score uniform kmeans-clustering kmedoids-clustering bisecting-kmeans-clustring k-centers data-science
Language:Python 2
PatilSukanya / Assignment-05.-Multiple-Linear-Regression-Q1
Used libraries and functions as follows:
cooks-distance correlation-analysis influence-plot leverage-score multiple-linear-regression ols ols-regression-model p-values pairplot python regression-plots scatter-plot statsmodels r-square-model
Language:Jupyter Notebook 0
PatilSukanya / Assignment-05.-Multiple-Linear-regression-Q2
Used libraries and functions as follows:
collinearity-diagnostics cooks-distance correlation-analysis eda heteroscedasticity homoscedasticity leverage-score mlr multiple-linear-regression numpy ols-regression pairplot python regress-exog residual-analysis rsquare-values smf statsmodels vif
Language:Jupyter Notebook 0
shwetapardhi / Assignment-05-Multiple-Linear-Regression-1
Multiple-Linear-Regression-1. Consider only the below columns and prepare a prediction model for predicting Price of Toyota Corolla.p
cooks-distance correlation-analysis influence-plot leverage-score multi-linear-regression ols ols-regression-model p-value pairplot python r-square-values regression-plot scatter-plot statsmodels
Language:Jupyter Notebook 0
shwetapardhi / Assignment-05-Multiple-Linear-Regression-2
Prepare a prediction model for profit of 50_startups data. Do transformations for getting better predictions of profit and make a table containing R^2 value for each prepared model. R&D Spend -- Research and devolop spend in the past few years Administration -- spend on administration in the past few years Marketing Spend -- spend on Marketing in t
collinearity-diagnostics cooks-distance correlation-analysis eda heteroscedasticity homoscedasticity leverage-score multi-linear-regression numpy ols-regression p-value pair-plot python r-square-values regress-exog residual-analysis smf statsmodels vif
Language:Jupyter Notebook 0