Model 3

Ames Housing Price Prediction

XGBRegressor

This predictive model, employing the powerful XGBoost (Extreme Gradient Boosting) algorithm, is based on the UCI ML Breast Cancer Wisconsin (Diagnostic) dataset.

CITATIONS
DESCRIPTION

The Ames Housing Price Prediction model, utilizing the XGBRegressor algorithm, is designed to predict the sales prices of houses. The model is trained on the Ames Housing dataset, which was compiled by Dean De Cock for the purpose of enhancing data science education. The dataset was obtained from openml.org, providing a comprehensive and valuable resource for developing and training machine learning models in the domain of housing price prediction.

To try this model, select Model 3 in the Privasea client and copy your feature vector as the X vector. The client will then encrypt this vector on your local machine using your locally stored client key, and the encrypted data will be transmitted to the Privanetix nodes.Subsequent inference operations will take place in the encrypted domain on the Privanetix nodes, and the encrypted result will be sent back to your client. Upon arrival, the result will be decrypted using your locally stored client key. The decrypted result will yield a numerical number representing the sale price of the house. You can then compare it with the tag in the provided sale price.

Double click on the cell > CMD or CTRL + C to copy data

Features vector:[

Sale_Price(Target)

MS_SubClass

MS_Zoning

Lot_Frontage

Lot_Area

Street

Alley

Lot_Shape

Land_Contour

Utilities

Lot_Config

Land_Slope

Neighborhood

Condition_1

Condition_2

Bldg_Type

House_Style

Overall_Qual

Overall_Cond

Year_Built

Year_Remod_Add

Roof_Style

Roof_Matl

Exterior_1st

Exterior_2nd

Mas_Vnr_Type

Mas_Vnr_Area

Exter_Qual

Exter_Cond

Foundation

Bsmt_Qual

Bsmt_Cond

Bsmt_Exposure

BsmtFin_Type_1

BsmtFin_SF_1

BsmtFin_Type_2

BsmtFin_SF_2

Bsmt_Unf_SF

Total_Bsmt_SF

Heating

Heating_QC

Central_Air

Electrical

First_Flr_SF

Second_Flr_SF

Low_Qual_Fin_SF

Gr_Liv_Area

Bsmt_Full_Bath

Bsmt_Half_Bath

Full_Bath

Half_Bath

Bedroom_AbvGr

Kitchen_AbvGr

Kitchen_Qual

TotRms_AbvGrd

Functional

Fireplaces

Fireplace_Qu

Garage_Type

Garage_Finish

Garage_Cars

Garage_Area

Garage_Qual

Garage_Cond

Paved_Drive

Wood_Deck_SF

Open_Porch_SF

Enclosed_Porch

Three_season_porch

Screen_Porch

Pool_Area

Pool_QC

Fence

Misc_Feature

Misc_Val

Mo_Sold

Year_Sold

Sale_Type

Sale_Condition

Longitude

Latitude

]

Output:

[Sale price]