International Peer-Reviewed JournalOpen AccessISSN 2456-8880
irejournals@gmail.com+91-7433024337

Home / Current Issue / Paper 1719399

1719399PublishedVol 10 · Issue 1

House Price Prediction Using Machine Learning Algorithm

Md Touseef Sumer Md Ayaz Khan Mohammed Imran

Subject area: Science,Engineering and Technology  ·  Area of research: Machine Learning

DOI: https://doi.org/10.64388/IREV10I1-1719399

Abstract

The proposed system successfully demonstrates an automated framework capable of accurately predicting house prices using machine learning algorithms. The system effectively analyzes various property features such as location, area, number of rooms, and amenities to identify pricing patterns and generate reliable predictions. It accurately captures complex relationships within the data, provides consistent estimation results, and produces structured outputs that simplify real estate decision-making. Experimental results show improved prediction accuracy, reduced error rates, and enhanced performance compared to traditional estimation methods. The outcome highlights the potential of integrating machine learning models to enable scalable real estate price prediction and data-driven decision support in modern property management and investment systems.

Keywords

House Price Prediction, Machine Learning, Regression Algorithms, Real Estate Analytics, Data Preprocessing, Feature Engineering, Predictive Modeling.

How to cite this paper

Md Touseef Sumer, Md Ayaz Khan, Mohammed Imran "House Price Prediction Using Machine Learning Algorithm" Iconic Research And Engineering Journals Volume 10 Issue 1 2026 Page 93-100 https://doi.org/10.64388/IREV10I1-1719399
Md Touseef Sumer, Md Ayaz Khan, Mohammed Imran "House Price Prediction Using Machine Learning Algorithm" Iconic Research And Engineering Journals, vol. 10, no. 1, Jul. 2026, doi: https://doi.org/10.64388/IREV10I1-1719399
Md Touseef Sumer, Md Ayaz Khan, Mohammed Imran (2026). House Price Prediction Using Machine Learning Algorithm. Iconic Research And Engineering Journals, 10(1). doi: https://doi.org/10.64388/IREV10I1-1719399
Md Touseef Sumer, Md Ayaz Khan, Mohammed Imran "House Price Prediction Using Machine Learning Algorithm" Iconic Research And Engineering Journals, vol. 10, no. 1, Jul. 2026. Crossref, https://doi.org/10.64388/IREV10I1-1719399
@article{1719399,
      author = {Md Touseef Sumer, Md Ayaz Khan, Mohammed Imran},
      title = {House Price Prediction Using Machine Learning Algorithm},
      journal = {Iconic Research And Engineering Journals},
      year = {2026},
      volume = {10},
      number = {1},
      pages = {93-100},
      issn = {2456-8880},
      url = {https://www.irejournals.com/formatedpaper/1719399.pdf},
      abstract = {The proposed system successfully demonstrates an automated framework capable of accurately predicting house prices using machine learning algorithms. The system effectively analyzes various property features such as location, area, number of rooms, and amenities to identify pricing patterns and generate reliable predictions. It accurately captures complex relationships within the data, provides consistent estimation results, and produces structured outputs that simplify real estate decision-making. Experimental results show improved prediction accuracy, reduced error rates, and enhanced performance compared to traditional estimation methods. The outcome highlights the potential of integrating machine learning models to enable scalable real estate price prediction and data-driven decision support in modern property management and investment systems.},
      keywords = {House Price Prediction, Machine Learning, Regression Algorithms, Real Estate Analytics, Data Preprocessing, Feature Engineering, Predictive Modeling.},
      month = {July},
      doi = {https://doi.org/10.64388/IREV10I1-1719399}
  }