Enhancing Hairfall Prediction: A Comparative Analysis of Individual Algorithms and an Ensemble Method

    June 2023 in “ International journal on recent and innovation trends in computing and communication ”
    Chaitanya Sai, E. Archana, Vivek Boominathan, Batini Dhanwanth, K. S. Viknesh
    Image of study
    TLDR Combining multiple algorithms predicts hair fall more accurately than using single algorithms.
    This research paper demonstrates that an ensemble machine learning approach significantly enhances the prediction of hair fall compared to individual algorithms. By combining the strengths of various algorithms, the ensemble models achieve higher accuracy, precision, and recall, effectively identifying both hair fall and non-hair fall instances. This comprehensive and robust prediction framework offers valuable insights for early detection and intervention, aiding in hair loss prevention and maintenance of hair health.
    Discuss this study in the Community →

    Related Community Posts Join

    6 / 1000+ results

      community I have been battling hair loss for 20 years, feel free to ask me anything

      in Progress Pictures  152 upvotes 2 years ago
      A user's 20 year journey with hair loss and the treatments they have used to manage it, including finasteride, minoxidil, a custom Strut Blend of Dutasteride, Minoxidil, Tretinoin, and Biotin, Nizoral shampoo, multivitamins, Vitamin D, B Complex, Dim, Clomid, exercise, diet, laser helmet, Toppik dark brown, and topical Finasteride. The user also talks about their successful life, lack of desire for children and high sperm count due to Clomid.

      community Fin/Min/VitD 3 month progress pics

       119 upvotes 5 years ago
      A user shared their positive 3-month experience using finasteride, minoxidil, and vitamin D to treat hair loss, noting significant regrowth and minimal shedding. They also discussed potential side effects and the low likelihood of experiencing them, while being open to answering further questions.

      community Quit vaping/smoking = 80% less loss

      in Research/Science  235 upvotes 8 months ago
      Quitting vaping significantly reduced hair loss for a user who was a heavy vaper and also taking finasteride. Some participants suggest nicotine's vasoconstrictive properties may worsen hair loss, while others share personal anecdotes of hair improvement after quitting smoking or vaping.

      community Minoxidil seems logistically impossible and impractical to use

      in Minoxidil  136 upvotes 1 year ago
      The post discusses concerns about the practicality of using Minoxidil foam for hair loss, including the frequency of application, preparation, coverage area, and drying time. Responses suggest that missing a dose isn't detrimental, it can be applied once a day, it works on all hair areas, and it doesn't need to be perfectly dry before application.

    Similar Research

    5 / 1000+ results