---
title: Can a computer system predict what type of PMS symptoms a woman will have?
description: A computer model predicted different PMS types with very high accuracy (over 99%), but only 8 women were tested, so much more research is needed.
url: https://niyora.com/research/papers/mathematical-modeling-of-intelligent-system-for-predicting-effectiveness-of-2023/
---

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- Can a computer system predict what type of PMS symptoms a woman will have?

Survey study, 2023

# Can a computer system predict what type of PMS symptoms a woman will have?

A computer model predicted different PMS types with very high accuracy (over 99%), but only 8 women were tested, so much more research is needed.

 Early or limited evidence

8 women

## What they did

Cross-sectional study using a machine learning method called Gradient Boost Regressor to analyze data from 8 women who completed the Kelly Wallance questionnaire on Google Form. The questionnaire classifies PMS into different types (PMS-A, PMS-C, PMS-D, PMS-H and other symptoms).

## What they found

The model predicted different PMS types with very high accuracy: 99.99% for PMS-A, 99.93% for PMS-C, 99.87% for PMS-D, 99.92% for PMS-H, and 99.97% for other symptoms.

## What it means for you

A computer system might someday help identify which type of PMS a woman has. This was a very small proof-of-concept study with only 8 women, so it is far too early to use this in real life.

8

Women studied

99.99%

Accuracy for PMS-A prediction

4

Main PMS types classified

## About the study

Original title Mathematical modeling of intelligent system for predicting effectiveness of premenstrual syndrome Authors Ruchi Joshi, Priya Mathur, Amit Gupta et al. Journal Journal of Interdisciplinary Mathematics Year 2023 Study design Survey study Participants 8 What was tested Machine learning model predicting PMS type Read the paper [doi.org/10.47974/jim-1681](https://doi.org/10.47974/jim-1681)

## Topics

[Premenstrual syndrome (PMS)](https://niyora.com/research/topics/condition-pms/)[Premenstrual dysphoric disorder (PMDD)](https://niyora.com/research/topics/condition-pmdd/)[Menstrual cycle and mood](https://niyora.com/research/topics/condition-cycle-mood/)

Research tells you what helps on average. Niyora helps on the day it hits.

Calm down, see it another way, and decide what to say, with a PMS and PMDD app built by a doctor.

## Related studies

Cohort study, 2026

What genetic factors are linked to premenstrual symptoms?

Study, 2026

How do women with PMDD process emotions differently in their brains?

Systematic review, 2026

Why do some women experience mood changes linked to their menstrual cycle?

Case-control study, 2026

Do women with PMS handle emotions differently at different times of the cycle?

Survey study, 2025

Does PMDD or PMS affect quality of life?

Systematic review, 2025

Do people with PMDD and severe PMS have difficulties with emotion regulation?

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