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Polycystic Ovary Syndrome (PCOS) is a widespread disorder in women of reproductive age, characterized by a hormonal imbalance, irregular periods, and multiple ovarian cysts. Infertility, metabolic syndrome, and cardiovascular risks are…

图像与视频处理 · 电气工程与系统科学 2026-02-06 Shayan Abrar , Samura Rahman , Ishrat Jahan Momo , Mahjabin Tasnim Samiha , B. M. Shahria Alam , Mohammad Tahmid Noor , Nishat Tasnim Niloy

The AUTO-PCOS Classification Challenge seeks to advance the diagnostic capabilities of artificial intelligence (AI) in identifying Polycystic Ovary Syndrome (PCOS) through automated classification of healthy and unhealthy ultrasound frames.…

图像与视频处理 · 电气工程与系统科学 2025-01-07 Atharva Divekar , Atharva Sonawane

Polycystic Ovary Syndrome (PCOS) is an endrocrinological dysfunction prevalent among women of reproductive age. PCOS is a combination of syndromes caused by an excess of androgens - a group of sex hormones - in women. Syndromes including…

图像与视频处理 · 电气工程与系统科学 2022-10-04 A. K. M. Salman Hosain , Md Humaion Kabir Mehedi , Irteza Enan Kabir

Polycystic Ovary Syndrome (PCOS) is the most familiar endocrine illness in women of reproductive age. Many Bangladeshi women suffer from PCOS disease in their older age. The aim of our research is to identify effective vision-based medical…

图像与视频处理 · 电气工程与系统科学 2026-01-22 Md Mahmudul Hoque , Md Mehedi Hassain , Muntakimur Rahaman , Md. Towhidul Islam , Shaista Rani , Md Sharif Mollah

A lot of prognostication methodologies have been formulated for early detection of Polycystic Ovary Syndrome also known as PCOS using Machine Learning. PCOS is a binary classification problem. Dimensionality Reduction methods impact the…

机器学习 · 计算机科学 2022-01-11 Abhishek Gupta , Himanshu Soni , Raunak Joshi , Ronald Melwin Laban

This paper presents a fairness-audited and interpretable machine learning framework for predicting polycystic ovary syndrome (PCOS), designed to evaluate model performance and identify diagnostic disparities across patient subgroups. The…

机器学习 · 计算机科学 2025-11-18 Asma Sadia Khan , Sadia Tabassum

Prognostication of medical problems using the clinical data by leveraging the Machine Learning techniques with stellar precision is one of the most important real world challenges at the present time. Considering the medical problem of…

机器学习 · 计算机科学 2022-08-16 Abhishek Gupta , Sannidhi Shetty , Raunak Joshi , Ronald Melwin Laban

The Covid-19 pandemic induced a vast increase in adolescents diagnosed with eating disorders and hospitalized due to eating disorders. This immense growth stemmed partially from the stress of the pandemic but also from increased exposure to…

机器学习 · 计算机科学 2023-01-03 Jonathan Feldman

The polycystic ovary syndrome diagnosis is a problem that can be leveraged using prognostication based learning procedures. Many implementations of PCOS can be seen with Machine Learning but the algorithms have certain limitations in…

机器学习 · 计算机科学 2023-03-28 Raunak Joshi , Abhishek Gupta , Himanshu Soni , Ronald Laban

Mental health poses a significant challenge for an individual's well-being. Text analysis of rich resources, like social media, can contribute to deeper understanding of illnesses and provide means for their early detection. We tackle a…

计算与语言 · 计算机科学 2020-03-18 Ivan Sekulić , Michael Strube

Social networks are vital for information sharing, especially in the health sector for discussing diseases and treatments. These platforms, however, often feature posts as brief texts, posing challenges for Artificial Intelligence (AI) in…

Eating disorders (ED), a severe mental health condition with high rates of mortality and morbidity, affect millions of people globally, especially adolescents. The proliferation of online communities that promote and normalize ED has been…

社会与信息网络 · 计算机科学 2024-05-24 Minh Duc Chu , Zihao He , Rebecca Dorn , Kristina Lerman

Dietary studies showed that dietary-related problem such as obesity is associated with other chronic diseases like hypertension, irregular blood sugar levels, and increased risk of heart attacks. The primary cause of these problems is poor…

计算机视觉与模式识别 · 计算机科学 2021-09-07 Ghalib Tahir , Chu Kiong Loo

Over the last decade, there has been a vast increase in eating disorder diagnoses and eating disorder-attributed deaths, reaching their zenith during the Covid-19 pandemic. This immense growth derived in part from the stressors of the…

机器学习 · 计算机科学 2023-11-07 Jonathan Feldman

The global increase in mental illness requires innovative detection methods for early intervention. Social media provides a valuable platform to identify mental illness through user-generated content. This systematic review examines machine…

机器学习 · 计算机科学 2025-02-18 Yuchen Cao , Jianglai Dai , Zhongyan Wang , Yeyubei Zhang , Xiaorui Shen , Yunchong Liu , Yexin Tian

People frequently exposed to health information on social media tend to overestimate their symptoms during online self-diagnosis due to availability bias. This may lead to incorrect self-medication and place additional burdens on healthcare…

人机交互 · 计算机科学 2025-01-28 Junti Zhang , Zicheng Zhu , Jingshu Li , Yi-Chieh Lee

Obesity, the leading cause of many non-communicable diseases, occurs mainly for eating more than our body requirements and lack of proper activity. So, being healthy requires heathy diet plans, especially for patients with comorbidities.…

机器学习 · 计算机科学 2023-08-08 Mrinmoy Roy , Srabonti Das , Anica Tasnim Protity

To use social media for health-related analysis, one key step is the detection of health-related labels for users. But unlike transient conditions like flu, social media users are less vocal about chronic conditions such as obesity, as…

人机交互 · 计算机科学 2016-02-24 Ingmar Weber , Yelena Mejova

Depression is a common mental health issue that requires prompt diagnosis and treatment. Despite the promise of social media data for depression detection, the opacity of employed deep learning models hinders interpretability and raises…

计算与语言 · 计算机科学 2024-08-01 Mohammad Saeid Mahdavinejad , Peyman Adibi , Amirhassan Monadjemi , Pascal Hitzler

Mental health constitutes a complex and pervasive global challenge, affecting millions of lives and often leading to severe consequences. In this paper, we conduct a thorough survey to explore the intersection of data science, artificial…

机器学习 · 计算机科学 2026-04-28 Yusif Ibrahimov , Tarique Anwar , Tommy Yuan
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