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Related papers: Learning to Detect Bipolar Disorder and Borderline…

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Bipolar disorder (BD) and borderline personality disorder (BPD) are two chronic mental health conditions that clinicians find challenging to distinguish based on clinical interviews, due to their overlapping symptoms. In this work, we…

Machine Learning · Computer Science 2022-01-02 Bo Wang , Yue Wu , Nemanja Vaci , Maria Liakata , Terry Lyons , Kate E A Saunders

Bipolar disorder, a severe chronic mental illness characterized by pathological mood swings from depression to mania, requires ongoing symptom severity tracking to both guide and measure treatments that are critical for maintaining…

Audio and Speech Processing · Electrical Eng. & Systems 2022-03-28 Zakaria Aldeneh , Mimansa Jaiswal , Michael Picheny , Melvin McInnis , Emily Mower Provost

Bipolar disorder (BPD) is a chronic mental illness characterized by extreme mood and energy changes from mania to depression. These changes drive behaviors that often lead to devastating personal or social consequences. BPD is managed…

Machine Learning · Computer Science 2019-10-04 John Gideon , Katie Matton , Steve Anderau , Melvin G McInnis , Emily Mower Provost

Language use offers valuable insight into affective disorders such as bipolar disorder (BD), yet past research has been cross-sectional and limited in scale. Here, we demonstrate that social media records can be leveraged to study…

Computation and Language · Computer Science 2026-03-06 Laurin Plank , Armin Zlomuzica

Bipolar disorder, an illness characterized by manic and depressive episodes, affects more than 60 million people worldwide. We present a preliminary study on bipolar disorder prediction from user-generated text on Reddit, which relies on…

Computation and Language · Computer Science 2019-03-28 Ivan Sekulić , Matej Gjurković , Jan Šnajder

Bipolar disorder is a mental health disorder that causes mood swings that range from depression to mania. Diagnosis of bipolar disorder is usually done based on patient interviews, and reports obtained from the caregivers of the patients.…

Computation and Language · Computer Science 2021-12-20 Pınar Baki

Most previous studies on automatic recognition model for bipolar disorder (BD) were based on both social media and linguistic features. The present study investigates the possibility of adopting only language-based features, namely the…

Information Retrieval · Computer Science 2019-07-18 Yen-Hao Huang , Yi-Hsin Chen , Fernando Henrique Calderon Alvarado , Ssu-Rui Lee , Shu-I Wu , Yuwen Lai , Yi-Shin Chen

Several studies have shown that speech and language features, automatically extracted from clinical interviews or spontaneous discourse, have diagnostic value for mental disorders such as schizophrenia and bipolar disorder. They typically…

Computation and Language · Computer Science 2019-07-30 Rohit Voleti , Stephanie Woolridge , Julie M. Liss , Melissa Milanovic , Christopher R. Bowie , Visar Berisha

Bipolar disorder (BD) is closely associated with an increased risk of suicide. However, while the prior work has revealed valuable insight into understanding the behavior of BD patients on social media, little attention has been paid to…

Computation and Language · Computer Science 2023-07-06 Daeun Lee , Sejung Son , Hyolim Jeon , Seungbae Kim , Jinyoung Han

Bipolar disorder is a mental disorder that causes periods of manic and depressive episodes. In this work, we classify recordings from Bipolar Disorder corpus that contain 7 different tasks, into hypomania, mania, and remission classes using…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-15 Pınar Baki , Heysem Kaya , Elvan Çiftçi , Hüseyin Güleç , Albert Ali Salah

Mobile technologies offer opportunities for higher resolution monitoring of health conditions. This opportunity seems of particular promise in psychiatry where diagnoses often rely on retrospective and subjective recall of mood states.…

Machine Learning · Statistics 2019-05-03 Imanol Perez Arribas , Kate Saunders , Guy Goodwin , Terry Lyons

Bipolar Disorder (BD) is a psychiatric condition diagnosed by repetitive cycles of hypomania and depression. Since diagnosing BD relies on subjective behavioral assessments over a long period, a solid diagnosis based on objective criteria…

Image and Video Processing · Electrical Eng. & Systems 2023-10-12 Masood Hamed Saghayan , Mohammad Hossein Zolfagharnasab , Ali Khadem , Farzam Matinfar , Hassan Rashidi

Personal space (PS) regulation is a key component of effective social engagement. PS varies among individuals and is regulated by brain circuits involving the amygdala and the frontoparietal network. Others have reported that simulated PS…

Purpose of review: We review the literature on the use and potential use of computational psychiatry methods in Borderline Personality Disorder. Recent findings: Computational approaches have been used in psychiatry to increase our…

Neurons and Cognition · Quantitative Biology 2018-03-06 Sarah K Fineberg , Dylan Stahl , Philip Corlett

Bipolar Disorder is a chronic psychiatric illness characterized by pathological mood swings associated with severe disruptions in emotion regulation. Clinical monitoring of mood is key to the care of these dynamic and incapacitating mood…

Human-Computer Interaction · Computer Science 2018-06-29 Soheil Khorram , Mimansa Jaiswal , John Gideon , Melvin McInnis , Emily Mower Provost

This literature review involves the use of AI communication facilitators to detect mood disorders such as bipolar disorder, a psychiatric condition in which patients experience drastic mood shifts. Due to the ill-defined nature of the…

Human-Computer Interaction · Computer Science 2023-04-18 Trisha Guttal

Individual's general well-being is greatly impacted by mental health conditions including depression and Post-Traumatic Stress Disorder (PTSD), underscoring the importance of early detection and precise diagnosis in order to facilitate…

Machine Learning · Computer Science 2025-02-07 Himanshi Singh , Sadhana Tiwari , Sonali Agarwal , Ritesh Chandra , Sanjay Kumar Sonbhadra , Vrijendra Singh

Recently, research on mental health conditions using public online data, including Reddit, has surged in NLP and health research but has not reported user characteristics, which are important to judge generalisability of findings. This…

Computation and Language · Computer Science 2021-04-26 Glorianna Jagfeld , Fiona Lobban , Paul Rayson , Steven H. Jones

Seven out of ten people with bipolar disorder are initially misdiagnosed and thirty percent of individuals with bipolar disorder will commit suicide. Identifying the early phases of the disorder is one of the key components for reducing the…

Information Retrieval · Computer Science 2017-12-27 Yen-Hao Huang , Lin-Hung Wei , Yi-Shin Chen

This paper seeks to present the findings of a focus group and questionnaire in assessing how aware mental health professionals, who have experience with people with Borderline Personality Disorder (BPD), are in the extent of ICT based…

Human-Computer Interaction · Computer Science 2013-02-25 Alice Good , Arunasalam Sambhanthan , Vahid Panjganj , Samuel Spettigue
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