Data Mining In Mental Health

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Data mining in psychiatric research - PubMed

(Just Now) People also askCan data mining improve mental health?From the review of the research articles analyzed, it can be said that use of Data Mining techniques applied to diseases such as dementia, schizophrenia, depression, etc. can be of great help to the clinical decision, diagnosis prediction and improve the patient's quality of life. Keywords: Algorithms; Data mining; Mental health; Techniques.Data Mining Algorithms and Techniques in Mental Health: A pubmed.ncbi.nlm.nih.govHow many articles are related to data mining in mental health?A total of 211 articles were found related to techniques and algorithms of Data Mining applied to the main Mental Health diseases. 72 articles have been identified as relevant works of which 32% are Alzheimer's, 22% dementia, 24% depression, 14% schizophrenia and 8% bipolar disorders.Data Mining Algorithms and Techniques in Mental Health: A pubmed.ncbi.nlm.nih.govWhat is data mining in medicine?4 Nozaleda and Lafora Mental Health Clinic, C/ José Ortega Y Gasset, 44, 28006, Madrid, Spain. 5 Psiquiatry Service, Hospital Zamora, Hernán Cortés, Zamora, Spain. Data Mining in medicine is an emerging field of great importance to provide a prognosis and deeper understanding of disease classification, specifically in Mental Health areas.Data Mining Algorithms and Techniques in Mental Health: A pubmed.ncbi.nlm.nih.govHow a mental health assessment data set is mined?The complete data mining process is shown in Figure 2. In this paper, the system uses the user's answer results to establish an initial data set. After preprocessing data integration, data extraction, data cleansing, and data conversion, a mental health assessment data set to be mined is obtained.Research on Students' Mental Health Based on Data Mining Algorithmsncbi.nlm.nih.govFeedbackSpringerhttps://link.springer.com/article/10.1007/s10916-018-1018-2Data Mining Algorithms and Techniques in Mental Health: …Data Mining in medicine is an emerging field of great importance to provide a prognosis and deeper understanding of disease classification, specifically in Mental Health areas. The main objective of this paper is to present a review of the existing research works in the literature, referring to the … See more

https://pubmed.ncbi.nlm.nih.gov/22231840/#:~:text=Data%20mining%20%28or%20knowledge%20discovery%29%20aims%20to%20extract,when%20dealing%20with%20severe%20psychiatric%20diseases%20like%20schizophrenia.

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Data Mining Algorithms and Techniques in Mental Health: …

(8 days ago) WebA total of 211 articles were found related to techniques and algorithms of Data Mining applied to the main Mental Health diseases. 72 articles have been identified as relevant …

https://dl.acm.org/doi/10.1007/s10916-018-1018-2

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Research on Students' Mental Health Based on Data …

(3 days ago) WebThe complete data mining process is shown in Figure 2. In this paper, the system uses the user's answer results to establish an initial data set. After preprocessing …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8560244/

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Data mining can play a critical role in COVID-19 linked …

(3 days ago) WebData mining can exert greater influence on COVID-19 linked mental health studies if we continue to underline its importance. For example, sentiment analysis can …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7462472/

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Mental Health Prediction using Data Mining : A …

(9 days ago) WebThe emotional, psychological and social welfare of a person is revealed by their mental health. It influences how an individual will think, feel or handle a situation. …

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3561661

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Data Mining Algorithms and Techniques in Mental Health: …

(1 days ago) WebData Mining in medicine is an emerging field of great importance to provide a prognosis and deeper understanding of disease classification, specifically in Mental …

https://pubmed.ncbi.nlm.nih.gov/30030644/

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Data mining for health: staking out the ethical territory of …

(9 days ago) WebThere are already some efforts underway to address ethical issues raised by digital health, such as the National Institute of Mental Health (NIMH) task force to …

https://www.nature.com/articles/s41746-018-0075-8

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(PDF) Data Mining Algorithms and Techniques in Mental …

(5 days ago) WebBackground: Data Mining in medicine is an emerging field of great importance to provide a prognosis and deeper understanding of disease classification, specifically in Mental Health areas.

https://www.researchgate.net/publication/326423098_Data_Mining_Algorithms_and_Techniques_in_Mental_Health_A_Systematic_Review

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Data Mining Techniques and Algorithms in Psychiatric …

(2 days ago) WebThe area of Data mining is expanding day by day since it provides interesting insights covering many sectors under it, one of it being the Medical Science area. Under …

https://onlinelibrary.wiley.com/doi/10.1002/9781119711278.ch10

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Data Mining Algorithms and Techniques in Mental …

(Just Now) WebThe main objective of this paper is to present a review of the existing research works in the literature, referring to the techniques and algorithms of Data Mining in Mental Health, …

https://www.researchgate.net/profile/Sofiane-Hamrioui/publication/326423098_Data_Mining_Algorithms_and_Techniques_in_Mental_Health_A_Systematic_Review/links/5bd02d91299bf1a43d9c8bff/Data-Mining-Algorithms-and-Techniques-in-Mental-Health-A-Systematic-Review.pdf

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Turning data into better mental health: Past, present, and future

(1 days ago) WebBiobehavioral data for mental health. Different kinds of bio-behavioral data have been used to study the relationships with mental health symptoms . These …

https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2022.916810/full

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Data mining-based innovative model for mental health of college

(Just Now) WebThe mental health of college students not only affects their personal development but also impacts the environment of the campus. Moreover, it affects the …

https://link.springer.com/article/10.1007/s00500-023-09083-y

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iHealth: The ethics of artificial intelligence and big data in mental

(7 days ago) WebThe concept of intelligent health (iHealth) in mental healthcare integrates artificial intelligence (AI) and Big Data analytics. This article is an attempt to outline …

https://www.sciencedirect.com/science/article/pii/S2214782922000252

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Data Mining Algorithms and Techniques in Mental Health: A …

(5 days ago) WebA total of 211 articles were found related to techniques and algorithms of Data Mining applied to the main Mental Health diseases. 72 articles have been identified as …

https://www.semanticscholar.org/paper/Data-Mining-Algorithms-and-Techniques-in-Mental-A-Alonso-D%C3%ADez/21d0f846f903ed7473db468a7aefdeba0b9da1e4

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Mental Health Prediction Using Data Mining SpringerLink

(2 days ago) WebHere, various methods were used for mining the Twitter data for public health monitoring. Research papers where Twitter data is classified as users or tweets …

https://link.springer.com/chapter/10.1007/978-981-16-6723-7_52

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Data mining in psychiatric research - PubMed

(1 days ago) WebData mining (or knowledge discovery) aims to extract information from large datasets and solve challenging tasks, like patient assessment, early mental disease diagnosis, and …

https://pubmed.ncbi.nlm.nih.gov/22231840/

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Application of Data Mining in Cultivation of Student Mental Health

(5 days ago) WebThe work focused on the application of data mining in mental health education of students. Through rational application of data mining technology, the …

https://iopscience.iop.org/article/10.1088/1757-899X/750/1/012054

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Application of data mining technology in college mental health …

(7 days ago) WebTo drive the “mind” demand for data mining technology, the “mind” type of “big data + psychology education” will be combined to create “mind” platform for the …

https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2022.974576/full

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Psychiatric Profiles of eHealth Users Evaluated Using Data Mining

(1 days ago) WebThe assessment was completed through a mental health app after the first login. Results: The results showed the following four different profiles of patients: (1) all …

https://pubmed.ncbi.nlm.nih.gov/33470943/

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Research on Students’ Mental Health Based on Data Mining …

(Just Now) WebAfter preprocessing data integration, data extraction, data cleansing, and data conversion, a mental health assessment data set to be mined is obtained. The decision tree …

https://www.hindawi.com/journals/jhe/2021/1382559/

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Data Mining in Healthcare: Applying Strategic Intelligence …

(3 days ago) WebThe use of data mining techniques has been attracting attention and efforts from academics in order to help solve problems in the field of oncology. Cancer is known …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8002654/

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Ex-ray: Data mining and mental health - ScienceDirect

(7 days ago) WebExperiment 1: text classification and the assessment of mental health. 2.1. Methodology. A preliminary study has been undertaken in collaboration with John …

https://www.sciencedirect.com/science/article/pii/S1568494606000457

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Predictors for interest to participate in digital mental health …

(8 days ago) WebDue to a multitude of factors, the onset of the COVID-19 pandemic resulted in a significant increase in mental health issues within society, including depression and …

https://bmcdigitalhealth.biomedcentral.com/articles/10.1186/s44247-024-00080-1

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JMIR Mental Health - Data-Driven Exploration of National Health …

(7 days ago) WebProcess mining offers a data-driven approach to analyzing and evaluating health care processes and systems, enabling comparison of presumed models of …

https://mental.jmir.org/2024/1/e53894

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Data can help spot youth mental health issues. The problem is …

(1 days ago) WebThe data is reported yearly to MindPeace, the Cincinnati-based nonprofit that provided school-based mental health care to nearly 200 schools in the region last year. …

https://www.wvxu.org/education/2024-05-16/youth-mental-health-data-gathering-ohio

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Mental Health Predictive Analysis Using Machine-Learning

(1 days ago) WebThe main goal of this paper is to study the predictive analysis for mental health problems using machine learning algorithms (MLAs) such as LR, DT, RF, and …

https://link.springer.com/chapter/10.1007/978-981-97-1329-5_9

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How AI And Technology Can Impact Mental Health Care - Forbes

(Just Now) WebAI algorithms can also analyze large datasets to identify patterns and trends in mental health, enabling early intervention and targeted intervention. • Sentiment …

https://www.forbes.com/sites/forbestechcouncil/2024/05/17/how-ai-and-technology-can-impact-mental-health-care/

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AI, social media help track population-based mental health patterns

(1 days ago) WebMay 15, 2024 - Researchers from Stony Brook University, Stanford University and the University of Pennsylvania have developed an AI-based system to track rates of …

https://healthitanalytics.com/news/ai-social-media-help-track-population-based-mental-health-patterns

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Mental health in mine workers: a literature review - PMC

(3 days ago) WebThe mining environment is hazardous for worker’s health. It can affect the mental health, triggering symptoms and diseases, such as anxiety, job stress, …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8655752/

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Data and Statistics - Centers for Disease Control and Prevention

(3 days ago) WebNHIS collects data on both adult and children’s mental health and mental disorders. For adults, this includes serious psychological distress and feelings of depression and …

https://www.cdc.gov/mentalhealth/data_publications/statistics-and-data-sources.html

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