Fusing Data Mining, Machine Learning and Traditional Statistics to Detect Biomarkers Associated with Depression
Published 2016 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Fusing Data Mining, Machine Learning and Traditional Statistics to Detect Biomarkers Associated with Depression
Authors
Keywords
Biomarkers, Data mining, Depression, Bilirubin, Machine learning algorithms, Red blood cells, Blood, Surveys
Journal
PLoS One
Volume 11, Issue 2, Pages e0148195
Publisher
Public Library of Science (PLoS)
Online
2016-02-06
DOI
10.1371/journal.pone.0148195
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Multiple Imputation by Chained Equations (MICE): Implementation inStata
- (2015) Patrick Royston et al. Journal of Statistical Software
- Towards a classification of biomarkers of neuropsychiatric disease: from encompass to compass
- (2014) J Davis et al. MOLECULAR PSYCHIATRY
- Is ignorance bliss? Depression, antidepressants, and the diagnosis of prediabetes and type 2 diabetes.
- (2013) Briana Mezuk et al. HEALTH PSYCHOLOGY
- A way forward for research on biomarkers for psychiatric disorders
- (2013) Patricia Boksa JOURNAL OF PSYCHIATRY & NEUROSCIENCE
- Measuring the Global Burden of Disease
- (2013) Christopher J.L. Murray et al. NEW ENGLAND JOURNAL OF MEDICINE
- Is increased red cell distribution width (RDW) indicating the inflammation in Alzheimer's disease (AD)?
- (2012) Zeynel Abidin Öztürk et al. ARCHIVES OF GERONTOLOGY AND GERIATRICS
- Classification of epidemiological study designs
- (2012) N. Pearce INTERNATIONAL JOURNAL OF EPIDEMIOLOGY
- A comparative risk assessment of burden of disease and injury attributable to 67 risk factors and risk factor clusters in 21 regions, 1990–2010: a systematic analysis for the Global Burden of Disease Study 2010
- (2012) Stephen S Lim et al. LANCET
- Association between red blood cell distribution width and macrovascular and microvascular complications in diabetes
- (2011) N. Malandrino et al. DIABETOLOGIA
- Red Cell Distribution Width: A Novel Marker of Activity in Infl ammatory Bowel Disease
- (2011) Atakan Yeşil et al. Gut and Liver
- Determinants of reproductive success in dominant pairs of clownfish: a boosted regression tree analysis
- (2011) Peter M. Buston et al. JOURNAL OF ANIMAL ECOLOGY
- Data Mining in Healthcare and Biomedicine: A Survey of the Literature
- (2011) Illhoi Yoo et al. JOURNAL OF MEDICAL SYSTEMS
- Regression shrinkage and selection via the lasso: a retrospective
- (2011) Robert Tibshirani JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY
- A Comparative Assessment of Non-Laboratory-Based versus Commonly Used Laboratory-Based Cardiovascular Disease Risk Scores in the NHANES III Population
- (2011) Ankur Pandya et al. PLoS One
- Diabetes and depression: Global perspectives
- (2010) Leonard E. Egede et al. DIABETES RESEARCH AND CLINICAL PRACTICE
- The Patient Health Questionnaire Somatic, Anxiety, and Depressive Symptom Scales: a systematic review
- (2010) Kurt Kroenke et al. GENERAL HOSPITAL PSYCHIATRY
- Gender differences in the developmental course of depression
- (2010) Cecilia A. Essau et al. JOURNAL OF AFFECTIVE DISORDERS
- A review on the oxidative and nitrosative stress (O&NS) pathways in major depression and their possible contribution to the (neuro)degenerative processes in that illness
- (2010) Michael Maes et al. PROGRESS IN NEURO-PSYCHOPHARMACOLOGY & BIOLOGICAL PSYCHIATRY
- Multiple imputation using chained equations: Issues and guidance for practice
- (2010) Ian R. White et al. STATISTICS IN MEDICINE
- Red Blood Cell Distribution Width and Mortality Risk in a Community-Based Prospective Cohort
- (2009) Todd S. Perlstein et al. ARCHIVES OF INTERNAL MEDICINE
- Inflammation and Its Discontents: The Role of Cytokines in the Pathophysiology of Major Depression
- (2009) Andrew H. Miller et al. BIOLOGICAL PSYCHIATRY
- A prospective evaluation of the directionality of the depression–inflammation relationship
- (2009) Jesse C. Stewart et al. BRAIN BEHAVIOR AND IMMUNITY
- International Expert Committee Report on the Role of the A1C Assay in the Diagnosis of Diabetes
- (2009) DIABETES CARE
- Red blood cell distribution width and 1-year mortality in acute heart failure
- (2009) Roland R.J. van Kimmenade et al. EUROPEAN JOURNAL OF HEART FAILURE
- Predicting Future Risk of Depressive Episode in Adolescents: The Chicago Adolescent Depression Risk Assessment (CADRA)
- (2008) B. W. Van Voorhees et al. ANNALS OF FAMILY MEDICINE
- Depression and Type 2 Diabetes Over the Lifespan: A meta-analysis
- (2008) B. Mezuk et al. DIABETES CARE
- Translating the A1C Assay Into Estimated Average Glucose Values
- (2008) D. M. Nathan et al. DIABETES CARE
- A working guide to boosted regression trees
- (2008) J. Elith et al. JOURNAL OF ANIMAL ECOLOGY
- Elevated red blood cell distribution width predicts mortality in persons with known stroke
- (2008) Chizobam Ani et al. JOURNAL OF THE NEUROLOGICAL SCIENCES
- Laboratory-based versus non-laboratory-based method for assessment of cardiovascular disease risk: the NHANES I Follow-up Study cohort
- (2008) Thomas A Gaziano et al. LANCET
Publish scientific posters with Peeref
Peeref publishes scientific posters from all research disciplines. Our Diamond Open Access policy means free access to content and no publication fees for authors.
Learn MoreBecome a Peeref-certified reviewer
The Peeref Institute provides free reviewer training that teaches the core competencies of the academic peer review process.
Get Started