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|Research Article|| |
IDENTIFICATION OF PARKINSONíS DISEASE USING MACHINE LEARNING
Dr.M.J.Carmel Mary Belinda, Rupavathy.N.
Parkinsonís disease, the second most common neurological disorder that causes severe impairment, compromises the quality of life and is incurable. Approximately, 90 percent of people affected by Parkinsonís have speech problems. Exposure to PD is divided into two types i.e. Non-motor and motor signs. Several people know the carís symptoms as they can be seen in people. This expression is also called Cardinal Symbols, this includes slowing down, slowing down (bradykinesia), post-traumatic instability and fitness. Medical databases contain big data in the form of documents, numbers and images of minerals. Big Data can provide valuable information after processing that can be obtained through in-depth analysis and data efficiency by decision-makers. Data mining is the process of selecting, extracting, and displaying unknown hidden layers in big data. The machine learning algorithm can be used for early diagnosis to increase the life expectancy of the elderly and for an improved lifestyle with Parkinsonís. Thanks to the recent introduction of technology and the proliferation of sound-collecting devices in everyday life, reliable models that can turn this audio data into a diagnostic tool for health- care professionals are likely to provide a cheaper and more accurate diagnosis. Parkinsonís disease can damage the human body at an early age, due to the unhealthy human body, expanding rapidly.
Parkinsonís Disease, Machine Learning, Principle XG Boost Algorithm
|1. Yamagami T, Kawano N, Nakano H. Calcification of the cervical ligamentum flavum - a case report. Neurol Med Chir (Tokyo) 2000;40(4):234-8. [DOI via Crossref] |
|2. Shenoi RM, Duong TT, Brega KE, Gaido LB. Ossification of the ligamentum flavum causing thoracic myelopathy: a case report. Am J Phys Med Rehabil 1997;76(1):68-72. [DOI via Crossref] [Pubmed] |
|3. Guo JJ, Luk KD, Karppinen J, Yang H, Cheung KM. Prevalence, distribution, and morphology of ossification of the ligamentum flavum: a population study of one thousand seven hundred thirty-six magnetic resonance imaging scans. Spine 2010; 35(1):51-6. [DOI via Crossref] [Pubmed] |
|4. Muthukumar N. Dural ossification in ossification of the ligamentum flavum: a preliminary report. Spine 2009;34(24):2654-61. [DOI via Crossref] [Pubmed] |
|5. Xu R, Sciubba DM, Gokaslan ZL, Bydon A. Ossification of the ligamentum flavum in a Caucasian man. J Neurosurg Spine 2008;9(5):427-37. [DOI via Crossref] [Pubmed] |
|6. Zhong ZM, Chen JT. Phenotypic characterization of ligamentum flavum cells from patients with ossification of ligamentum flavum. Yonsei Med J 2009;50(3):375-9. [DOI via Crossref] [Pubmed] [PMC Free Fulltext] |
|7. Khan MH, Smith PN, Donaldson WF 3rd. Acute quadriparesis caused by calcification of the entire cervical ligamentum flavum in a white female - report of an unusual case and a brief review of the literature: case report. Spine 2005;30(22):E687‚Äď91. [DOI via Crossref] [Pubmed] |
|8. van Oostenbrugge RJ, Herpers MJ, de Kruijk JR. Spinal cord compression caused by unusual location and extension of ossified ligamenta flava in a Caucasian male. A case report and literature review. Spine 1999;24(5):486-8. [DOI via Crossref] [Pubmed] |