New methods of treatment for vascular Parkinsonism and Parkinson's disease: Tempo-rhythmal correction combined with special exercise and music

2019 ◽  
Vol 405 ◽  
pp. 280
Author(s):  
D. Akramova ◽  
G. Rakhimbaeva
Keyword(s):  
Parkinson’S Disease ◽  
Parkinson's Disease ◽  
Vascular Parkinsonism ◽  
New Methods ◽  
Methods Of Treatment

Machine learning models for the differential diagnosis of vascular parkinsonism and Parkinson’s disease using [123I]FP-CIT SPECT

2014 ◽  
Vol 42 (1) ◽  
pp. 112-119 ◽  
Author(s):  
I. Huertas-Fernández ◽  
F. J. García-Gómez ◽  
D. García-Solís ◽  
S. Benítez-Rivero ◽  
V. A. Marín-Oyaga ◽  
...  
Keyword(s):  
Machine Learning ◽  
Parkinson’S Disease ◽  
Parkinson's Disease ◽  
Differential Diagnosis ◽  
Learning Models ◽  
Vascular Parkinsonism ◽  
Machine Learning Models

scholarly journals Response to Discussion on “Improved Overlap-Based Undersampling for Imbalanced Dataset Classification with Application to Epilepsy and Parkinson’s Disease,”

2020 ◽  
Vol 30 (09) ◽  
pp. 2075002
Author(s):  
Pattaramon Vuttipittayamongkol ◽  
Eyad Elyan
Keyword(s):  
Parkinson’S Disease ◽  
Parkinson's Disease ◽  
Method Validation ◽  
State Of The Art ◽  
Statistical Tests ◽  
Behavioral Analysis ◽  
Supporting Evidence ◽  
Competitive Performance ◽  
Imbalanced Dataset ◽  
New Methods

In the paper Improved Overlap-Based Undersampling for Imbalanced Dataset Classification with Application to Epilepsy and Parkinson’s Disease, the authors introduced two new methods that address the class overlap problem in imbalanced datasets. The methods involve identification and removal of potentially overlapped majority class instances. Extensive evaluations were carried out using 136 datasets and compared against several state-of-the-art methods. Results showed competitive performance with those methods, and statistical tests proved significant improvement in classification results. The discussion on the paper related to the behavioral analysis of class overlap and method validation was raised by Fernández. In this article, the response to the discussion is delivered. Detailed clarification and supporting evidence to answer all the points raised are provided.

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