Temporal Change Analysis‐Based Recommender System for Alzheimer Disease Classification

2020 ◽  
pp. 351-371
Author(s):  
S. Naganandhini ◽  
P. Shanmugavadivu ◽  
M. Mary Shanthi Rani
Keyword(s):  
Alzheimer Disease ◽  
Recommender System ◽  
Temporal Change ◽  
Disease Classification ◽  
Change Analysis ◽  
Temporal Change Analysis

scholarly journals Temporal Change Analysis Based Recommender System for Alzheimer Disease Classification

2020 ◽  
Vol 9 (4) ◽  
pp. 480-488
Keyword(s):  
Alzheimer Disease ◽  
Recommender System ◽  
Temporal Change ◽  
Disease Classification ◽  
Personalized Recommendation ◽  
Change Analysis ◽  
Improved Accuracy ◽  
Deep Learning Model ◽  
Temporal Change Analysis

The development of recommender systems gathered momentum due to its relevance and application in providing a personalized recommendation on a product or a service for customer relations management. It has proliferated into medicine and its allied domains for the recommendations on disease prediction/detection, medicine, treatment, and other medical services. This chapter describes a new composite and comprehensive recommender system named Temporal Change Analysis based Recommender System for Alzheimer Disease Classification (TCA-RS-AD) using a deep learning model. Its performance is evaluated on the dataset with T1-weighted MRI clinical temporal data of OASIS and the results were recorded in terms of Precision, Recall, F1-Score and Accuracy, Hamming Loss, Cohens Kappa Coefficient, and Matthews Correlation Coefficient. The improved accuracy of this recommendation model endorses its suitability for its application in the classification of AD

scholarly journals A 20-Year Temporal Change Analysis in Incidence, Presenting Phenotype and Mortality, in the Dutch IBDSL Cohort—Can Diagnostic Factors Explain the Increase in IBD Incidence?

2017 ◽  
Vol 11 (10) ◽  
pp. 1169-1179 ◽  
Author(s):  
Tim R A van den Heuvel ◽  
Steven F G Jeuring ◽  
Maurice P Zeegers ◽  
Dorien H E van Dongen ◽  
Anouk Wolters ◽  
...  
Keyword(s):  
Temporal Change ◽  
Change Analysis ◽  
Temporal Change Analysis

Bi-temporal change analysis of satellite imagery to detect landslides triggered by intense rainfall events

2016 ◽  
Vol 39 ◽  
pp. 51-54
Author(s):  
Leonardo Disperati ◽  
Filippo Gregori ◽  
Massimo Perna ◽  
Francesco Manetti ◽  
Guido Lavorini ◽  
...  
Keyword(s):  
Satellite Imagery ◽  
Temporal Change ◽  
Intense Rainfall ◽  
Change Analysis ◽  
Rainfall Events ◽  
Temporal Change Analysis

Spatial-temporal change analysis of plant soundscapes and their design methods

2018 ◽  
Vol 29 ◽  
pp. 96-105 ◽  
Author(s):  
Xiuhua Song ◽  
Xinbo Lv ◽  
Dongming Yu ◽  
Qianqian Wu
Keyword(s):  
Temporal Change ◽  
Design Methods ◽  
Change Analysis ◽  
Temporal Change Analysis
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