Page 297 - Big Data Analytics for Intelligent Healthcare Management

292 Index

Sum of ranking difference (SRD), 154 CTTH, 95
Supervised learning, 152 lifetime occurrence, 94
Support vector machine (SVM), 155, 157–158 mental stress and tension, 94
breast cancer, ConvNets (see Breast cancer tissue image nonpharmacological treatments, 95
classification, ConvNets) nonpresence, 95
diabetes, diagnosis of, 155 physical and demographic variables, 94
linear kernel, 153 physiological/psychological stress, 94
maximal margin hyperplane, 153 prevalence of, 94–95
result analysis primary headache, 94
subject-dependent results, 166, 171t risk factors, 94–95
subject-independent experiment, 166–170, 171t therapies for, 95
subject-dependent experiments on PS and SP datasets, 163, Text analytics, 8, 8f
165t Text summarization method, 8
average ROI-based feature, 164–165, 168t Transactional databases, 31–32
most active ROI-based feature, 166, 170t Transcriptone sequencing, 250
N-most active-based feature, 166, 169t Transfer learning, 62
ROI-based features, 164, 167t TTH. See Tension type headache (TTH)
subject-dependent experiments on PS+SP Twin layer kernel extreme learning machine (DKELM), 154
all features, 160–161, 160t
average ROI based feature, 161–162, 162t
N-most active-based feature, 162, 162t U
Uniprot, 253
N-most active ROI-based feature, 162, 163t
Universal Health Coin (UHC), 221
ROI-based features, 161, 161t
Unsupervised learning, 152
Surface electromyography (sEMG), 97
User-based recommendation system, 228
Swarm-based algorithms, big data analytics, 6–7
User intervention method, 25
Swarm intelligence (SI) algorithm, 6
V
T
Tension type headache (TTH) Variability, 2
acute stress, 94 Velvet software, 250–253, 251t
age of onset, 94–95 Veracity, 2, 44, 44f, 227, 235
biofeedback, experiments and results Video analytics, 8f,9
analgesic consumption, 101 Virtualization technology, 10–13
consent from subjects, 98 Virtual screening process, 257–258
data collection, 101
data collection procedure, 102, 103–108f
EMG and GSR BF therapy (see EMG and GSR W
Whale optimization algorithm (WOA), 4
biofeedback therapy, chronic TTH stress)
World Health Organization (WHO)
future studies, 146
mental health, 90
intervention, 99–100
primary headaches, 94
outcome variables, assessment of, 101
TTH, 94–95
pain diary, 101
World Wide Interoperability for microwave access (WiMax)
primary variables, 100
nursery framework, 176
sample size, 98–99
sampling design and allocation process, 98
secondary variables, 101
Y
spiritual fitness measurement, 103–108f Youbase, 221
study design and source of data, 98
study duration, 98
study population, inclusion and exclusion criteria, 99 Z
chronic stress, 94 ZooKeeper, 53