Page 296 - Big Data Analytics for Intelligent Healthcare Management

Index 291

Particle swarm optimization (PSO), 6, 50, 272–273 subject-dependent results, 166, 171t
Patient-Centered Outcomes Research (PCOR), 220 subject-independent experiment, 166–170, 171t
Patient Health Monitoring System (PHMS), 177 subject-dependent experiments on PS and SP datasets
PCA. See Principle component analysis (PCA) average ROI-based feature, 164–165, 168t
Pearson’s correlation coefficient, 231 most active ROI-based feature, 166, 170t
Personally identifiable information (PII), 199, 206–208, 208t ROI-based features, 164, 166–167t
Phonetic-based technique, 8 subject-dependent experiments on PS+SP
Picture division, 29–31 average ROI based feature, 161–162, 162t
PigLatin, 53 N-most active ROI-based feature, 162, 163t
Pokitdoc, 219–220 ROI-based features, 161, 161t
Potential personally identifiable information (PPII), 207–208, Regression, 232
208t Remote sensors, 175
Power system stabilizers (PSS), 272–273 Re-sequencing, 250
Prediction technique, 9–10 Restricted Boltzmann machine (RBM), 155
Predictive analytics, 8f,9 Root mean square deviation (RMSD), 256
Preprocessing, 36–37 Root Mean Square Error (RMSE), 233, 240
Prescriptive analytics, 19
Primary headaches, 94
Principle component analysis (PCA), 59–60, 62–63, 66, 67t S
Probabilistic method, 25 SAA. See Simulated annealing algorithm (SAA)
Profile health records (PHR), 235 Sanger sequencing, 249–250
Proof of Work (PoW) mining, 220 SAVANNA Hadoop, 248
Protected health information (PHI), 208 Scalability, 10
Protein data bank (PDB), 255 Scikit-learn, 156–157
Pseudonymization, 208–210 Second-generation sequencing, 250–252
Public key infrastructure (PKI), 213 Sensing Service Provider (SSP), 178
Sensitive personal information (SPI). See Personally identifiable
information (PII)
Q Sensor data, 200, 202f
Quality of service (QoS), 10–13
Sentiment analysis method, 8
Quantum computing as a service (QCaaS), 15
Sequence Read Archive (SRA), 250–252
Question answering method, 8
Serverless computing as a service (SCaaS), 14
Shape matching algorithm (SMA), 256
Short Message Service (SMS), 176
R
Random forest (RF), 154–155 Short oligonucleotide analysis package (SOAP) denovo2,
Raspberry-Pi based health monitoring system, 176 250–253, 252t
Recommendation system, 227 Shuffled frog leaping (SFL) approach, 6
decision-making system, 227–228 Simulated annealing algorithm (SAA), 4, 256
e-business websites, 227–228 Simulated annealing algorithm-based feature
evaluation of, 233–235 selection (SAFS), 4
filtering techniques, 230f Social media analytics, 8f,9
collaborative-based filtering technique, 230–233 Software-defined cloud as a service (SCaaS), 14
content-based filtering technique, 229 Statistics mining algorithms, 21
hybrid filtering technique, 230 Stress
HRS (see Health recommendation system (HRS)) causes of, 93
phases of, 229f general adaptation syndrome, 91, 92f
information collection phase, 228 growth simulation, 92f
learning phase, 229 performances, 93f
prediction/recommendation phase, 229 phases of, 91f
user-based and item-based, 228 signs and symptoms, 93
Records mining algorithms, 21 and tension-type headaches (see Tension type headache
Region-based models, 30 (TTH))
Region of interest (ROI), fMRI dataset, 152–154 types of, 92
result analysis Structure Query Language (SQL), 53