644
Index
Machine learning (ML) (cont.)
probability theory (see Probability theory)
Spark MLlib, 346
Magnetoencephalogram (MEG), 577–578
MapReduce, 321–331, 333–337, 529
MB-CNN
accelerator, 452–453
array structure, 450
bank organization, 449–450
chip control, 448–449
data organization, 450–452
Medical implants, 532
Memory-aware execution, 361, 369, 370, 372,
373, 375
Memristive k-median clustering
design principles, 458–459
MISC accelerator, 457–458
Message queuing telemetry transport (MQTT),
23, 55, 149–153, 494, 528, 529
Microcontroller
architecture, 70–73
ARM (see Advanced RISC Machines
(ARM))
classifications (see Classifications)
GPIOs and interfaces (see General-purpose
input/output (GPIO))
types of, 67–68
Microservices
API gateway, 222–223
architecture, 221
deployment strategy, 225–227
service
discovery, 225
invocation, 223–225
registry, 225
Minimum viable product (MVP), 41, 47–48,
220, 616
MISC accelerator
analog bit counter, 461–462
array organization, 462–463
data representation, 463–464
even numbers, 464, 465
memory cell, 459–461
potentials, 465
and reduction network, 462
MLlib, 347–348
Mobile health (mHealth), 531, 612
Modbus, 112–113, 475
MongoDB, 16, 180, 198–199, 209, 210, 238
Motors
DC, 73
electrical, 59–62
EMG signals, 575
N
Narrowband IoT (NB-IoT), 39, 142–143,
525
Near-field communication (NFC), 113–114,
162, 164, 531
Near-memory processing, 442, 443
Network standards, 99, 102, 110–112, 166
N-of-1 analytical methods, 613–615
NoSQL, 16, 180, 187, 194, 196–198, 204, 213,
326
O
OPC Unified Architecture (OPC-UA),
158–161, 239
OpenWhisk, 235–237
Optical wireless communications (OWCs),
135–136
Optic biomedical signals
formation aspects, 590–593
sensing aspects, 593–594
Orchestration layer, 176, 231
Over and under-sampling, 280–281
Overfitting, 259, 264–266, 271, 290, 294, 301,
308
P
Parallel processing, 319, 320
Parameter behavior, 587–589
Patient-centric care, 517–519
Patient education, 610, 618
Penetration testing, 502–503, 506, 510
Peripheral interface controller (PIC), 67, 68
Pig, 322, 323, 329–334, 529
Population health management, 534
Practical Byzantine Fault Tolerance (PBFT),
411–412, 417
Predictive models, 229, 246, 319, 347, 352,
353
Preemptive and nonpreemptive scheduling, 94,
362, 365
Probability theory
covariance, 248–250
distribution, 247–248
mean, 248–250
random variable, 247
variance, 248–250
Proof-of-stake (PoS), 397, 409–410
Proof-of-work (PoW), 395, 397, 401,
409–412
Provisioning, 23, 176, 179–181, 231, 497, 507,
624
Index
Machine learning (ML) (cont.)
probability theory (see Probability theory)
Spark MLlib, 346
Magnetoencephalogram (MEG), 577–578
MapReduce, 321–331, 333–337, 529
MB-CNN
accelerator, 452–453
array structure, 450
bank organization, 449–450
chip control, 448–449
data organization, 450–452
Medical implants, 532
Memory-aware execution, 361, 369, 370, 372,
373, 375
Memristive k-median clustering
design principles, 458–459
MISC accelerator, 457–458
Message queuing telemetry transport (MQTT),
23, 55, 149–153, 494, 528, 529
Microcontroller
architecture, 70–73
ARM (see Advanced RISC Machines
(ARM))
classifications (see Classifications)
GPIOs and interfaces (see General-purpose
input/output (GPIO))
types of, 67–68
Microservices
API gateway, 222–223
architecture, 221
deployment strategy, 225–227
service
discovery, 225
invocation, 223–225
registry, 225
Minimum viable product (MVP), 41, 47–48,
220, 616
MISC accelerator
analog bit counter, 461–462
array organization, 462–463
data representation, 463–464
even numbers, 464, 465
memory cell, 459–461
potentials, 465
and reduction network, 462
MLlib, 347–348
Mobile health (mHealth), 531, 612
Modbus, 112–113, 475
MongoDB, 16, 180, 198–199, 209, 210, 238
Motors
DC, 73
electrical, 59–62
EMG signals, 575
N
Narrowband IoT (NB-IoT), 39, 142–143,
525
Near-field communication (NFC), 113–114,
162, 164, 531
Near-memory processing, 442, 443
Network standards, 99, 102, 110–112, 166
N-of-1 analytical methods, 613–615
NoSQL, 16, 180, 187, 194, 196–198, 204, 213,
326
O
OPC Unified Architecture (OPC-UA),
158–161, 239
OpenWhisk, 235–237
Optical wireless communications (OWCs),
135–136
Optic biomedical signals
formation aspects, 590–593
sensing aspects, 593–594
Orchestration layer, 176, 231
Over and under-sampling, 280–281
Overfitting, 259, 264–266, 271, 290, 294, 301,
308
P
Parallel processing, 319, 320
Parameter behavior, 587–589
Patient-centric care, 517–519
Patient education, 610, 618
Penetration testing, 502–503, 506, 510
Peripheral interface controller (PIC), 67, 68
Pig, 322, 323, 329–334, 529
Population health management, 534
Practical Byzantine Fault Tolerance (PBFT),
411–412, 417
Predictive models, 229, 246, 319, 347, 352,
353
Preemptive and nonpreemptive scheduling, 94,
362, 365
Probability theory
covariance, 248–250
distribution, 247–248
mean, 248–250
random variable, 247
variance, 248–250
Proof-of-stake (PoS), 397, 409–410
Proof-of-work (PoW), 395, 397, 401,
409–412
Provisioning, 23, 176, 179–181, 231, 497, 507,
624