Feature Selection and Classification of Clinical Datasets Using Bioinspired Algorithms and Super Learner

Table 1

Abbreviations used.

Abbreviation	Phrase
ABCO	Artificial bee colony optimization
ACO	Ant colony optimization
ANN	Artificial neural networks
BCS	Binary cuckoo search
BFA	Binary firefly algorithm
BFO	Bacterial foraging optimization
BP	Back propagation
BPNN	Back propagation neural network
CAD	Computer-aided diagnosis
CDC	Counts of dimension to change
CDSS	Clinical decision support system
CFCSA	Hybrid crow search optimization algorithm
CGA	Conjugate gradient algorithm
CHD	Cleveland heart disease
CMVO	Chaotic multiverse optimization
CSM	Cosine similarity measure
CSO	Cat swarm optimization
CT	Computed tomography
DE	Differential evolution
DGA	Distance-based genetic algorithm
DISON	Diverse intensified strawberry optimized neural network
DNN	Deep neural network
E.coli	Escherichia Coli Bacteria
ECSA	Enhanced crow search algorithm
ELM	Extreme learning machine
FBFO	Feature selected by bacterial foraging optimization
FCM	Fuzzy -means
FCSO	Feature selected by cat swarm optimization
FFO	Firefly optimization
FKH	Feature selected by krill herd
GA	Genetic algorithm
GSO	Glowworm swarm optimization
HCC	Hepatocellular carcinoma
HD	Hepatitis
IBPSO	Improved binary particle swarm optimization
ILP	Indian liver patient
ISSA	Improved Salp swarm algorithm
KH	Krill herd
k-NN	-nearest neighbors
LO	Lion optimization
LR	Logistic regression
MCC	Mathew’s correlation coefficient
MFO	Moth-flame optimization
ML	Machine learning
MPNN	Multilayer perceptron neural network
MR	Mixed ratio
NB	Naive Bayes
PCC	Pearson correlation coefficient
PID	Pima Indian diabetes
PSO	Particle swarm optimization
RD	Random diffusion
RDM	Rough dependency measure
RF	Random forest
RoIs	Regions of interest
SHD	Statlog heart disease
SMOTE	Synthetic minority oversampling technique
SMP	Seeking memory pool
SPC	Self-position consideration
SRD	Seeking range of the selected dimension
SVC	Support vector classification
SVM	Support vector machine
TS	Thoracic surgery
UCI	University of California Irvine
VCD	Vertebral column dataset
WBC	Wisconsin breast cancer
WDBC	Wisconsin diagnostic breast cancer
WOA	Whale optimization algorithm