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Principal Component Analysis

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Backward Selection

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Backward Stepwise Elimination

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Forward Selection

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Forward Stepwise Selection

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climbing

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Ant Colony Optimization

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Simulated Annealing

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parametric

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GRNN generalized

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learning

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Specht, 1991

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[40]

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鶹ýAV

code

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 117 0 R/AP<>>> endobj 117 0 obj<> endobj 118 0 obj<

鶹ýAV

SA

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 119 0 R/AP<>>> endobj 119 0 obj<> endobj 120 0 obj<

鶹ýAV

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 121 0 R/AP<>>> endobj 121 0 obj<> endobj 122 0 obj<

鶹ýAV

|equ Total

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 123 0 R/AP<>>> endobj 123 0 obj<> endobj 124 0 obj<

鶹ýAV

;

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 125 0 R/AP<>>> endobj 125 0 obj<> endobj 126 0 obj<

鶹ýAV

Current

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 127 0 R/AP<>>> endobj 127 0 obj<> endobj 128 0 obj<

鶹ýAV

Population

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 129 0 R/AP<>>> endobj 129 0 obj<> endobj 130 0 obj<

鶹ýAV

:

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 131 0 R/AP<>>> endobj 131 0 obj<> endobj 132 0 obj<

鶹ýAV

code

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 133 0 R/AP<>>> endobj 133 0 obj<> endobj 134 0 obj<

鶹ýAV

GA

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 135 0 R/AP<>>> endobj 135 0 obj<> endobj 136 0 obj<

鶹ýAV

Step 1: Select the best-to-date solution.Step 2: Create 10\ 000 new candidate solutions from the selected solution by changing only one bit feature at a time.Step 3: Evaluate the new solutions if they are not evaluated before and update the database. Replace the previous solution by the new solutions if they are b\ etter than the previous solution.Step 4: Go back to step 2 and perform the hill climbing on each of the accepted new solutions. Repeatedly apply the process from steps 2 to 3 on selected solutions as long as the process is successful in finding improved s\ olutions in every repetition and as long as the time is available.Step 5: Update the database and update the time available.Step 6: Select the next best-to-date solution from the database and go back to step 2 if time is still available.Pseudo code of Hil\ l-climbing algorithm

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 137 0 R/AP<>>> endobj 137 0 obj<> endobj 138 0 obj<

鶹ýAV

SBS

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 139 0 R/AP<>>> endobj 139 0 obj<> endobj 140 0 obj<

鶹ýAV

Backward Selection

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 141 0 R/AP<>>> endobj 141 0 obj<> endobj 142 0 obj<

鶹ýAV

SFS Sequential Forward Selection

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 143 0 R/AP<>>> endobj 143 0 obj<> endobj 144 0 obj<

鶹ýAV

SFFS Sequential Floating Forward Selection

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 145 0 R/AP<>>> endobj 145 0 obj<> endobj 146 0 obj<

鶹ýAV

SFBS Sequential Floating Backward Selection

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 147 0 R/AP<>>> endobj 147 0 obj<> endobj 148 0 obj<

鶹ýAV

ACO Ant Colony Optimization

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 149 0 R/AP<>>> endobj 149 0 obj<> endobj 150 0 obj<

鶹ýAV

GA Genetic Algorithm

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 151 0 R/AP<>>> endobj 151 0 obj<> endobj 152 0 obj<

鶹ýAV

PSO Particle Swarm Optimization

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 153 0 R/AP<>>> endobj 153 0 obj<> endobj 154 0 obj<

鶹ýAV

SA Simulated Annealing

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 155 0 R/AP<>>> endobj 155 0 obj<> endobj 156 0 obj<

鶹ýAV

FW

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 157 0 R/AP<>>> endobj 157 0 obj<> endobj 158 0 obj<

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鶹ýAV

1

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鶹ýAV

world

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鶹ýAV

Acknowledgement

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鶹ýAV

learning

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鶹ýAV

Selection

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 247 0 R/AP<>>> endobj 247 0 obj<> endobj 248 0 obj<

鶹ýAV

High-Dimensional Industrial Data

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 249 0 R/AP<>>> endobj 249 0 obj<> endobj 250 0 obj<

鶹ýAV

annual international

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 251 0 R/AP<>>> endobj 251 0 obj<> endobj 252 0 obj<

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conference

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 253 0 R/AP<>>> endobj 253 0 obj<> endobj 254 0 obj<

鶹ýAV

development in information retrieval. July 27--31)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 255 0 R/AP<>>> endobj 255 0 obj<> endobj 256 0 obj<

鶹ýAV

sixth international conference

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 257 0 R/AP<>>> endobj 257 0 obj<> endobj 258 0 obj<

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parallel

)/RD[0.600159 0.600159 0.600159 0.600159]/Type/Annot/Popup 259 0 R/AP<>>> endobj 259 0 obj<> endobj 260 0 obj<

鶹ýAV

distributed computing

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transactions

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. Part

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2088

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2016

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2007,

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statistics

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behavioural sciences

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. [Online], Available

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annual international

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conference

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Iffat

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Gheyas

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Artificial Intelligence.

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Leslie

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Smith

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41

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鶹ýAV

subset

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鶹ýAV

Step 1: Construct a chromosome pool of size 100 with the 100 fittest chromosomes from the list of feature subset solutions evaluat\ ed so far by the SA. Step 2: Select 50 pairs of chromosomes using rank-based selection strategy. Step 3: Perform crossover between the chromosomes using the half uniform Crossover scheme \(HUX\). In HUX, half of the non-matching parents’ genes are swapped. Step 4: Kill the parent solutions. Step 5: Mutate offspring wit\ h probability 0.001. Step 6: Evaluate the fitness of the offspring provided if it has not already been evaluated and if sufficient time is available. Update the database and estimate the time left. Step 7: Go back to step 2 if the time is not up.

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