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Table 1:
List of prior comparison studies analyzing objective scaling for MOEAs.
AlgorithmsProblemsObjectivesParametersReference
NSGA-II, SPEA2, PESA DTLZ 1-3, 6 2-8 Tuned Khare et al. (2003) 
NSGA-II, MSOPS, RSO Custom 2, 4, 6 Fixed Hughes (2005) 
NSGA-II, POGA DTLZ 1-4, 6-8 4-8 Tuned di Pierro (2006) 
NSGA-II, SPEA2, IBEA DTLZ 1-7, WFG 2-4 Fixed Wagner et al. (2007) 
NSGA-II DTLZ 1-3, 6 4-8 Tuned Praditwong and Yao (2007) 
NSGA-II, SPEA2, -MOEA DTLZ 1-2 3-6 Fixed Wagner et al. (2007) 
NSGA-II, POGA DTLZ 1-7 4-8 Tuned di Pierro et al. (2007) 
NSGA-II DTLZ 2 3, 6, 12 Grid Purshouse and Fleming (2003, 2007) 
PESA-II NK Landscapes 2, 5, 10 Fixed Knowles and Corne (2007) 
NSGA-II Knapsack 2, 4, 6, 8 Fixed Ishibuchi et al. (2008a) 
NSGA-II DTLZ2 6, 8, 12 Fixed Adra and Fleming (2009) 
AlgorithmsProblemsObjectivesParametersReference
NSGA-II, SPEA2, PESA DTLZ 1-3, 6 2-8 Tuned Khare et al. (2003) 
NSGA-II, MSOPS, RSO Custom 2, 4, 6 Fixed Hughes (2005) 
NSGA-II, POGA DTLZ 1-4, 6-8 4-8 Tuned di Pierro (2006) 
NSGA-II, SPEA2, IBEA DTLZ 1-7, WFG 2-4 Fixed Wagner et al. (2007) 
NSGA-II DTLZ 1-3, 6 4-8 Tuned Praditwong and Yao (2007) 
NSGA-II, SPEA2, -MOEA DTLZ 1-2 3-6 Fixed Wagner et al. (2007) 
NSGA-II, POGA DTLZ 1-7 4-8 Tuned di Pierro et al. (2007) 
NSGA-II DTLZ 2 3, 6, 12 Grid Purshouse and Fleming (2003, 2007) 
PESA-II NK Landscapes 2, 5, 10 Fixed Knowles and Corne (2007) 
NSGA-II Knapsack 2, 4, 6, 8 Fixed Ishibuchi et al. (2008a) 
NSGA-II DTLZ2 6, 8, 12 Fixed Adra and Fleming (2009) 

These algorithms were specifically modified for handling many-objective optimization.

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