1 Introduction
2 Differential evolution and shuffled frog leaping
2.1 Differential evolution
2.1.1 Initialization operation
2.1.2 Mutation operation
2.1.3 Detection operation
2.1.4 Crossover operation
2.1.4.1 Binomial crossover
2.1.4.2 Exponential crossover
2.1.5 Selection operation
2.2 Shuffled frog leaping
2.2.1 Initialization operation
2.2.2 Grouping operation
2.2.3 Local update operation
3 Related work
3.1 Operation design
3.2 Control parameter setting
3.3 Hybrid strategy
Improvement type | Algorithm name | Creation time | Mutation strategy | Control parameter | Population division | Algorithm hybrid | Core idea | Test functions | Performance metrics | Statistical test |
---|---|---|---|---|---|---|---|---|---|---|
Operation design | TDE | 2003 | [One, Three] | Fixed | Single | None | Trigonometric mutation | [2; 30D] | [Time, Value] | None |
JADE | 2009 | [One, Four] | Dynamic | Single | None | DE/current-to-pbest | [20; 100D] | [Mean, Std] | None | |
SspDE | 2011 | [Four, Five] | Dynamic | Single | None | Trial vector generation | [19, 100D] | [Median] | None | |
DMPSADE | 2015 | [Five, Five] | Dynamic | Single | None | Discrete mutation | [25, 50D] | [Mean, Std] | Kruskal–Wallis | |
MPEDE | 2016 | [Three, Three] | Dynamic | Grouped | None | Multi-population ensemble | [25, 50D] | [Mean, Std] | Wilcoxon rank sum | |
SpDE | 2018 | [Two, Three] | Fixed | Grouped | None | two phases mutation | [2, 200D] | [Value] | None | |
HMCFQDE | 2021 | [Two, Two] | Fixed | Grouped | QEA / CCEA | Hybrid mutation | [6, 1000D] | [Mean, Std, Best, Worst] | None | |
Control parameter setting | FADE | 2005 | [Nine, Four] | Dynamic | Single | Mamdani’s fuzzy inference | Fuzzv logic controller | [6, 20D] | [Value] | None |
jDE | 2006 | [One, Three] | Dynamic | Single | None | Self-adapting parameters | [21, 30D] | [Mean, Std] | None | |
SaDE | 2009 | [Two, Four] | Dynamic | Single | None | self-adapted by learning | [26, 30D] | [Mean, Std, Rate] | None | |
CoDE | 2011 | [Three, Four] | Dynamic | Single | None | Trial vector generation | [25, 30D] | [Mean, Std] | None | |
MDE | 2013 | [Two, Four] | Dynamic | Single | None | Adjust by two distributions | [25, 50D] | [Mean, Std] | Wilcoxon rank sum | |
SAMDE | 2020 | [Three, Four] | Dynamic | Grouped | None | Parameter adaptation | [25, 50D] | [Mean, Std] | Multiple Sign | |
Hybrid strategy | EDE | 2005 | [One, Three] | Fixed | Single | EDA | Probability model | [5, 10D] | [Mean, Best] | None |
AnDE | 2007 | [One, Three] | Dynamic | Single | SA | Conditional acceptance function | [6, 100D] | [Mean, Std] | Unpaired t | |
ESADE | 2014 | [Two, Three] | Dynamic | Single | SA | Parameters generation | [17, 30D] | [Mean, Std, Median] | Wilcoxon signed rank and Friedman | |
DEMPSO | 2017 | [One, Three] | Fixed | Single | PSO | Parameter identification | [3, 10D] | [Value] | None | |
HyGADE | 2019 | [One, Three] | Fixed | Single | EA | Hybrid mutation | [46, 30D] | [Value] | None | |
SFDE | 2019 | [One, Three] | Dynamic | Grouped | SFLA | Subgroup sharing | [20, 30D] | [Mean, Std] | None | |
haDEPSO | 2021 | [Two, Two] | Fixed | Grouped | PSO | Advanced hybrid | [30, 30D] | [Mean, Std, Rate] | One-tailed t and Wilcoxon signed rank | |
Ours | SFSADE | 2021 | [Three, Three] | Dynamic | Grouped | SFLA | Adaptive mutation and parameters | [25, 50D] | [Mean, Std] | Wilcoxon signed rank and Friedman |
4 SFSADE
4.1 Shuffled frog-leaping strategy
4.2 Classification mutation strategy
4.3 Self-adaptive control parameters strategy
4.4 The basic process of SFSADE
5 Experimental study
5.1 Selection test function
Function | Initialization range | Global optimum |
---|---|---|
F1: Shifted Sphere Function \({f}_{1}(X)={\sum }_{i=1}^{D}{x}_{i}^{2}\) | \(-100\le {x}_{i}\le 100\) | \({f}_{1}(0)=0\) |
F2: Shifted Schwefel’s Problem 1.2 \({f}_{2}(X)={{\sum }_{i=1}^{D}\left({\sum }_{j=1}^{i}{x}_{j}\right)}^{2}\) | \(-100\le {x}_{i}\le 100\) | \({f}_{2}(0)=0\) |
F3: Shifted Rotated High Conditioned Elliptic Function \({f}_{3}(X)={{\sum }_{i=1}^{D}\left(1{0}^{6}\right)}^{\frac{i-1}{D-1}}{x}_{i}^{2},\hspace{0.33em}\hspace{0.33em}x={x}_{\text{initial}}\times M,\hspace{0.33em}M:\hspace{0.33em}orthogonal\hspace{0.33em}matrix.\) | \(-100\le {x}_{i}\le 100\) | \({f}_{3}(0)=0\) |
F4: Shifted Schwefel’s Problem 1.2 with Noise in Fitness \({f}_{4}(X)={{\sum }_{i=1}^{D}\left({\sum }_{j=1}^{i}{x}_{j}\right)}^{2}\times \left(1+0.4\left|N\left(\mathrm{0,1}\right)\right|\right)\) | \(-100\le {x}_{i}\le 100\) | \({f}_{4}(0)=0\) |
F5: Schwefel’s Problem 2.6 with Global Optimum on Bounds \({f}_{5}(X)={\text{max}}\left\{\left|A{}_{i}x-{B}_{i}\right|\right\}\) | ||
\(A\hspace{0.33em}{\text{is}}\hspace{0.33em}a\hspace{0.33em}D\times D\hspace{0.33em}matrix,\hspace{0.33em}{a}_{ij}\hspace{0.33em}{\text{are}}\hspace{0.33em}\mathit{int}eger\hspace{0.33em}random\hspace{0.33em}numbers\hspace{0.33em}in\hspace{0.33em}the\hspace{0.33em}range\left[-\mathrm{500,500}\right],\) | ||
\(\mathit{det}\left(A\right)\ne 0,\hspace{0.33em}{A}_{i}\hspace{0.33em}is\hspace{0.33em}the\hspace{0.33em}{i}^{th}\hspace{0.33em}row\hspace{0.33em}of\hspace{0.33em}A,\hspace{0.33em}{B}_{i}={A}_{i}\times o,\hspace{0.33em}o\hspace{0.33em}is\hspace{0.33em}a\hspace{0.33em}D\times 1\hspace{0.33em}vector,\hspace{0.33em}{o}_{i}\hspace{0.33em}are\hspace{0.33em}random\) | ||
\(number\hspace{0.33em}in\hspace{0.33em}the\hspace{0.33em}range\left[-\mathrm{100,100}\right].\) | \(-100\le {x}_{i}\le 100\) | \({f}_{5}(0)=0\) |
F6: Shifted Rosenbrock’s Function \({f}_{6}(X)={\sum }_{i=1}^{D-1}\left(100{\left({x}_{i}^{2}-{x}_{i+1}\right)}^{2}+{\left({x}_{i}-1\right)}^{2}\right)\) | \(-100\le {x}_{i}\le 100\) | \({f}_{6}\left(1\right)=0\) |
F7: Shifted Rotated Griewank’s Function without Bounds \({f}_{7}(X)={\sum }_{i=1}^{D}\frac{{x}_{i}^{2}}{4000}-{\prod }_{i=1}^{D}\frac{{x}_{i}}{\sqrt{i}}+1\) | ||
\(x={x}_{\text{initial}}\times M,\hspace{0.33em}M={M}^{^{\prime}}\left(1+0.3\left|N\left(\mathrm{0,1}\right)\right|\right),\) | ||
\({M}^{^{\prime}}:\hspace{0.33em}linear\hspace{0.33em}transformation\hspace{0.33em}matrix,\hspace{0.33em}condition\hspace{0.33em}number=3.\) | \(-600\le {x}_{i}\le 600\) | \({f}_{7}(0)=0\) |
F8: Shifted Rotated Ackley’s Function with Global Optimum on Bounds \({f}_{8}(X)=-20\mathit{exp}\left(-0.2\sqrt{\frac{1}{D}{\sum }_{i=1}^{D}{x}_{i}^{2}}\right)-\mathit{exp}\left(\frac{1}{D}{\sum }_{i=1}^{D}\mathit{cos}\left(2\pi {x}_{i}\right)\right)+20+e\) | ||
\(x={x}_{\text{initial}}\times M,\hspace{0.33em}M:\hspace{0.33em}linear\hspace{0.33em}transformation\hspace{0.33em}matrix,\hspace{0.33em}condition\hspace{0.33em}number=100.\) | \(-32\le {x}_{i}\le 32\) | \({f}_{8}(0)=0\) |
F9: Shifted Rastrigin’s Function \({f}_{9}(X)={\sum }_{i=1}^{D}\left({x}_{i}^{2}-10\mathit{cos}\left(2\pi {x}_{i}\right)+10\right)\) | \(-5\le {x}_{i}\le 5\) | \({f}_{9}(0)=0\) |
F10: Shifted Rotated Rastrigin’s Function \({f}_{10}(X)={\sum }_{i=1}^{D}\left({x}_{i}^{2}-10\mathit{cos}\left(2\pi {x}_{i}\right)+10\right)\) | ||
\(x={x}_{\text{initial}}\times M,\hspace{0.33em}M:\hspace{0.33em}linear\hspace{0.33em}transformation\hspace{0.33em}matrix,\hspace{0.33em}condition\hspace{0.33em}number=2.\) | \(-5\le {x}_{i}\le 5\) | \({f}_{10}(0)=0\) |
F11: Shifted Rotated Weierstrass Function \({f}_{11}(X)={\sum }_{i=1}^{D}\left({\sum }_{k=0}^{{k}_{max}}[{a}^{k}\mathit{cos}(2\pi {b}^{k}({x}_{i}+0.5))]\right)-D{\sum }_{k=0}^{{k}_{max}}[{a}^{k}\mathit{cos}(2\pi {b}^{k}\times 0.5)]\) | ||
\(a=0.5,b=3,{kinitial}_{max}\) | ||
\(M:linear\text{ transformation matrix, condition number=5.}\) | \(\text{-0.}5\le {x}_{i}\le 0.5\) | \({f}_{11}(0)=0\) |
F12: Schwefel’s Problem 2.13 \(f_{12} \left( X \right) = \mathop \sum \limits_{i = 1}^{D} \left( {A_{i} - B_{i} \left( x \right)} \right)^{2}\) | ||
\(A_{i} = \mathop \sum \limits_{j = 1}^{D} \left( {a_{ij} \sin \alpha_{j} + b_{ij} \cos \alpha_{j} } \right),\;B_{i} \left( x \right) = \mathop \sum \limits_{j = 1}^{D} \left( {a_{ij} \sin x_{j} + b_{ij} \cos x_{j} } \right),\;for\;i = 1,2, \ldots ,D\) | ||
\(A,\;B\;{\text{are}}\;two\;matrix,\;a_{ij} ,\;b_{ij} \;{\text{are}}\;{\text{int}} eger\;random\;numbers\) | ||
\(\alpha = \left[ {\alpha_{1} ,\alpha_{2} , \ldots ,\alpha_{D} } \right],\;\alpha_{j} \;{\text{are}}\;{\text{int}} eger\;random\;numbers\;in\;the\;range\left[ { - \pi ,\pi } \right].\) | \(- \pi \le x_{i} \le \pi\) | \(f_{12} \left( \alpha \right) = 0\) |
F13: Shifted Extended Griewank’s plus Rosenbrock’s Function (F8F2) \(f_{13} \left( X \right) = F8\left( {F2\left( {x_{1} ,x_{2} } \right)} \right) + F8\left( {F2\left( {x_{2} ,x_{3} } \right)} \right) + \ldots + F8\left( {F2\left( {x_{D - 1} ,x_{D} } \right)} \right) + F8\left( {F2\left( {x_{D} ,x_{1} } \right)} \right)\) | \(- 3 \le x_{i} \le 1\) | \(f_{13} \left( 0 \right) = 0\) |
F14: Shifted Rotated Expanded Scaffer’s F6 \(f_{14} \left( X \right) = F\left( {x_{1} ,x_{2} } \right) + F\left( {x_{2} ,x_{3} } \right) + \ldots F\left( {x_{D - 1} ,x_{D} } \right) + F\left( {x_{D} ,x_{1} } \right)\) | ||
\(F\left( {x,y} \right) = 0.5 + \frac{{\left( {\sin^{2} \left( {\sqrt {x^{2} + y^{2} } } \right) - 0.5} \right)}}{{\left( {1 + 0.001\left( {x^{2} + y^{2} } \right)} \right)^{2} }}\) | ||
\(x = x_{{{\text{initial}}}} \times M,\;M:\;linear\;transformation\;matrix,\;condition\;number = 3.\) | \(- 100 \le x_{i} \le 100\) | \(f_{14} \left( 0 \right) = 0\) |
F15: Hybrid Composition Function \(f_{1 - 2} \left( x \right) = Rastrigin^{\prime}s\;Function\) | ||
\(f_{3 - 4} \left( x \right) = Weierstrass\;Function\) | ||
\(f_{5 - 6} \left( x \right) = Griewank^{\prime}s\;Function\) | ||
\(f_{7 - 8} \left( x \right) = Ackley^{\prime}s\;Function\) | ||
\(f_{9 - 10} \left( x \right) = Sphere\;Function\) | ||
\(\sigma_{i} = 1\;for\;i = 1,2, \ldots ,D,\) | ||
\(\lambda = \left[ {1, 1, 10, 10, 5/60, 5/60, 5/32, 5/32, 5/100, 5/100} \right],\) | ||
\(M_{i} \;are\;all\;identity\;matrices.\) | \(- 5 \le x_{i} \le 5\) | \(f_{15} \left( 0 \right) = 0\) |
F16: Rotated Hybrid Composition Function \(Except\;M_{i} \;are\;different\;linear\;transformation\;matrixes\;with\) | ||
\(condition\;number\;of\;2,\;all\;other\;settings\;are\;the\;same\;as\;F_{15.}\) | \(- 5 \le x_{i} \le 5\) | \(f_{16} \left( 0 \right) = 0\) |
F17: Rotated Hybrid Composition Function with Noise in Fitness \(f_{17} \left( x \right) = F_{16} \times \left( {1 + 0.2\left| {N\left( {0,1} \right)} \right|} \right)\) | ||
\(All\;other\;settings\;are\;the\;same\;as\;F_{16} .\) | \(- 5 \le x_{i} \le 5\) | \(f_{17} \left( 0 \right) = 0\) |
F18: Rotated Hybrid Composition Function \(f_{1 - 2} \left( x \right) = Ackley^{\prime}s\;Function\) | ||
\(f_{3 - 4} \left( x \right) = Rastrigin^{\prime}s\;Function\) | ||
\(f_{5 - 6} \left( x \right) = Sphere\;Function\) | ||
\(f_{7 - 8} \left( x \right) = Weierstrass\;Function\) | ||
\(f_{9 - 10} \left( x \right) = Griewank^{\prime}s\;Function\) | ||
\(\sigma = \;\left[ {{1, 2, 1}{\text{.5, 1}}{.5, 1, 1, 1}{\text{.5, 1}}{.5, 2, 2}} \right];\) | ||
\(\lambda = \lambda = \left[ {2*5/32; 5/32; 2*1; 1; 2*5/100; 5/100; 2*10; 10; 2*5/60; 5/60} \right];\) | ||
\(M_{i} \;are\;all\;rotation\;matrices.\;Condition\;numbers\;are\;\left[ {2 3 2 3 2 3 20 30 200 300} \right].\) | \(- 5 \le x_{i} \le 5\) | \(f_{{{18}}} \left( 0 \right) = 0\) |
F19: Rotated Hybrid Composition Function with a Narrow Basin for the Global Optimum \(All\;settings\;are\;the\;same\;as\;F_{18} \;except\;\sigma = \left[ {{0}{\text{.1, 2, 1}}{.5, 1}{\text{.5, 1, 1, 1}}{.5, 1}{\text{.5, 2, 2}}} \right],\) | ||
\(\lambda = \left[ {{0}{\text{.1}} \times {5/32; 5/32; 2} \times {1; 1; 2} \times {5/100; 5/100; 2} \times {10; 10; 2} \times {5/60; 5/60}} \right].\) | \(- 5 \le x_{i} \le 5\) | \(f_{19} \left( 0 \right) = 0\) |
F20: Rotated Hybrid Composition Function with the Global Optimum on the Bounds \(All\;settings\;are\;the\;same\;as\;F_{18} \;except\;after\;load\;the\;data\;file,\) | ||
\(set\;o_{{1\left( {2j} \right)}} = 5,\;for\;j = 1,2, \ldots ,D/2.\) | \(- 5 \le x_{i} \le 5\) | \(f_{20} \left( 0 \right) = 0\) |
F21: Rotated Hybrid Composition Function \(f_{1 - 2} \left( x \right) = Rotated\;Expanded\;Scaffer^{\prime}s\;F6\;Function\) | ||
\(f_{3 - 4} \left( x \right) = Rastrigin^{\prime}s\;Function\) | ||
\(f_{5 - 6} \left( x \right) = F8F2\;\;Function\) | ||
\(f_{7 - 8} \left( x \right) = Weierstrass\;Function\) | ||
\(f_{9 - 10} \left( x \right) = Griewank^{\prime}s\;Function\) | ||
\(\sigma = \left[ {1,1,1,1,1,2,2,2,2,2} \right];\) | ||
\(\lambda = \left[ {5 \times {5/100; 5/100; 5} \times {1; 1; 5} \times {1; 1; 5} \times {10; 10; 5} \times {5/200; 5/200}} \right];\) | ||
\(M_{i} \;are\;all\;orthogonal\;matrix.\) | \(- 5 \le x_{i} \le 5\) | \(f_{21} \left( 0 \right) = 0\) |
F22: Rotated Hybrid Composition Function with High Condition Number Matrix \(All\;settings\;are\;the\;same\;as\;F_{21} \;except\;M_{i}^{^{\prime}} s\;condition\;numbers\) | ||
\(are\;\left[ {10 20 50 100 200 1000 2000 3000 4000 5000} \right].\) | \(- 5 \le x_{i} \le 5\) | \(f_{22} \left( 0 \right) = 0\) |
F23: Non-Continuous Rotated Hybrid Composition Function \(All\;settings\;are\;the\;same\;as\;F_{21} .\) | ||
\(Except\;x_{j} = \left\{ {\begin{array}{*{20}c} {\begin{array}{*{20}c} {x_{j} } \\ {round\left( {2x_{j} } \right)/2} \\ \end{array} } \\ \end{array} \;\;} \right.\begin{array}{*{20}c} {\left| {x_{j} - o_{1j} } \right| < 1/2} \\ {\left| {x_{j} - o_{1j} } \right| \ge 1/2} \\ \end{array} \begin{array}{*{20}c} {\;for\;j = 1,2, \ldots ,D} \\ \end{array}\) | ||
\(round\left( x \right) = \left\{ {\begin{array}{*{20}c} {a - 1} \\ a \\ {a + 1} \\ \end{array} \;\;\begin{array}{*{20}c} {if\;x \le 0\& b \ge 0.5} \\ {if\;b < 0.5} \\ {if\;x > 0\& b \ge 0.5} \\ \end{array} } \right.\) | ||
\(where\;a\;is\;x^{\prime}s\;intgral\;part\;and\;b\;is\;x^{\prime}s\;decimal\;part.\) | ||
All “round” operators in this document use the same schedule | \(-5\le {x}_{i}\le 5\) | \({f}_{23}(0)=0\) |
F24: Rotated Hybrid Composition Function \({f}_{1}\left(x\right)=Weierstrass\hspace{0.33em}Function\) | ||
\({f}_{2}\left(x\right)=Rotated\hspace{0.33em}Expanded\hspace{0.33em}Scaffe{r}^{^{\prime}}s\hspace{0.33em}F6\hspace{0.33em}Function\) | ||
\({f}_{3}\left(x\right)=F8F2\hspace{0.33em}\hspace{0.33em}Function\) | ||
\({f}_{4}\left(x\right)=Ackle{y}^{^{\prime}}s\hspace{0.33em}Function\) | ||
\({f}_{5}\left(x\right)=Rastrigi{n}^{^{\prime}}s\hspace{0.33em}Function\) | ||
\({f}_{6}\left(x\right)=Griewan{k}^{^{\prime}}s\hspace{0.33em}Function\) | ||
\({f}_{7}\left(x\right)=Non-Continuous\hspace{0.33em}Expanded\hspace{0.33em}Scaffe{r}^{^{\prime}}s\hspace{0.33em}F6\hspace{0.33em}Function\) | ||
\({f}_{8}\left(x\right)=Non-Continuous\hspace{0.33em}Rastrigi{n}^{^{\prime}}s\hspace{0.33em}Funtion\) | ||
\({f}_{9}\left(x\right)=High\hspace{0.33em}Conditioned\hspace{0.33em}Elliptic\hspace{0.33em}Function\) | ||
\({f}_{10}\left(x\right)=Sphere\hspace{0.33em}Funtion\hspace{0.33em}with\hspace{0.33em}Noise\hspace{0.33em}in\hspace{0.33em}Fitness\) | ||
\(\sigma =\text{2,}\hspace{0.33em}{\text{for}}\hspace{0.33em}i=\text{1,2,}\dots \text{,D;}\) | ||
\(\lambda = [\text{10; 5/20; 1; 5/32; 1; 5/100; 5/50; 1; 5/100; 5/100}];\) | ||
\({M}_{i}\hspace{0.33em}are\hspace{0.33em}all\hspace{0.33em}matrices,\hspace{0.33em}condition\hspace{0.33em}numbers\hspace{0.33em}are\hspace{0.33em}[\text{100 50 30 10 5 5 4 3 2 2 }].\) | \(-5\le {x}_{i}\le 5\) | \({f}_{24}(0)=0\) |
F25: Rotated Hybrid Composition Function without Bounds \(All\hspace{0.33em}settings\hspace{0.33em}are\hspace{0.33em}the\hspace{0.33em}same\hspace{0.33em}as\hspace{0.33em}{F}_{24}\hspace{0.33em}except\hspace{0.33em}no\hspace{0.33em}exact\) | ||
\(search\hspace{0.33em}range\hspace{0.33em}set\hspace{0.33em}for\hspace{0.33em}this\hspace{0.33em}test\hspace{0.33em}function.\) | \(-2\le {x}_{i}\le 5\) | \({f}_{25}(0)=0\) |
5.2 Comparison with state-of-the-art DE algorithms
JADE | SaDE | SOUPDE | EPSDE | ESADE | MPEDE | SAMDE | SFSADE | |
---|---|---|---|---|---|---|---|---|
F1 | 8.00E-10 (3.67E-10) – | 3.45E-18 (1.73E-18) – | 2.44E-06 (5.66E-06) – | 1.86E-17 (9.26E-18) – | 8.96E-15 (3.59E-15) – | 1.24E + 00 (2.71E-02) – | 1.56E-22 (7.31E-23) – | 7.81E-73 (2.97E-72) |
F2 | 4.86E-04 (2.54E-04) + | 3.77E-03 (2.05E-03) + | 3.39E + 00 (2.16E + 00) – | 1.23E-03 (6.65E-04) + | 2.94E-02 (2.57E-02) + | 3.95E + 01 (1.14E + 00) – | 3.37E-09 (1.82E-09) + | 5.75E-01 (8.51E-02) |
F3 | 7.00E + 01 (3.65E + 01) + | 8.64E + 05 (5.29E + 05) – | 3.51E + 06 (2.49E + 06) – | 6.84E + 04 (3.24E + 04) + | 2.74E + 03 (5.94E + 01) + | 2.38E + 05 (1.03E + 04) – | 6.23E + 02 (1.33E + 02) + | 1.83E + 05 (5.22E + 04) |
F4 | 7.97E-03 (4.15E-03) + | 6.97E-02 (3.74E-02) + | 1.24E + 01 (8.69E + 00) – | 1.20E-02 (6.05E-03) + | 5.82E-02 (4.74E-02) + | 9.77E + 01 (1.94E + 00) – | 7.77E-08 (3.71E-08) + | 1.67E + 00 (3.49E + 00) |
F5 | 8.28E-01 (1.75E-01) + | 3.48E-02 (6.54E-03) + | 1.21E + 02 (3.79E + 01) + | 3.06E-03 (7.80E-04) + | 8.71E-04 (1.86E-04) + | 1.95E + 02 (2.28E + 00) + | 1.46E-04 (2.43E-05) + | 8.76E + 02 (9.26E + 02) |
F6 | 2.06E + 01 (6.38E + 01) – | 4.86E + 00 (1.74E-01) + | 1.73E + 02 (1.22E + 02) – | 2.15E + 00 (2.31E-01) + | 7.82E + 00 (1.57E + 01) + | 2.83E + 03 (9.62E + 01) – | 1.21E + 00 (6.58E-02) + | 1.07E + 01 (3.78E + 00) |
F7 | 8.86E-01 (1.07E-01) – | 7.53E-01 (1.49E-01) – | 9.75E-01 (1.03E-01) – | 7.98E-01 (1.28E-01) – | 1.92E-01 (5.92E-03) – | 1.33E + 00 (7.26E-03) – | 6.30E-01 (1.29E-01) – | 1.51E-01 (2.87E-02) |
F8 | 2.11E + 01 (1.61E-01) – | 2.08E + 01 (1.25E-01) – | 2.09E + 01 (1.32E-01) – | 2.08E + 01 (1.31E-01) – | 2.16E + 01 (2.09E-01) – | 2.10E + 01 (6.23E-03) – | 2.08E + 01 (1.31E-01) – | 2.02E + 01 (5.76E-02) |
F9 | 6.67E + 00 (2.05E + 00) – | 9.44E + 00 (2.71E + 00) – | 4.58E + 00 (2.66E + 00) – | 9.98E + 00 (3.10E + 00) – | 6.12E + 01 (1.44E + 01) – | 4.46E + 01 (6.16E-01) – | 2.32E + 01 (6.71E + 00) – | 1.31E-13 (1.75E-13) |
F10 | 7.11E + 01 (1.17E + 01) – | 4.85E + 01 (9.24E + 00) – | 5.67E + 01 (1.13E + 01) – | 5.05E + 01 (9.62E + 00) – | 1.11E + 02 (2.11E + 01) – | 7.13E + 01 (4.75E-01) – | 5.15E + 01 (8.19E + 00) – | 1.30E + 01 (3.69E + 00) |
F11 | 1.40E + 01 (1.26E + 00) – | 1.12E + 01 (1.22E + 00) – | 1.12E + 01 (1.26E + 00) – | 1.12E + 01 (1.20E + 00) – | 6.63E-01 (1.17E-01) + | 1.35E + 01 (6.86E-02) – | 1.14E + 01 (1.29E + 00) – | 4.00E + 00 (6.02E-01) |
F12 | 2.09E + 03 (2.80E + 03) – | 5.97E + 02 (5.25E + 02) – | 3.04E + 03 (1.51E + 03) – | 3.25E + 02 (1.18E + 02) – | 3.54E + 02 (1.26E + 03) – | 9.37E + 03 (2.25E + 02) – | 1.69E + 02 (1.20E-03) – | 3.03E-02 (1.92E-02) |
F13 | 3.77E + 00 (8.69E-01) – | 3.09E + 00 (6.98E-01) – | 2.53E + 00 (7.38E-01) – | 2.86E + 00 (7.41E-01) – | 1.14E + 01 (4.37E + 00) – | 5.38E + 00 (5.53E-02) – | 4.11E + 00 (8.03E-01) – | 1.39E-01 (2.53E-03) |
F14 | 4.58E + 00 (1.63E-01) – | 4.22E + 00 (1.84E-01) – | 4.29E + 00 (1.99E-01) – | 4.22E + 00 (1.98E-01) – | 4.92E + 00 (1.31E-01) – | 4.50E + 00 (8.62E-03) – | 4.18E + 00 (1.86E-01) – | 2.84E + 00 (3.92E-02) |
F15 | 3.94E + 02 (1.48E + 02) – | 2.20E + 02 (8.52E + 01) – | 2.97E + 02 (1.33E + 02) – | 2.20E + 02 (5.93E + 01 – | 3.18E + 02 (2.81E + 01) – | 5.86E + 02 (2.50E + 00) – | 2.95E + 02 (2.63E + 01) – | 4.64E + 00 (4.87E + 00) |
F16 | 2.60E + 02 (3.94E + 01) – | 2.09E + 02 (2.79E + 01) – | 2.34E + 02 (3.15E + 01) – | 2.09E + 02 (2.27E + 01) – | 3.03E + 02 (4.42E + 01) – | 2.60E + 02 (1.64E + 00) – | 2.04E + 02 (2.24E + 01) – | 9.27E + 01 (2.76E + 01) |
F17 | 2.99E + 02 (4.19E + 01) – | 2.33E + 02 (2.93E + 01) – | 3.01E + 02 (6.34E + 01) – | 2.39E + 02 (2.60E + 01) – | 3.68E + 02 (5.94E + 01) – | 2.96E + 02 (1.72E + 00) – | 2.32E + 02 (2.42E + 01) – | 1.59E + 02 (8.22E + 01) |
F18 | 7.75E + 02 (5.78E + 01) – | 7.96E + 02 (2.23E + 01) – | 6.59E + 02 (4.36E + 01) – | 6.35E + 02 (2.93E + 00) – | 8.32E + 02 (1.19E-01) – | 8.20E + 02 (1.81E + 00) – | 6.85E + 02 (6.83E-04) – | 3.15E + 02 (1.28E + 02) |
F19 | 7.53E + 02 (5.50E + 01) – | 7.15E + 02 (2.12E + 01) – | 6.67E + 02 (5.73E + 01) – | 7.78E + 02 (5.79E + 00) – | 8.07E + 02 (1.04E-01) – | 8.14E + 02 (1.56E + 00) – | 6.65E + 02 (4.81E-04) – | 3.94E + 02 (7.07E + 01) |
F20 | 7.84E + 02 (2.65E + 01) – | 6.51E + 02 (2.66E + 01) – | 6.70E + 02 (4.15E + 01) – | 6.96E + 02 (2.03E + 00) – | 8.23E + 02 (1.24E-01) – | 8.29E + 02 (3.11E + 00) – | 7.47E + 02 (2.90E-03) – | 3.82E + 02 (3.58E + 01) |
F21 | 5.01E + 02 (1.25E + 02) – | 7.22E + 02 (2.51E + 01) – | 5.76E + 02 (5.81E + 00) – | 4.85E + 02 (7.63E-08) – | 6.90E + 02 (1.58E-03) – | 8.17E + 02 (1.27E + 00) – | 4.83E + 02 (1.37E-06) – | 4.09E + 02 (1.10E + 02) |
F22 | 8.03E + 02 (1.07E + 01) – | 7.91E + 02 (6.54E + 00) – | 7.93E + 02 (1.94E + 01) – | 7.73E + 02 (5.82E + 00) – | 8.05E + 02 (1.20E + 01) – | 8.12E + 02 (4.31E-01) – | 7.70E + 02 (5.39E + 00) – | 4.52E + 02 (7.13E + 01) |
F23 | 8.06E + 02 (7.85E + 01) – | 7.73E + 02 (2.93E + 01) – | 6.52E + 02 (1.42E + 01) – | 7.54E + 02 (4.19E + 00) – | 9.58E + 02 (3.45E + 01) – | 8.43E + 02 (2.21E + 00) – | 7.18E + 02 (6.65E-08) – | 5.02E + 02 (2.64E + 01) |
F24 | 2.15E + 02 (2.81E + 01) – | 2.13E + 02 (2.63E + 00) – | 2.01E + 02 (2.74E + 00) – | 2.36E + 02 (3.65E-10) – | 2.48E + 02 (1.27E-09) – | 2.05E + 02 (1.11E-01) – | 2.12E + 02 (2.94E-16) – | 2.00E + 02 (5.99E-02) |
F25 | 4.25E + 02 (1.17E + 01) – | 3.99E + 02 (5.01E + 00) – | 4.45E + 02 (1.74E + 01) – | 4.17E + 02 (4.60E + 00) – | 4.40E + 02 (3.17E + 01) – | 4.11E + 02 (4.44E-01) – | 3.94E + 02 (4.57E + 00) – | 2.61E + 02 (1.21E + 02) |
+ ≈ - | 4 0 21 | 4 0 21 | 1 0 24 | 5 0 20 | 6 0 19 | 1 0 24 | 5 0 20 |
JADE | SaDE | SOUPDE | EPSDE | ESADE | MPEDE | SAMDE | SFSADE | |
---|---|---|---|---|---|---|---|---|
F1 | 1.16E-23 (3.20E-24) – | 1.57E-26 (4.24E-27) – | 9.27E-06 (1.95E-05) – | 4.92E-23 (1.36E-23) – | 5.78E + 00 (1.54E + 00) – | 4.27E-05 (7.22E-07) – | 5.97E-24 (8.68E-25) – | 1.31E-92 (2.41E-92) |
F2 | 9.40E-03 (7.21E-04) + | 2.02E + 02 (1.96E + 01) + | 6.28E + 02 (2.46E + 02) + | 1.36E + 02 (2.21E + 01) + | 5.77E + 00 (1.52E + 00) + | 1.51E + 01 (1.30E-01) + | 6.71E-01 (6.66E-02) + | 1.90E + 03 (5.41E + 02) |
F3 | 3.06E + 05 (4.95E + 03) – | 9.77E + 06 (1.91E + 06) – | 1.45E + 08 v6.06E + 07) – | 6.50E + 06 (1.20E + 06) – | 8.76E + 05 (7.86E + 03) + | 1.04E + 05 (4.54E + 02) + | 1.93E + 06 (1.30E + 05) + | 2.65E + 06 (4.04E + 05) |
F4 | 1.94E-01 (1.86E-00) + | 3.32E + 03 (4.23E + 02) – | 8.91E + 03 (4.09E + 03) – | 1.44E + 03 (2.54E + 02) + | 9.05E + 02 (3.52E + 01) + | 2.41E + 02 (2.32E + 00) + | 1.54E + 02 (1.53E + 01) + | 2.73E + 03 (4.11E + 02) |
F5 | 1.61E + 03 (1.18E + 01) + | 2.71E + 03 (4.16E + 01) + | 8.26E + 03 (1.59E + 03) + | 1.88E + 03 (6.84E + 01) + | 2.65E + 03 (8.68E + 00) + | 1.58E + 03 (3.54E + 00) + | 1.52E + 03 (6.87E + 00) + | 9.84E + 03 (1.21E + 03) |
F6 | 1.16E + 02 (2.11E + 02) – | 7.72E + 01 (5.18E-01) + | 3.50E + 02 (7.02E + 02) – | 3.23E + 01 (1.94E-01) + | 6.76E + 01 (3.54E + 00) + | 1.37E + 02 (7.08E-01) – | 3.75E + 01 (2.27E-02) + | 8.87E + 01 (1.32E + 01) |
F7 | 1.28E-02 (4.14E-06) – | 2.49E-02 (3.02E-04) – | 1.28E + 00 (1.13E-01) – | 1.39E-02 (2.65E-07) – | 5.16E + 00 (1.19E + 00) – | 5.04E-01 (3.95E-03) – | 1.73E-02 (6.09E-06) – | 1.16E-02 (1.00E-02) |
F8 | 2.14E + 01 (7.97E-02) – | 2.12E + 01 (6.41E-02) – | 2.12E + 01 (6.26E-02) – | 2.12E + 01 (6.25E-02) – | 2.16E + 01 (1.20E-01) – | 2.13E + 01 (4.26E-03) – | 2.12E + 01 (6.54E-02) – | 2.08E + 01 (4.47E-02) |
F9 | 2.88E + 01 (4.65E + 00) – | 3.47E + 01 (5.16E + 00) – | 2.35E + 01 (5.59E + 00) – | 1.01E + 02 (1.38E + 01) – | 8.82E + 01 (1.39E + 01) – | 1.09E + 02 (1.12E + 00) – | 2.91E + 01 (8.09E-01) – | 1.76E-10 (3.52E-10) |
F10 | 2.94E + 02 (2.40E + 01) – | 2.20E + 02 (1.90E + 01) – | 2.64E + 02 (3.43E + 01) – | 2.34E + 02 (1.90E + 01) – | 2.14E + 02 (2.51E + 01) – | 2.10E + 02 (8.81E-01) – | 2.25E + 02 (1.64E + 01) – | 2.01E + 02 (1.12E + 01) |
F11 | 5.02E + 01 (2.13E + 00) – | 4.35E + 01 (2.04E + 00) – | 4.04E + 01 (2.67E + 00) – | 4.26E + 01 (2.20E + 00) – | 5.17E + 01 (3.67E + 00) – | 4.44E + 01 (1.21E-01) – | 4.52E + 01 (1.79E + 00) – | 2.46E + 01 (1.60E + 00) |
F12 | 6.53E + 04 (3.34E + 04) – | 1.53E + 04 (1.13E + 04) – | 2.18E + 05 (6.12E + 04) – | 6.57E + 04 (1.55E + 04) – | 1.46E + 04 (5.95E + 03) – | 9.96E + 03 (3.44E + 01) – | 6.17E + 03 (2.50E + 00) – | 2.54E + 00 (6.65E-01) |
F13 | 1.54E + 01 (1.86E + 00) – | 1.50E + 01 (1.46E + 00) – | 8.02E + 00 (1.25E + 00) – | 1.40E + 01 (1.76E + 01) – | 2.66E + 01 (3.64E + 00) – | 1.28E + 01 (1.34E-01) – | 1.78E + 01 (1.62E + 00) – | 8.38E-01 (6.66E-02) |
F14 | 1.45E + 01 (1.70E-01) – | 1.40E + 01 (1.86E-01) – | 1.40E + 01 (2.04E-01) – | 1.40E + 01 (1.86E-01) – | 1.49E + 01 (1.48E-01) – | 1.43E + 01 (1.12E-02) – | 1.40E + 01 (1.76E-01) – | 1.22E + 01 (3.59E-01) |
F15 | 3.50E + 02 (1.21E + 01) – | 3.59E + 02 (2.08E + 01) – | 4.17E + 02 (3.46E + 01) – | 3.88E + 02 (3.23E-08) – | 3.83E + 02 (1.83E + 00) – | 3.97E + 02 (5.47E-03) – | 3.49E + 02 (5.36E-13) – | 1.00E + 00 (1.74E-01) |
F16 | 3.48E + 02 (3.56E + 01) – | 2.86E + 02 (2.92E + 01) – | 3.59E + 02 (6.89E + 01) – | 2.94E + 02 (1.89E + 01) – | 2.82E + 02 (2.23E + 01) – | 2.50E + 02 (1.63E + 00) – | 2.84E + 02 (1.45E + 01) – | 1.63E + 02 (2.02E + 01) |
F17 | 4.00E + 02 (3.84E + 01) – | 3.02E + 02 (3.98E + 01) – | 4.26E + 02 (7.31E + 01) – | 3.38E + 02 (1.88E + 01) – | 3.37E + 02 (2.32E + 01) – | 2.87E + 02 (1.15E + 00) – | 3.00E + 02 (1.70E + 01) – | 1.86E + 02 (2.91E + 01) |
F18 | 9.04E + 02 (4.41E-01) – | 9.04E + 02 (5.30E-01) – | 9.18E + 02 (2.34E + 00) – | 9.04E + 02 (2.76E-01) – | 9.03E + 02 (1.61E + 00) – | 9.07E + 02 (1.32E-02) – | 9.03E + 02 (7.53E-04) – | 6.54E + 02 (2.18E + 02) |
F19 | 9.01E + 02 (4.14E-01) – | 9.03E + 02 (2.45E + 00) – | 9.09E + 02 (2.96E-01) – | 9.19E + 02 (2.30E + 00) – | 9.12E + 02 (1.74E + 00) – | 9.07E + 02 (1.17E-02) – | 8.99E + 02 (6.79E-04) – | 6.80E + 02 (2.44E + 02) |
F20 | 9.08E + 02 (6.58E-01) – | 9.07E + 02 (5.35E-01) – | 9.18E + 02 (2.28E + 00) – | 9.10E + 02 (3.34E-01) – | 8.90E + 02 (1.58E + 00) – | 9.07E + 02 (1.17E-02) – | 8.99E + 02 (6.87E-04) – | 7.82E + 02 (1.77E + 02) |
F21 | 5.00E + 02 (6.08E-13) – | 5.00E + 02 (3.07E-13) – | 5.00E + 02 (1.41E-05) – | 5.16E + 02 (2.67E-13) – | 5.30E + 02 (1.51E + 00) – | 5.00E + 02 (2.81E-07) – | 5.24E + 02 (5.22E-13) – | 4.80E + 02 (3.42E + 00) |
F22 | 9.47E + 02 (8.35E + 00) – | 9.49E + 02 (7.99E + 00) – | 1.11E + 03 (5.68E + 01) – | 9.43E + 02 (8.08E + 00) – | 9.14E + 02 (7.56E + 00) – | 9.19E + 02 (3.37E-01) – | 9.29E + 02 (5.49E + 00) – | 5.01E + 02 (4.27E + 00) |
F23 | 5.50E + 02 (1.20E-03) – | 5.50E + 02 (1.89E + 00) – | 5.34E + 02 (2.15E-03) – | 5.66E + 02 (1.28E-04) – | 5.34E + 02 (1.02E + 00) – | 5.38E + 02 (3.14E-05) – | 5.37E + 02 (7.08E-13) – | 5.17E + 02 (1.13E + 00) |
F24 | 2.00E + 02 (7.61E-13) ≈ | 2.00E + 02 (1.34E-13) ≈ | 2.00E + 02 (1.22E-04) ≈ | 2.00E + 02 (8.61E-13) ≈ | 2.05E + 02 (1.40E + 00) − | 2.00E + 02 (7.27E-07) ≈ | 2.00E + 02 (2.21E-13) ≈ | 2.00E + 02 (6.07E-02) |
F25 | 2.18E + 02 (3.95E-01) – | 2.16E + 02 (3.93E-01) ≈ | 2.36E + 02 (4.81E + 00) – | 2.13E + 02 (2.43E-01) + | 2.13E + 02 (1.44E + 00) + | 2.13E + 02 (6.04E-03) + | 2.12E + 02 (1.40E-01) + | 2.16E + 02 (3.26E-01) |
+ ≈ − | 3 1 21 | 3 2 20 | 2 1 22 | 5 1 19 | 6 0 19 | 5 1 19 | 6 1 18 |
JADE | SaDE | SOUPDE | EPSDE | ESADE | MPEDE | SAMDE | SFSADE | |
---|---|---|---|---|---|---|---|---|
F1 | 9.79E-28 (1.78E-28) – | 3.35E-28 (7.07E-29) – | 8.06E-06 (1.52E-05) – | 5.89E-26 (1.09E-26) – | 8.30E-02 (1.86E-02) – | 5.27E-08 (5.79E-10) – | 2.60E-18 (1.47E-19) – | 4.24E-126 (7.76E-126) |
F2 | 1.89E + 00 (7.39E-02) + | 2.34E + 03 (8.22E + 01) + | 3.83E + 03 (1.24E + 03) + | 2.47E + 03 (2.03E + 02) + | 1.88E + 02 (2.98E + 00) + | 5.09E + 01 (1.63E-01) + | 1.26E + 02 (4.61E + 00) + | 7.31E + 03 (3.03E + 02) |
F3 | 8.28E + 05 (5.39E + 03) + | 4.74E + 06 (4.40E + 04) + | 3.20E + 08 (1.04E + 08) – | 1.12E + 07 (8.54E + 05) – | 2.57E + 06 (7.23E + 03) + | 9.69E + 05 (6.64E + 02) + | 2.80E + 06 (5.25E + 04) + | 7.13E + 06 (1.04E + 06) |
F4 | 6.95E + 03 (2.75E + 02) + | 2.14E + 04 (1.73E + 03) – | 9.34E + 04 (3.49E + 04) – | 1.87E + 04 (2.32E + 03) – | 1.38E + 04 (3.14E + 02) – | 5.89E + 03 (1.73E + 01) + | 6.55E + 03 (4.20E + 02) + | 9.35E + 03 (1.25E + 01) |
F5 | 4.61E + 03 (6.57E + 00) + | 6.08E + 03 (2.81E + 01) + | 2.33E + 04 (3.77E + 03) – | 4.45E + 03 (4.76E + 01) + | 6.90E + 03 (1.48E + 00) + | 3.43E + 03 (1.44E + 00) + | 4.35E + 03 (6.45E + 00) + | 1.86E + 04 (2.07E + 03) |
F6 | 8.45E + 01 (4.13E-01) + | 1.15E + 02 (1.13E-01) + | 3.80E + 02 (7.28E + 02) – | 6.54E + 01 (9.62E-02) + | 1.27E + 02 (3.14E + 00) + | 1.07E + 02 (1.40E-01) + | 1.60E + 02 (1.20E-01) + | 1.99E + 02 (1.17E + 01) |
F7 | 6.06E-03 (5.83E-05) + | 2.99E-02 (4.42E-04) + | 1.05E + 00 (1.87E-02) – | 7.00E-03 (1.12E-05) + | 1.09E + 00 (2.13E-02) – | 5.63E-02 (2.72E-04) – | 2.50E-02 (2.38E-04) + | 5.57E-02 (3.63E-02) |
F8 | 2.15E + 01 (5.83E-02) – | 2.13E + 01 (4.45E-02) – | 2.13E + 01 (4.70E-02) – | 2.13E + 01 (4.38E-02) – | 2.15E + 01 (8.91E-02) – | 2.14E + 01 (1.85E-03) – | 2.13E + 01 (4.56E-02) – | 2.09E + 01 (4.86E-02) |
F9 | 1.03E + 02 (1.11E + 01) – | 5.90E + 01 (4.14E + 00) – | 4.36E + 01 (7.42E + 00) – | 2.24E + 02 (2.07E + 01) – | 2.08E + 01 (3.60E + 00) – | 1.68E + 02 (1.28E + 00) – | 5.14E + 01 (1.80E-08) – | 1.93E-12 (3.68E-12) |
F10 | 5.02E + 02 (3.33E + 01) – | 4.08E + 02 (2.72E + 01) – | 5.12E + 02 (6.17E + 01) – | 4.35E + 02 (2.63E + 01) – | 2.54E + 02 (3.29E + 01) – | 3.09E + 02 (2.09E + 00) – | 4.14E + 02 (2.54E + 01) – | 2.70E + 02 (4.61E + 01) |
F11 | 8.71E + 01 (2.77E + 00) – | 7.74E + 01 (2.69E + 00) – | 7.17E + 01 (3.85E + 00) – | 7.69E + 01 (2.77E + 00) – | 7.29E + 01 (3.96E + 00) – | 7.63E + 01 (1.60E-01 – | 8.02E + 01 (2.34E + 00) – | 5.27E + 01 (3.14E-01) |
F12 | 2.36E + 04 (9.63E + 02) – | 3.53E + 04 (3.58E + 01) – | 6.44E + 05 (1.44E + 05) – | 2.32E + 04 (5.43E + 01) – | 4.50E + 04 (3.97E + 01) – | 3.69E + 04 (1.89E + 01) – | 3.48E + 04 (7.99E + 00) – | 1.09E + 01 (3.76E + 00) |
F13 | 2.65E + 01 (2.52E + 00) – | 2.90E + 01 (2.11E + 00) – | 1.34E + 01 (1.65E + 00) – | 2.76E + 01 (2.39E + 00) – | 1.26E + 01 (1.59E + 00) – | 2.01E + 01 (1.22E-01) – | 2.00E + 01 (1.45E + 00) – | 1.44E + 00 (6.03E-02) |
F14 | 2.44E + 01 (1.91E-01) – | 2.38E + 01 (2.02E-01) – | 2.38E + 01 (2.47E-01) – | 2.38E + 01 (2.09E-01) – | 2.41E + 01 (2.26E-01) – | 2.40E + 01 (8.48E-03) – | 2.38E + 01 (1.83E-01) – | 2.19E + 01 (2.39E-01) |
F15 | 3.29E + 02 (2.62E + 00) – | 3.73E + 02 (1.38E + 01) – | 3.55E + 02 (6.83E + 01) – | 3.42E + 02 (2.45E-13) – | 3.42E + 02 (9.09E-02) – | 3.52E + 02 (1.52E-04) – | 3.21E + 02 (1.14E-11) – | 1.84E + 00 (6.14E-01) |
F16 | 3.62E + 02 (2.19E + 01) – | 2.31E + 02 (2.35E + 01) – | 4.45E + 02 (4.95E + 01) – | 3.36E + 02 (1.50E + 01) – | 2.76E + 02 (1.49E + 01) – | 2.16E + 02 (7.57E-01) – | 2.89E + 02 (1.59E + 01) – | 1.96E + 02 (3.17E + 00) |
F17 | 4.21E + 02 (2.83E + 01) – | 3.43E + 02 (1.97E + 01) – | 5.71E + 02 (8.49E + 01) – | 3.70E + 02 (1.54E + 01) – | 3.62E + 02 (2.19E + 01) – | 2.93E + 02 (1.02E + 00) – | 3.67E + 02 (1.12E + 01) – | 2.72E + 02 (1.92E + 00) |
F18 | 9.32E + 02 (2.24E + 00) – | 9.42E + 02 (1.37E + 00) – | 9.76E + 02 (1.67E + 01) – | 9.35E + 02 (8.39E-01) – | 7.87E + 02 (2.15E-01) – | 9.18E + 02 (5.90E-03) – | 9.30E + 02 (3.12E-05) – | 7.70E + 02 (4.62E-01) |
F19 | 9.36E + 02 (1.51E + 00) – | 9.45E + 02 (2.22E + 00) – | 9.62E + 02 (6.94E + 00) – | 9.29E + 02 (3.21E-01) – | 7.44E + 02 (2.24E-01) – | 9.30E + 02 (4.11E-03) – | 9.27E + 02 (8.08E-05) – | 7.36E + 02 (2.12E-01) |
F20 | 9.28E + 02 (1.12E + 00) – | 9.43E + 02 (1.10E + 00) – | 9.77E + 02 (1.72E + 01) – | 9.26E + 02 (5.52E-01) – | 8.09E + 02 (2.51E-01) – | 9.17E + 02 (7.15E-03) – | 9.32E + 02 (1.89E-05) – | 8.09E + 02 (3.64E-01) |
F21 | 5.40E + 02 (1.47E-12) – | 5.00E + 02 (4.93E-13) – | 5.00E + 02 (5.35E-06) – | 5.00E + 02 (4.03E-13) – | 5.40E + 02 (1.89E-02) – | 5.61E + 02 (8.27E-04) – | 5.39E + 02 (1.07E-10) – | 4.99E + 02 (3.72E-02) |
F22 | 1.00E + 03 (7.80E + 00) – | 9.88E + 02 (5.50E + 00) – | 1.09E + 03 (3.00E + 01) – | 9.76E + 02 (6.04E + 00) – | 9.49E + 02 (6.64E + 00) – | 9.34E + 02 (1.65E-01) – | 9.64E + 02 (4.29E + 00) – | 7.11E + 02 (2.57E + 00) |
F23 | 5.95E + 02 (2.28E-01) – | 5.67E + 02 (4.23E-02) – | 5.39E + 02 (1.75E-02) – | 5.42E + 02 (6.14E-08) – | 5.67E + 02 (1.21E-02) – | 5.58E + 02 (1.61E-04) – | 5.83E + 02 (2.02E-09) – | 5.35E + 02 (2.13E + 00) |
F24 | 8.80E + 02 (8.63E + 00) – | 2.00E + 02 (2.62E-11) ≈ | 2.00E + 02 (9.40E-03) ≈ | 2.00E + 02 (1.05E-13) ≈ | 2.00E + 02 (2.03E-02) ≈ | 2.00E + 02 (2.64E-09) ≈ | 2.00E + 02 (2.86E-13) ≈ | 2.00E + 02 (6.01E-03) |
F25 | 4.92E + 02 (3.82E + 00) – | 2.43E + 02 (9.72E-01) – | 3.31E + 02 (1.33E + 01) – | 2.24E + 02 (2.46E-01) – | 2.23E + 02 (1.35E-01) – | 2.28E + 02 (6.83E-03) – | 2.22E + 02 (1.46E-01) – | 2.07E + 02 (7.14E-02) |
+ ≈ − | 6 0 19 | 5 1 19 | 1 1 23 | 4 1 20 | 4 1 20 | 5 1 19 | 6 1 18 |
5.3 Statistical test
Dimension | Comparison | \({R}^{+}\) | \({R}^{-}\) | p-value |
---|---|---|---|---|
10 | SAMDE versus JADE | 270.0 | 55.0 | 0.003821 |
SAMDE versus SaDE | 285.0 | 40.0 | 0.000980 | |
SAMDE versus SOUPDE | 302.0 | 23.0 | 0.000174 | |
SAMDE versus EPSDE | 259.0 | 66.0 | 0.009417 | |
SAMDE versus ESADE | 253.0 | 72.0 | 0.014889 | |
SAMDE versus MPEDE | 303.0 | 22.0 | 0.000157 | |
SAMDE versus SAMDE | 258.0 | 67.0 | 0.010181 | |
30 | SAMDE versus JADE | 235.5 | 91.5 | 0.071861 |
SAMDE versus SaDE | 271.5 | 53.5 | 0.005139 | |
SAMDE versus SOUPDE | 281.5 | 43.5 | 0.001843 | |
SAMDE versus EPSDE | 240.5 | 84.5 | 0.042502 | |
SAMDE versus ESADE | 222.0 | 103.0 | 0.109385 | |
SAMDE versus MPEDE | 227.5 | 97.5 | 0.097490 | |
SAMDE versus SAMDE | 213.5 | 111.5 | 0.198543 | |
50 | SAMDE versus JADE | 222.0 | 103.0 | 0.109386 |
SAMDE versus SaDE | 238.5 | 86.5 | 0.048675 | |
SAMDE versus SOUPDE | 303.5 | 21.5 | 0.000203 | |
SAMDE versus EPSDE | 264.5 | 60.5 | 0.007235 | |
SAMDE versus ESADE | 224.5 | 100.5 | 0.124528 | |
SAMDE versus MPEDE | 219.5 | 105.5 | 0.153106 | |
SAMDE versus SAMDE | 221.5 | 103.5 | 0.129953 |
Dimension | Algorithm | Friedman rank | General rank |
---|---|---|---|
10 | JADE | 5.34 | 6 |
SaDE | 3.98 | 4 | |
SOUPDE | 5.08 | 5 | |
EPSDE | 3.70 | 3 | |
ESADE | 6.00 | 7 | |
MPEDE | 6.94 | 8 | |
SAMDE | 2.92 | 2 | |
SFSADE | 2.04 | 1 | |
30 | JADE | 4.84 | 5 |
SaDE | 4.60 | 4 | |
SOUPDE | 5.84 | 8 | |
EPSDE | 5.04 | 6 | |
ESADE | 5.12 | 7 | |
MPEDE | 4.48 | 3 | |
SAMDE | 3.62 | 2 | |
SFSADE | 2.46 | 1 | |
50 | JADE | 5.24 | 7 |
SaDE | 5.06 | 6 | |
SOUPDE | 6.20 | 8 | |
EPSDE | 4.54 | 5 | |
ESADE | 4.30 | 4 | |
MPEDE | 4.08 | 2 | |
SAMDE | 4.12 | 3 | |
SFSADE | 2.46 | 1 |