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Table 3

Performance results of the model trained on four different tests. The Test n°1 uses all the features.

Test n°1 Test n°2 Test n°3 Test n°4
50% (10352851481451)PS=0.84$\left( {\matrix{ {1035} & {285} \cr {148} & {1451} \cr } } \right){\rm{PS}} = 0.84$ (10273311311430)PS=0.81$\left( {\matrix{ {1027} & {331} \cr {131} & {1430} \cr } } \right){\rm{PS}} = 0.81$ (9903081721449)PS=0.83$\left( {\matrix{ {990} & {308} \cr {172} & {1449} \cr } } \right){\rm{PS}} = 0.83$ (10612871441427)PS=0.83$\left( {\matrix{ {1061} & {287} \cr {144} & {1427} \cr } } \right){\rm{PS}} = 0.83$
70% (10952252081391)PS=0.86$\left( {\matrix{ {1095} & {225} \cr {208} & {1391} \cr } } \right){\rm{PS}} = 0.86$ (11002582151346)PS=0.84$\left( {\matrix{ {1100} & {258} \cr {215} & {1346} \cr } } \right){\rm{PS}} = 0.84$ (10632852261395)PS=0.86$\left( {\matrix{ {1063} & {285} \cr {226} & {1395} \cr } } \right){\rm{PS}} = 0.86$ (11062421941377)PS=0.85$\left( {\matrix{ {1106} & {242} \cr {194} & {1377} \cr } } \right){\rm{PS}} = 0.85$
80% (130911859740)PS=0.99$\left( {\matrix{ {1309} & {11} \cr {859} & {740} \cr } } \right){\rm{PS}} = 0.99$ (133721811750)PS=0.97$\left( {\matrix{ {1337} & {21} \cr {811} & {750} \cr } } \right){\rm{PS}} = 0.97$ (128117860760)PS=0.98$\left( {\matrix{ {1281} & {17} \cr {860} & {760} \cr } } \right){\rm{PS}} = 0.98$ (132820788783)PS=0.98$\left( {\matrix{ {1328} & {20} \cr {788} & {783} \cr } } \right){\rm{PS}} = 0.98$
90% (131641423176)PS=0.98$\left( {\matrix{ {1316} & 4 \cr {1423} & {176} \cr } } \right){\rm{PS}} = 0.98$ (134513973588)PS=0.98$\left( {\matrix{ {1345} & {13} \cr {973} & {588} \cr } } \right){\rm{PS}} = 0.98$ (12908942679)PS=0.99$\left( {\matrix{ {1290} & 8 \cr {942} & {679} \cr } } \right){\rm{PS}} = 0.99$ (13435861710)PS=0.99$\left( {\matrix{ {1343} & 5 \cr {861} & {710} \cr } } \right){\rm{PS}} = 0.99$

Notes. Test n°2 uses the number of detectable planets, number of giant planets, mass of the innermost detectable planet and central star’s mass. Test n°3 uses the radius, mass and period of the innermost detectable planet, the architecture of the system and the mass of the central star. Test n°4 corresponds to the most important features: the mass and period of the innermost detectable planet, the architecture of the system and the mass of the central star. The different percentages correspond to different voting rate thresholds of the Random Forest.

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