| ,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance | |
| Area,0.1715221,0.10408672,0.10156263,0.18313882,0.22132222,0.08232326 | |
| Sensing Range,0.114302844,0.06925734,0.093091466,0.07866086,0.10754956,0.043579686 | |
| Transmission Range,0.099255286,0.06041201,0.0801061,0.07916748,0.093132,0.042482346 | |
| Number of Sensor nodes,0.028539268,0.045660026,0.03173053,0.040164415,0.03502761,0.020968499 | |
| cpu_training_time,0.016172297,0.021390656,0.031960726,0.024746358,0.0150270555,0.019448934 | |
| cpu_prediction_time,0.023208292,0.028496543,0.02289141,0.03240624,0.018392643,0.023706788 | |
| memory_usage,0.026499009,0.026430707,0.07675878,0.0589806,0.033038754,0.026961345 | |
| max_depth,0.010898955,0.015516883,0.018184338,0.01930073,0.0132282805,0.019080505 | |
| learning_rate,0.12317936,0.13405535,0.20486656,0.16894418,0.079455175,0.093240194 | |
| n_estimators,0.09738185,0.20577978,0.16259272,0.1280195,0.06112539,0.12141423 | |
| model_CatBoostRegressor,0.03428557,0.03628739,0.025071373,0.022518842,0.07193475,0.16266465 | |
| model_DecisionTreeRegressor,0.0,0.0,0.0,0.0,0.0,0.0 | |
| model_LGBMRegressor,0.15680173,0.1454088,0.09943437,0.111518025,0.16216685,0.13701491 | |
| model_RandomForestRegressor,0.06933787,0.058714047,0.02532027,0.025593277,0.04789808,0.071214736 | |
| model_XGBRegressor,0.028615542,0.04850365,0.026428765,0.02684067,0.04070152,0.13589996 | |