| ,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance | |
| Area,0.1738774,0.10654896,0.10279499,0.19327308,0.24499302,0.07981578 | |
| Sensing Range,0.10723765,0.07057107,0.08173069,0.0787362,0.11283354,0.041270602 | |
| Transmission Range,0.10407758,0.05993555,0.089766026,0.064355776,0.10514154,0.038911615 | |
| Number of Sensor nodes,0.038193557,0.044795666,0.03286029,0.030116891,0.029927606,0.025006417 | |
| cpu_training_time,0.017469022,0.022095662,0.03067436,0.023661274,0.01511147,0.017528644 | |
| cpu_prediction_time,0.022588465,0.02694084,0.024643304,0.03123585,0.019080142,0.023426665 | |
| memory_usage,0.024615195,0.025922367,0.07293642,0.050473962,0.035216127,0.02683525 | |
| max_depth,0.00977886,0.01627176,0.01696895,0.016545337,0.009835056,0.017666679 | |
| learning_rate,0.12197307,0.13765137,0.18725264,0.17170694,0.073692754,0.09378438 | |
| n_estimators,0.09492946,0.19595863,0.16800839,0.13355273,0.051099624,0.10714027 | |
| model_CatBoostRegressor,0.032700855,0.03982797,0.023426196,0.024865946,0.06808956,0.1610245 | |
| model_DecisionTreeRegressor,0.0,0.0,0.0,0.0,0.0,0.0 | |
| model_LGBMRegressor,0.15229106,0.14201444,0.097429805,0.11140694,0.15513498,0.13105993 | |
| model_RandomForestRegressor,0.0703044,0.060410604,0.052145872,0.047469903,0.039504934,0.107674725 | |
| model_XGBRegressor,0.029963369,0.05105519,0.019362085,0.02259918,0.040339626,0.12885462 | |