id sid tid token lemma pos 3n203x8325t 1 1 in in ADP 3n203x8325t 1 2 many many ADJ 3n203x8325t 1 3 engineering engineering NOUN 3n203x8325t 1 4 applications application NOUN 3n203x8325t 1 5 , , PUNCT 3n203x8325t 1 6 the the DET 3n203x8325t 1 7 predictions prediction NOUN 3n203x8325t 1 8 of of ADP 3n203x8325t 1 9 system system NOUN 3n203x8325t 1 10 responses response NOUN 3n203x8325t 1 11 are be AUX 3n203x8325t 1 12 uncertain uncertain ADJ 3n203x8325t 1 13 due due ADP 3n203x8325t 1 14 to to ADP 3n203x8325t 1 15 our our PRON 3n203x8325t 1 16 incomplete incomplete ADJ 3n203x8325t 1 17 knowledge knowledge NOUN 3n203x8325t 1 18 related relate VERB 3n203x8325t 1 19 to to ADP 3n203x8325t 1 20 the the DET 3n203x8325t 1 21 system system NOUN 3n203x8325t 1 22 and and CCONJ 3n203x8325t 1 23 its its PRON 3n203x8325t 1 24 environment environment NOUN 3n203x8325t 1 25 . . PUNCT 3n203x8325t 2 1 for for ADP 3n203x8325t 2 2 robust robust ADJ 3n203x8325t 2 3 analysis analysis NOUN 3n203x8325t 2 4 and and CCONJ 3n203x8325t 2 5 design design NOUN 3n203x8325t 2 6 , , PUNCT 3n203x8325t 2 7 all all DET 3n203x8325t 2 8 these these DET 3n203x8325t 2 9 uncertainties uncertainty NOUN 3n203x8325t 2 10 must must AUX 3n203x8325t 2 11 be be AUX 3n203x8325t 2 12 explicitly explicitly ADV 3n203x8325t 2 13 accounted account VERB 3n203x8325t 2 14 for for ADP 3n203x8325t 2 15 . . PUNCT 3n203x8325t 3 1 a a DET 3n203x8325t 3 2 probabilistic probabilistic ADJ 3n203x8325t 3 3 approach approach NOUN 3n203x8325t 3 4 provides provide VERB 3n203x8325t 3 5 a a DET 3n203x8325t 3 6 rational rational ADJ 3n203x8325t 3 7 and and CCONJ 3n203x8325t 3 8 consistent consistent ADJ 3n203x8325t 3 9 framework framework NOUN 3n203x8325t 3 10 for for ADP 3n203x8325t 3 11 achieving achieve VERB 3n203x8325t 3 12 this this DET 3n203x8325t 3 13 goal goal NOUN 3n203x8325t 3 14 . . PUNCT 3n203x8325t 4 1 in in ADP 3n203x8325t 4 2 this this DET 3n203x8325t 4 3 setting setting NOUN 3n203x8325t 4 4 , , PUNCT 3n203x8325t 4 5 the the DET 3n203x8325t 4 6 analysis analysis NOUN 3n203x8325t 4 7 and and CCONJ 3n203x8325t 4 8 optimization optimization NOUN 3n203x8325t 4 9 of of ADP 3n203x8325t 4 10 engineering engineering NOUN 3n203x8325t 4 11 systems system NOUN 3n203x8325t 4 12 involves involve VERB 3n203x8325t 4 13 a a DET 3n203x8325t 4 14 high high ADJ 3n203x8325t 4 15 computational computational ADJ 3n203x8325t 4 16 demand demand NOUN 3n203x8325t 4 17 , , PUNCT 3n203x8325t 4 18 considered consider VERB 3n203x8325t 4 19 prohibitive prohibitive ADJ 3n203x8325t 4 20 for for ADP 3n203x8325t 4 21 complex complex ADJ 3n203x8325t 4 22 applications application NOUN 3n203x8325t 4 23 , , PUNCT 3n203x8325t 4 24 despite despite SCONJ 3n203x8325t 4 25 recent recent ADJ 3n203x8325t 4 26 advances advance NOUN 3n203x8325t 4 27 in in ADP 3n203x8325t 4 28 computer computer NOUN 3n203x8325t 4 29 / / SYM 3n203x8325t 4 30 computational computational ADJ 3n203x8325t 4 31 science science NOUN 3n203x8325t 4 32 . . PUNCT 3n203x8325t 5 1 to to PART 3n203x8325t 5 2 alleviate alleviate VERB 3n203x8325t 5 3 these these DET 3n203x8325t 5 4 computational computational ADJ 3n203x8325t 5 5 challenges challenge NOUN 3n203x8325t 5 6 , , PUNCT 3n203x8325t 5 7 this this DET 3n203x8325t 5 8 research research NOUN 3n203x8325t 5 9 investigates investigate VERB 3n203x8325t 5 10 the the DET 3n203x8325t 5 11 development development NOUN 3n203x8325t 5 12 / / SYM 3n203x8325t 5 13 use use NOUN 3n203x8325t 5 14 of of ADP 3n203x8325t 5 15 kernel kernel NOUN 3n203x8325t 5 16 and and CCONJ 3n203x8325t 5 17 metamodel metamodel NOUN 3n203x8325t 5 18 based base VERB 3n203x8325t 5 19 methodologies methodology NOUN 3n203x8325t 5 20 within within ADP 3n203x8325t 5 21 a a DET 3n203x8325t 5 22 stochastic stochastic ADJ 3n203x8325t 5 23 simulation simulation NOUN 3n203x8325t 5 24 framework framework NOUN 3n203x8325t 5 25 to to PART 3n203x8325t 5 26 facilitate facilitate VERB 3n203x8325t 5 27 efficient efficient ADJ 3n203x8325t 5 28 computation computation NOUN 3n203x8325t 5 29 in in ADP 3n203x8325t 5 30 three three NUM 3n203x8325t 5 31 different different ADJ 3n203x8325t 5 32 tasks task NOUN 3n203x8325t 5 33 : : PUNCT 3n203x8325t 5 34 a a X 3n203x8325t 5 35 ) ) PUNCT 3n203x8325t 5 36 probabilistic probabilistic ADJ 3n203x8325t 5 37 sensitivity sensitivity NOUN 3n203x8325t 5 38 analysis analysis NOUN 3n203x8325t 5 39 , , PUNCT 3n203x8325t 5 40 b b NOUN 3n203x8325t 5 41 ) ) PUNCT 3n203x8325t 5 42 optimization optimization NOUN 3n203x8325t 5 43 under under ADP 3n203x8325t 5 44 uncertainty uncertainty NOUN 3n203x8325t 5 45 , , PUNCT 3n203x8325t 5 46 and and CCONJ 3n203x8325t 5 47 c c X 3n203x8325t 5 48 ) ) PUNCT 3n203x8325t 5 49 real real ADJ 3n203x8325t 5 50 - - PUNCT 3n203x8325t 5 51 time time NOUN 3n203x8325t 5 52 risk risk NOUN 3n203x8325t 5 53 assessment assessment NOUN 3n203x8325t 5 54 . . PUNCT 3n203x8325t 6 1 the the DET 3n203x8325t 6 2 implementation implementation NOUN 3n203x8325t 6 3 and and CCONJ 3n203x8325t 6 4 optimization optimization NOUN 3n203x8325t 6 5 of of ADP 3n203x8325t 6 6 metamodels metamodel NOUN 3n203x8325t 6 7 for for ADP 3n203x8325t 6 8 efficient efficient ADJ 3n203x8325t 6 9 probabilistic probabilistic ADJ 3n203x8325t 6 10 performance performance NOUN 3n203x8325t 6 11 assessment assessment NOUN 3n203x8325t 6 12 is be AUX 3n203x8325t 6 13 studied study VERB 3n203x8325t 6 14 , , PUNCT 3n203x8325t 6 15 focusing focus VERB 3n203x8325t 6 16 on on ADP 3n203x8325t 6 17 systems system NOUN 3n203x8325t 6 18 with with ADP 3n203x8325t 6 19 very very ADV 3n203x8325t 6 20 high high ADJ 3n203x8325t 6 21 dimensional dimensional ADJ 3n203x8325t 6 22 output output NOUN 3n203x8325t 6 23 ( ( PUNCT 3n203x8325t 6 24 something something PRON 3n203x8325t 6 25 that that PRON 3n203x8325t 6 26 becomes become VERB 3n203x8325t 6 27 increasingly increasingly ADV 3n203x8325t 6 28 relevant relevant ADJ 3n203x8325t 6 29 with with ADP 3n203x8325t 6 30 the the DET 3n203x8325t 6 31 trend trend NOUN 3n203x8325t 6 32 of of ADP 3n203x8325t 6 33 increasing increase VERB 3n203x8325t 6 34 complexity complexity NOUN 3n203x8325t 6 35 and and CCONJ 3n203x8325t 6 36 scale scale NOUN 3n203x8325t 6 37 of of ADP 3n203x8325t 6 38 modern modern ADJ 3n203x8325t 6 39 engineering engineering NOUN 3n203x8325t 6 40 problems problem NOUN 3n203x8325t 6 41 ) ) PUNCT 3n203x8325t 6 42 , , PUNCT 3n203x8325t 6 43 on on ADP 3n203x8325t 6 44 the the DET 3n203x8325t 6 45 explicit explicit ADJ 3n203x8325t 6 46 incorporation incorporation NOUN 3n203x8325t 6 47 of of ADP 3n203x8325t 6 48 the the DET 3n203x8325t 6 49 metamodel metamodel NOUN 3n203x8325t 6 50 prediction prediction NOUN 3n203x8325t 6 51 error error NOUN 3n203x8325t 6 52 in in ADP 3n203x8325t 6 53 the the DET 3n203x8325t 6 54 performance performance NOUN 3n203x8325t 6 55 predictions prediction NOUN 3n203x8325t 6 56 , , PUNCT 3n203x8325t 6 57 and and CCONJ 3n203x8325t 6 58 on on ADP 3n203x8325t 6 59 real real ADJ 3n203x8325t 6 60 - - PUNCT 3n203x8325t 6 61 time time NOUN 3n203x8325t 6 62 implementation implementation NOUN 3n203x8325t 6 63 that that PRON 3n203x8325t 6 64 can can AUX 3n203x8325t 6 65 support support VERB 3n203x8325t 6 66 development development NOUN 3n203x8325t 6 67 of of ADP 3n203x8325t 6 68 standalone standalone ADJ 3n203x8325t 6 69 applets applet NOUN 3n203x8325t 6 70 . . PUNCT 3n203x8325t 7 1 additionally additionally ADV 3n203x8325t 7 2 , , PUNCT 3n203x8325t 7 3 the the DET 3n203x8325t 7 4 formulation formulation NOUN 3n203x8325t 7 5 of of ADP 3n203x8325t 7 6 adaptive adaptive ADJ 3n203x8325t 7 7 kernels kernel NOUN 3n203x8325t 7 8 exploiting exploit VERB 3n203x8325t 7 9 information information NOUN 3n203x8325t 7 10 from from ADP 3n203x8325t 7 11 stochastic stochastic ADJ 3n203x8325t 7 12 sampling sampling NOUN 3n203x8325t 7 13 is be AUX 3n203x8325t 7 14 investigated investigate VERB 3n203x8325t 7 15 . . PUNCT 3n203x8325t 8 1 in in ADP 3n203x8325t 8 2 particular particular ADJ 3n203x8325t 8 3 , , PUNCT 3n203x8325t 8 4 kernel kernel NOUN 3n203x8325t 8 5 density density NOUN 3n203x8325t 8 6 estimation estimation NOUN 3n203x8325t 8 7 ( ( PUNCT 3n203x8325t 8 8 kde kde PROPN 3n203x8325t 8 9 ) ) PUNCT 3n203x8325t 8 10 is be AUX 3n203x8325t 8 11 explored explore VERB 3n203x8325t 8 12 to to PART 3n203x8325t 8 13 approximate approximate VERB 3n203x8325t 8 14 probability probability NOUN 3n203x8325t 8 15 densities density NOUN 3n203x8325t 8 16 within within ADP 3n203x8325t 8 17 multiple multiple ADJ 3n203x8325t 8 18 settings setting NOUN 3n203x8325t 8 19 ( ( PUNCT 3n203x8325t 8 20 sensitivity sensitivity NOUN 3n203x8325t 8 21 analysis analysis NOUN 3n203x8325t 8 22 , , PUNCT 3n203x8325t 8 23 optimization optimization NOUN 3n203x8325t 8 24 ) ) PUNCT 3n203x8325t 8 25 , , PUNCT 3n203x8325t 8 26 addressing address VERB 3n203x8325t 8 27 challenges challenge NOUN 3n203x8325t 8 28 such such ADJ 3n203x8325t 8 29 as as ADP 3n203x8325t 8 30 boundary boundary ADJ 3n203x8325t 8 31 reflections reflection NOUN 3n203x8325t 8 32 , , PUNCT 3n203x8325t 8 33 implementation implementation NOUN 3n203x8325t 8 34 within within ADP 3n203x8325t 8 35 domains domain NOUN 3n203x8325t 8 36 with with ADP 3n203x8325t 8 37 complex complex ADJ 3n203x8325t 8 38 boundaries boundary NOUN 3n203x8325t 8 39 , , PUNCT 3n203x8325t 8 40 and and CCONJ 3n203x8325t 8 41 optimal optimal ADJ 3n203x8325t 8 42 selection selection NOUN 3n203x8325t 8 43 of of ADP 3n203x8325t 8 44 kde kde PROPN 3n203x8325t 8 45 characteristics characteristic NOUN 3n203x8325t 8 46 when when SCONJ 3n203x8325t 8 47 used use VERB 3n203x8325t 8 48 as as ADP 3n203x8325t 8 49 proposal proposal NOUN 3n203x8325t 8 50 densities density NOUN 3n203x8325t 8 51 in in ADP 3n203x8325t 8 52 a a DET 3n203x8325t 8 53 stochastic stochastic ADJ 3n203x8325t 8 54 simulation simulation NOUN 3n203x8325t 8 55 setting setting NOUN 3n203x8325t 8 56 . . PUNCT 3n203x8325t 9 1 the the DET 3n203x8325t 9 2 proposed propose VERB 3n203x8325t 9 3 kde kde PROPN 3n203x8325t 9 4 framework framework NOUN 3n203x8325t 9 5 is be AUX 3n203x8325t 9 6 first first ADV 3n203x8325t 9 7 utilized utilize VERB 3n203x8325t 9 8 to to PART 3n203x8325t 9 9 facilitate facilitate VERB 3n203x8325t 9 10 an an DET 3n203x8325t 9 11 efficient efficient ADJ 3n203x8325t 9 12 global global ADJ 3n203x8325t 9 13 sensitivity sensitivity NOUN 3n203x8325t 9 14 analysis analysis NOUN 3n203x8325t 9 15 , , PUNCT 3n203x8325t 9 16 to to PART 3n203x8325t 9 17 identify identify VERB 3n203x8325t 9 18 the the DET 3n203x8325t 9 19 importance importance NOUN 3n203x8325t 9 20 towards towards ADP 3n203x8325t 9 21 the the DET 3n203x8325t 9 22 overall overall ADJ 3n203x8325t 9 23 probabilistic probabilistic ADJ 3n203x8325t 9 24 performance performance NOUN 3n203x8325t 9 25 of of ADP 3n203x8325t 9 26 the the DET 3n203x8325t 9 27 different different ADJ 3n203x8325t 9 28 uncertain uncertain ADJ 3n203x8325t 9 29 model model NOUN 3n203x8325t 9 30 parameters parameter NOUN 3n203x8325t 9 31 or or CCONJ 3n203x8325t 9 32 of of ADP 3n203x8325t 9 33 groups group NOUN 3n203x8325t 9 34 of of ADP 3n203x8325t 9 35 them they PRON 3n203x8325t 9 36 , , PUNCT 3n203x8325t 9 37 exploring explore VERB 3n203x8325t 9 38 concurrently concurrently ADV 3n203x8325t 9 39 different different ADJ 3n203x8325t 9 40 measures measure NOUN 3n203x8325t 9 41 to to PART 3n203x8325t 9 42 quantify quantify VERB 3n203x8325t 9 43 this this DET 3n203x8325t 9 44 importance importance NOUN 3n203x8325t 9 45 ( ( PUNCT 3n203x8325t 9 46 and and CCONJ 3n203x8325t 9 47 how how SCONJ 3n203x8325t 9 48 they they PRON 3n203x8325t 9 49 can can AUX 3n203x8325t 9 50 be be AUX 3n203x8325t 9 51 robustly robustly ADV 3n203x8325t 9 52 evaluated evaluate VERB 3n203x8325t 9 53 ) ) PUNCT 3n203x8325t 9 54 . . PUNCT 3n203x8325t 10 1 then then ADV 3n203x8325t 10 2 supported support VERB 3n203x8325t 10 3 by by ADP 3n203x8325t 10 4 the the DET 3n203x8325t 10 5 probabilistic probabilistic ADJ 3n203x8325t 10 6 sensitivity sensitivity NOUN 3n203x8325t 10 7 analysis analysis NOUN 3n203x8325t 10 8 , , PUNCT 3n203x8325t 10 9 kde kde PROPN 3n203x8325t 10 10 is be AUX 3n203x8325t 10 11 used use VERB 3n203x8325t 10 12 to to PART 3n203x8325t 10 13 develop develop VERB 3n203x8325t 10 14 an an DET 3n203x8325t 10 15 adaptive adaptive ADJ 3n203x8325t 10 16 stochastic stochastic ADJ 3n203x8325t 10 17 sampling sampling NOUN 3n203x8325t 10 18 algorithm algorithm NOUN 3n203x8325t 10 19 with with ADP 3n203x8325t 10 20 optimal optimal ADJ 3n203x8325t 10 21 sampling sampling NOUN 3n203x8325t 10 22 efficiency efficiency NOUN 3n203x8325t 10 23 in in ADP 3n203x8325t 10 24 the the DET 3n203x8325t 10 25 context context NOUN 3n203x8325t 10 26 of of ADP 3n203x8325t 10 27 a a DET 3n203x8325t 10 28 sequential sequential ADJ 3n203x8325t 10 29 / / SYM 3n203x8325t 10 30 iterative iterative ADJ 3n203x8325t 10 31 application application NOUN 3n203x8325t 10 32 . . PUNCT 3n203x8325t 11 1 finally finally ADV 3n203x8325t 11 2 , , PUNCT 3n203x8325t 11 3 kde kde PROPN 3n203x8325t 11 4 is be AUX 3n203x8325t 11 5 implemented implement VERB 3n203x8325t 11 6 to to PART 3n203x8325t 11 7 support support VERB 3n203x8325t 11 8 the the DET 3n203x8325t 11 9 development development NOUN 3n203x8325t 11 10 of of ADP 3n203x8325t 11 11 a a DET 3n203x8325t 11 12 new new ADJ 3n203x8325t 11 13 optimization optimization NOUN 3n203x8325t 11 14 under under ADP 3n203x8325t 11 15 uncertainty uncertainty NOUN 3n203x8325t 11 16 algorithm algorithm NOUN 3n203x8325t 11 17 , , PUNCT 3n203x8325t 11 18 called call VERB 3n203x8325t 11 19 non non ADJ 3n203x8325t 11 20 - - ADJ 3n203x8325t 11 21 parametric parametric ADJ 3n203x8325t 11 22 stochastic stochastic ADJ 3n203x8325t 11 23 subset subset NOUN 3n203x8325t 11 24 optimization optimization NOUN 3n203x8325t 11 25 ( ( PUNCT 3n203x8325t 11 26 np np PROPN 3n203x8325t 11 27 - - PROPN 3n203x8325t 11 28 sso sso PROPN 3n203x8325t 11 29 ) ) PUNCT 3n203x8325t 11 30 . . PUNCT 3n203x8325t 12 1 the the DET 3n203x8325t 12 2 extension extension NOUN 3n203x8325t 12 3 of of ADP 3n203x8325t 12 4 the the DET 3n203x8325t 12 5 algorithm algorithm NOUN 3n203x8325t 12 6 to to ADP 3n203x8325t 12 7 reliability reliability NOUN 3n203x8325t 12 8 - - PUNCT 3n203x8325t 12 9 based base VERB 3n203x8325t 12 10 design design NOUN 3n203x8325t 12 11 optimization optimization NOUN 3n203x8325t 12 12 problems problem NOUN 3n203x8325t 12 13 is be AUX 3n203x8325t 12 14 also also ADV 3n203x8325t 12 15 explored explore VERB 3n203x8325t 12 16 . . PUNCT