id sid tid token lemma pos ng451g07s6x 1 1 facial facial ADJ ng451g07s6x 1 2 electromyography electromyography NOUN ng451g07s6x 1 3 ( ( PUNCT ng451g07s6x 1 4 emg emg PROPN ng451g07s6x 1 5 ) ) PUNCT ng451g07s6x 1 6 is be AUX ng451g07s6x 1 7 a a DET ng451g07s6x 1 8 useful useful ADJ ng451g07s6x 1 9 physiological physiological ADJ ng451g07s6x 1 10 measure measure NOUN ng451g07s6x 1 11 for for ADP ng451g07s6x 1 12 detecting detect VERB ng451g07s6x 1 13 subtle subtle ADJ ng451g07s6x 1 14 affective affective ADJ ng451g07s6x 1 15 changes change NOUN ng451g07s6x 1 16 in in ADP ng451g07s6x 1 17 real real ADJ ng451g07s6x 1 18 time time NOUN ng451g07s6x 1 19 . . PUNCT ng451g07s6x 2 1 it it PRON ng451g07s6x 2 2 can can AUX ng451g07s6x 2 3 differentiate differentiate VERB ng451g07s6x 2 4 valence valence NOUN ng451g07s6x 2 5 of of ADP ng451g07s6x 2 6 emotion emotion NOUN ng451g07s6x 2 7 , , PUNCT ng451g07s6x 2 8 capture capture VERB ng451g07s6x 2 9 transient transient NOUN ng451g07s6x 2 10 and and CCONJ ng451g07s6x 2 11 covert covert ADJ ng451g07s6x 2 12 affective affective ADJ ng451g07s6x 2 13 response response NOUN ng451g07s6x 2 14 , , PUNCT ng451g07s6x 2 15 and and CCONJ ng451g07s6x 2 16 provide provide VERB ng451g07s6x 2 17 an an DET ng451g07s6x 2 18 approximate approximate ADJ ng451g07s6x 2 19 continuous continuous ADJ ng451g07s6x 2 20 - - PUNCT ng451g07s6x 2 21 time time NOUN ng451g07s6x 2 22 measure measure NOUN ng451g07s6x 2 23 of of ADP ng451g07s6x 2 24 emotion emotion NOUN ng451g07s6x 2 25 change change NOUN ng451g07s6x 2 26 . . PUNCT ng451g07s6x 3 1 in in ADP ng451g07s6x 3 2 this this DET ng451g07s6x 3 3 thesis thesis NOUN ng451g07s6x 3 4 , , PUNCT ng451g07s6x 3 5 facial facial ADJ ng451g07s6x 3 6 emg emg NOUN ng451g07s6x 3 7 data datum NOUN ng451g07s6x 3 8 is be AUX ng451g07s6x 3 9 analyzed analyze VERB ng451g07s6x 3 10 using use VERB ng451g07s6x 3 11 time time NOUN ng451g07s6x 3 12 series series NOUN ng451g07s6x 3 13 analysis analysis NOUN ng451g07s6x 3 14 methods method NOUN ng451g07s6x 3 15 . . PUNCT ng451g07s6x 4 1 by by ADP ng451g07s6x 4 2 allowing allow VERB ng451g07s6x 4 3 certain certain ADJ ng451g07s6x 4 4 parameters parameter NOUN ng451g07s6x 4 5 to to PART ng451g07s6x 4 6 switch switch VERB ng451g07s6x 4 7 between between ADP ng451g07s6x 4 8 several several ADJ ng451g07s6x 4 9 discrete discrete ADJ ng451g07s6x 4 10 stages stage NOUN ng451g07s6x 4 11 ( ( PUNCT ng451g07s6x 4 12 regimes regime NOUN ng451g07s6x 4 13 ) ) PUNCT ng451g07s6x 4 14 , , PUNCT ng451g07s6x 4 15 regime regime NOUN ng451g07s6x 4 16 - - PUNCT ng451g07s6x 4 17 switching switch VERB ng451g07s6x 4 18 models model NOUN ng451g07s6x 4 19 can can AUX ng451g07s6x 4 20 be be AUX ng451g07s6x 4 21 used use VERB ng451g07s6x 4 22 to to PART ng451g07s6x 4 23 describe describe VERB ng451g07s6x 4 24 heterogeneous heterogeneous ADJ ng451g07s6x 4 25 transition transition NOUN ng451g07s6x 4 26 patterns pattern NOUN ng451g07s6x 4 27 and and CCONJ ng451g07s6x 4 28 capture capture VERB ng451g07s6x 4 29 time time NOUN ng451g07s6x 4 30 - - PUNCT ng451g07s6x 4 31 varying vary VERB ng451g07s6x 4 32 association association NOUN ng451g07s6x 4 33 between between ADP ng451g07s6x 4 34 emg emg NOUN ng451g07s6x 4 35 signals signal NOUN ng451g07s6x 4 36 and and CCONJ ng451g07s6x 4 37 other other ADJ ng451g07s6x 4 38 covariates covariate NOUN ng451g07s6x 4 39 . . PUNCT ng451g07s6x 5 1 the the DET ng451g07s6x 5 2 main main ADJ ng451g07s6x 5 3 purpose purpose NOUN ng451g07s6x 5 4 of of ADP ng451g07s6x 5 5 this this DET ng451g07s6x 5 6 thesis thesis NOUN ng451g07s6x 5 7 is be AUX ng451g07s6x 5 8 to to PART ng451g07s6x 5 9 construct construct VERB ng451g07s6x 5 10 and and CCONJ ng451g07s6x 5 11 propose propose VERB ng451g07s6x 5 12 different different ADJ ng451g07s6x 5 13 regime regime NOUN ng451g07s6x 5 14 - - PUNCT ng451g07s6x 5 15 switching switch VERB ng451g07s6x 5 16 state state NOUN ng451g07s6x 5 17 - - PUNCT ng451g07s6x 5 18 space space NOUN ng451g07s6x 5 19 models model NOUN ng451g07s6x 5 20 suited suit VERB ng451g07s6x 5 21 for for ADP ng451g07s6x 5 22 representing represent VERB ng451g07s6x 5 23 the the DET ng451g07s6x 5 24 time time NOUN ng451g07s6x 5 25 - - PUNCT ng451g07s6x 5 26 varying vary VERB ng451g07s6x 5 27 dynamics dynamic NOUN ng451g07s6x 5 28 of of ADP ng451g07s6x 5 29 facial facial ADJ ng451g07s6x 5 30 emg emg NOUN ng451g07s6x 5 31 data datum NOUN ng451g07s6x 5 32 and and CCONJ ng451g07s6x 5 33 its its PRON ng451g07s6x 5 34 relationship relationship NOUN ng451g07s6x 5 35 with with ADP ng451g07s6x 5 36 self self NOUN ng451g07s6x 5 37 - - PUNCT ng451g07s6x 5 38 reported report VERB ng451g07s6x 5 39 affect affect ADJ ng451g07s6x 5 40 intensity intensity NOUN ng451g07s6x 5 41 . . PUNCT ng451g07s6x 6 1 the the DET ng451g07s6x 6 2 kim kim PROPN ng451g07s6x 6 3 filter filter NOUN ng451g07s6x 6 4 , , PUNCT ng451g07s6x 6 5 which which PRON ng451g07s6x 6 6 is be AUX ng451g07s6x 6 7 an an DET ng451g07s6x 6 8 extension extension NOUN ng451g07s6x 6 9 of of ADP ng451g07s6x 6 10 the the DET ng451g07s6x 6 11 kalman kalman NOUN ng451g07s6x 6 12 filter filter NOUN ng451g07s6x 6 13 , , PUNCT ng451g07s6x 6 14 is be AUX ng451g07s6x 6 15 proposed propose VERB ng451g07s6x 6 16 to to PART ng451g07s6x 6 17 estimate estimate VERB ng451g07s6x 6 18 latent latent ADJ ng451g07s6x 6 19 states state NOUN ng451g07s6x 6 20 and and CCONJ ng451g07s6x 6 21 the the DET ng451g07s6x 6 22 gaussian gaussian PROPN ng451g07s6x 6 23 maximum maximum ADJ ng451g07s6x 6 24 likelihood likelihood NOUN ng451g07s6x 6 25 method method NOUN ng451g07s6x 6 26 is be AUX ng451g07s6x 6 27 used use VERB ng451g07s6x 6 28 for for ADP ng451g07s6x 6 29 parameter parameter NOUN ng451g07s6x 6 30 estimation estimation NOUN ng451g07s6x 6 31 . . PUNCT ng451g07s6x 7 1 indices index NOUN ng451g07s6x 7 2 for for ADP ng451g07s6x 7 3 diagnostic diagnostic ADJ ng451g07s6x 7 4 checks check NOUN ng451g07s6x 7 5 and and CCONJ ng451g07s6x 7 6 model model NOUN ng451g07s6x 7 7 fit fit ADJ ng451g07s6x 7 8 evaluations evaluation NOUN ng451g07s6x 7 9 will will AUX ng451g07s6x 7 10 be be AUX ng451g07s6x 7 11 discussed discuss VERB ng451g07s6x 7 12 for for ADP ng451g07s6x 7 13 model model NOUN ng451g07s6x 7 14 comparison comparison NOUN ng451g07s6x 7 15 purposes purpose NOUN ng451g07s6x 7 16 . . PUNCT ng451g07s6x 8 1 results result NOUN ng451g07s6x 8 2 based base VERB ng451g07s6x 8 3 on on ADP ng451g07s6x 8 4 empirical empirical ADJ ng451g07s6x 8 5 emg emg NOUN ng451g07s6x 8 6 data datum NOUN ng451g07s6x 8 7 indicate indicate VERB ng451g07s6x 8 8 that that SCONJ ng451g07s6x 8 9 regime regime NOUN ng451g07s6x 8 10 - - PUNCT ng451g07s6x 8 11 switching switch VERB ng451g07s6x 8 12 model model NOUN ng451g07s6x 8 13 with with ADP ng451g07s6x 8 14 autoregressive autoregressive ADJ ng451g07s6x 8 15 regression regression NOUN ng451g07s6x 8 16 slope slope NOUN ng451g07s6x 8 17 ( ( PUNCT ng451g07s6x 8 18 the the DET ng451g07s6x 8 19 rs rs PROPN ng451g07s6x 8 20 - - PUNCT ng451g07s6x 8 21 ar ar PROPN ng451g07s6x 8 22 model model NOUN ng451g07s6x 8 23 ) ) PUNCT ng451g07s6x 8 24 is be AUX ng451g07s6x 8 25 most most ADV ng451g07s6x 8 26 appropriate appropriate ADJ ng451g07s6x 8 27 to to PART ng451g07s6x 8 28 represent represent VERB ng451g07s6x 8 29 the the DET ng451g07s6x 8 30 emg emg NOUN ng451g07s6x 8 31 dynamics dynamic NOUN ng451g07s6x 8 32 . . PUNCT ng451g07s6x 9 1 monte monte PROPN ng451g07s6x 9 2 carlo carlo PROPN ng451g07s6x 9 3 simulation simulation PROPN ng451g07s6x 9 4 results result NOUN ng451g07s6x 9 5 also also ADV ng451g07s6x 9 6 indicate indicate VERB ng451g07s6x 9 7 that that SCONJ ng451g07s6x 9 8 parameters parameter NOUN ng451g07s6x 9 9 in in ADP ng451g07s6x 9 10 the the DET ng451g07s6x 9 11 proposed propose VERB ng451g07s6x 9 12 model model NOUN ng451g07s6x 9 13 can can AUX ng451g07s6x 9 14 be be AUX ng451g07s6x 9 15 accurately accurately ADV ng451g07s6x 9 16 recovered recover VERB ng451g07s6x 9 17 under under ADP ng451g07s6x 9 18 different different ADJ ng451g07s6x 9 19 conditions condition NOUN ng451g07s6x 9 20 . . PUNCT