Table. Names of selected variables from the myocardial infarction complication dataset Variable name Meaning Variable name Meaning General input values AGE Age DLIT_AG Duration of arterial hypertension ant_im Presence of an anterior myocardial infarction (left FK_STENOK Functional class of angina pectoris in the last year ventricular) GIPER_NA Increase of sodium in serum (more than IBS_POST Coronary heart disease in recent weeks, days mmol/L) before the admission time inf_im Presence of an inferior myocardial infarction (left lat_im Presence of a lateral myocardial infarction (left ventricular) ventricular) K_BLOOD Serum potassium content (mmol/L) L_BLOOD White blood cell count (billions per liter) NA_BLOOD Serum sodium content (mmol/L) post_im Presence of a posterior myocardial infarction NA_R_ _n Use of opioid drugs in the ICU in the first hours of NA_R_ _n Use of opioid drugs in the ICU in the second day of the hospital period the hospital period NA_R_ _n Use of opioid drugs in the ICU in the third day of NOT_NA_ _n Use of NSAIDs in the ICU in the first hours of the the hospital period hospital period NOT_NA_ _n Use of NSAIDs in the ICU in the second day of the NOT_NA_ _n Use of NSAIDs in the ICU in the third day of the hospital period hospital period R_AB_ _n Relapse of the pain in the first hours of the hospital R_AB_ _n Relapse of the pain in the second day of the period hospital period R_AB_ _n Relapse of the pain in the third day of the hospital TIME_B_S Time elapsed from the beginning of the attack of period CHD to the hospital Inputs from anamnesis nr_ Paroxysms of atrial fibrillation nr_ A persistent form of atrial fibrillation nr_ Observing of arrhythmia np_ Complete RBBB STENOK_AN Exertional angina pectoris zab_leg_ Obstructive chronic bronchitis zab_leg_ Bronchial asthma zab_leg_ Pulmonary tuberculosis ZSN_A Presence of chronic heart failure Inputs for the time of admission to hospital n_p_ecg_p_ Third-degree AV block on ECG n_p_ecg_p_ LBBB (posterior branch) on ECG n_p_ecg_p_ Complete RBBB on ECG n_r_ecg_p_ Paroxysms of atrial fibrillation on ECG n_r_ecg_p_ Persistent form of atrial fibrillation on ECG n_r_ecg_p_ Paroxysms of supraventricular tachycardia on ECG ritm_ecg_p_ Sinus ECG rhythm (HR between and ) ritm_ecg_p_ Atrial fibrillation in ECG rhythm ritm_ecg_p_ Atrial ECG rhythm ritm_ecg_p_ Idioventricular ECG rhythm ritm_ecg_p_ Sinus ECG rhythm (HR above ) SVT_POST Paroxysms of supraventricular tachycardia Inputs for the time of admission to intensive care unit D_AD_ORIT Diastolic blood pressure (mmHg) S_AD_ORIT Systolic blood pressure (mmHg) FIB_G_POST Ventricular fibrillation K_SH_POST Cardiogenic shock MP_TP_POST Paroxysms of atrial fibrillation O_L_POST Pulmonary edema Complications FIBR_PREDS Atrial fibrillation PREDS_TAH Supraventricular tachycardia JELUD_TAH Ventricular tachycardia FIBR_JELUD Ventricular fibrillation DRESSLER Dressler syndrome ZSN Chronic heart failure OTEK_LANC Pulmonary edema P_IM_STEN Post-infarction angina REC_IM Relapse of the myocardial infarction A_V_BLOK Third-degree AV block RAZRIV Myocardial rupture Cause of death LET_IS= Survive LET_IS> Death with cause from to LET_IS_ Survive LET_IS_ Cardiogenic shock LET_IS_ Pulmonary edema LET_IS_ Myocardial rupture LET_IS_ Progress of congestive heart failure LET_IS_ Thromboembolism LET_IS_ Asystole LET_IS_ Ventricular fibrillation and found that the majority of non-linear methods estimate the intrinsic dimension in the range -while linear methods based on PCA gives much larger intrinsic dimension values (see Sup-.