ALARM (A Logical Alarm Reduction Mechanism)
type: Item
instance of: data set
publication date: 1989-01-01T00:00:00Z
community: Graphical Modelling and Causal Inference
cites work: Learning Bayesian Networks with the bnlearn R Package
Zenodo ID: 14793281
DOI: 10.5281/zenodo.14793281
dataset version identifier: 3
copyright license: MIT license
description: This synthetic dataset represents alarm message system for patient monitoring. It was introduced in Beinlich et al. (1989). Task:The dataset collection can be used to study causal discovery algorithms. Summary: Size of collection: 20,000 x 37 Task: Causal Discovery Problem Data Type: Categorical Data Dataset Scope: Standalone Dataset Ground Truth: Known Graph Temporal Structure: Static Data License: CC0 (generated for bnlearn) Missing Values: No Missing Values Missingness Statement: There are no missing values. Collection: The alarm dataset contains the following 37 variables: CVP: Central venous pressure (LOW / NORMAL / HIGH) PCWP: Pulmonary capillary wedge pressure (LOW / NORMAL / HIGH) HIST: History (TRUE / FALSE) TPR: Total peripheral resistance (LOW / NORMAL / HIGH) BP: Blood pressure (LOW / NORMAL / HIGH) CO: Cardiac output (LOW / NORMAL / HIGH) HRBP: Heart rate / blood pressure (LOW / NORMAL / HIGH) HREK: Heart rate measured by an EKG monitor (LOW / NORMAL / HIGH) HRSA: Heart rate / oxygen saturation (LOW / NORMAL / HIGH) PAP: Pulmonary artery pressure (LOW / NORMAL / HIGH) SAO2: Arterial oxygen saturation (LOW / NORMAL / HIGH) FIO2: Fraction of inspired oxygen (LOW / NORMAL) PRSS: Breathing pressure (ZERO / LOW / NORMAL / HIGH) ECO2: Expelled CO2 (ZERO / LOW / NORMAL / HIGH) MINV: Minimum volume (ZERO / LOW / NORMAL / HIGH) MVS: Minimum volume set (LOW / NORMAL / HIGH) HYP: Hypovolemia (TRUE / FALSE) LVF: Left ventricular failure (TRUE / FALSE) APL: Anaphylaxis (TRUE / FALSE) ANES: Insufficient anesthesia/analgesia (TRUE / FALSE) PMB: Pulmonary embolus (TRUE / FALSE) INT: Intubation (NORMAL / ESOPHAGEAL / ONESIDED) KINK: Kinked tube (TRUE / FALSE) DISC: Disconnection (TRUE / FALSE) LVV: Left ventricular end-diastolic volume (LOW / NORMAL / HIGH) STKV: Stroke volume (LOW / NORMAL / HIGH) CCHL: Catecholamine (NORMAL / HIGH) ERLO: Error low output (TRUE / FALSE) HR: Heart rate (LOW / NORMAL / HIGH) ERCA: Electrocauter (TRUE / FALSE) SHNT: Shunt (NORMAL / HIGH) …
author: Mathematical Research Data Initiative
MaRDI profile type: Dataset
description: Dataset published at Zenodo repository.