Artificial Intelligence in Medicine: Interpreting Clinical Data
Papers from the 1994 AAAI Spring Symposium
Isaac Kohane and Serdar Uckun, Program Cochairs
Technical Report SS-94-01. Published by The AAAI Press, Menlo Park, California. This technical report is also available in book and CD format.
Please Note: Abstracts are linked to individual titles, and will appear in a separate browser window. Full-text versions of the papers are linked to the abstract text. Access to full text may be restricted to AAAI members. PDF file sizes may be large!
Contents
Adaptive Controllers for Intelligent Monitoring / 1
R. Bellazzi, C. Siviero, M. Stefanelli, G. de Nicolao, and A. Bellazzi
Extracting Temporal Knowledge / 6
C. Cimino and S. A. Turken
Outpatient Pre-anesthesia Consultation: Can an Expert System Help? / 9
A. I. Cohn
Automating ARDS Management: a Dynamical Systems Approach / 13
P. Dagum, A. Galper, and A. Seiver
A Temporal-abstraction Mediator for Protocol-based Decision Support / 18
A. K. Das, Y. Shahar, S. W. Tu, and M. A. Musen
Model-based Data Processing, Validation, and Abstraction for Intelligent Real-time Patient Monitoring and Control / 22
B. M. Dawant, E. J. Manders, and D. P. Lindstrom
Aggregation and Forgetting: Two Key Mechanisms for Across Time Reasoning in Patient Monitoring / 27
M. Dojat and C. Sayettat
Towards Combined Attention Focusing and Anomaly Detection in Medical Monitoring / 31
R. J. Doyle
Knowledge-based Data Display Using TrenDx / 37
J. Fackler, I. Haimowitz, and I. Kohane
Combining Expert Representations and Neural Networks for Visualization of Clinical Data / 42
D. Fram, S. Gallant, M. Johnston, and C. Russell
Ongoing Critiquing During Trauma Management / 47
A. Gertner
Diagnostic Monitoring of Intensive Care Unit Data Using Trend Templates / 51
I. J. Haimowitz and I. S. Kohane
Prevention, Detection, and Amelioration of Adverse Events in Protocol-based Decision Support / 56
P. Hammond, A. Harris, S. Das, and J. Wyatt
Learning Qualitative Models from Physiological Signals / 61
D. Hau and E. Coiera
Tradeoffs in Approaches to the Ventilator Controller Design / 66
M. Hauskrecht
Artificial Neural Networks As an Aid to Medical Decision Making: Comparing Statistical Resampling Techniques with the Train-and-test Technique for Validation of Sparse Data Sets / 70
T. L. Huston, A. E. Smith, and J. M. Twomey
Representing Problem Solving for Tutoring and Critiquing Medical Domains / 74
K. A. Johnson, T. R. Johnson and J. W. Smith, Jr.
The GAMES-II Methodology for Medical KBS Development / 78
G. Lanzola, G. Van Heijst, M. Stefanelli, and G. Schreiber
Breast Cancer Diagnosis and Prognosis via Linear Programming / 83
O. L. Mangasarian, W. N. Street and W. H. Wolberg
Predicting Risk of an Adverse Event in Complex Medical Data Sets Using the Fuzzy ARTMAP Network / 87
N. Markuzon, S. Gaehde, A. Ash, G. Carpenter, and M. Moskowitz
Intensive Care Monitoring and Therapy Planning for Newborns / 91
S. Miksch, W. Horn, C. Popow, and F. Paky
Real-time Feature Detection in Medical Data / 95
K. S. Nelson and G. D. Hadden
Trading off Coverage for Accuracy in Forecasts: Applications to Clinical Data Analysis / 100
M. J. Pazzani, P. Murphy, K. Ali, and D. Schulenberg
Causal Inference from Indirect Experiments / 105
J. Pearl
Application of the EAGOL Model to the Interpretation of Clinical Data / 110
H. E. Pople
An Expert System Interpreter for Time Course Data with Refinement in Context / 115
P. Preston, P. Compton, D. Litkouhi, and G. Edwards
A Mixed Qualitative/Quantitative Acute Cardiovascular Model: Preliminary Report / 119
G. Provan, S. Neumann, J. Siskind, and J. R. Clarke
Forecasting Glucose Concentration in Diabetic Patients Using Ignorant Belief Networks / 123
M. Ramoni, A. Riva, M. Stefanelli, and V. Patel
Use of Abstraction to Simplify Monitoring / 128
T. A. Russ
Temporal Expert System Approach to the Interpretation of ICU Cardiovascular Data / 133
A. Salatian and J. Hunter
Knowledge-based Temporal Abstraction in Clinical-management Tasks / 137
Y. Shahar, A. K. Das, S. W. Tu, and M. A. Musen
Interpreting Clinical Data Using Concept Maps / 142
D. Snyder
Two-Stage Interpretation of ICU Data Based on Fuzzy Sets / 146
F. Steimann and K.-P. Adlassnig
Bridging the Representational Heterogeneity of Clinical Databases / 151
W. Sujansky and R. Altman
Neonatal Workstation for Inspired Oxygen Control and Clinical Monitoring / 156
Y. Sun and I. Kohane
RS-QUAD: Reasoning System Based on Qualitative Dynamics of Diseases’ Progression / 159
S. Tsumoto and H. Tanaka
Automatic Generation of Transition Probabilities in Dynamic Decision Modeling: a Case Study / 163
S. Yeh and T.-Y. Leong
On the Use of Statistical, Neural Net and Machine Learning Techniques to Find Structure in Medical Data: A Case Study with the Diabetes Dataset / 166
S. H. Zeller
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