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Tables of Contents for Artificial Intelligence in Medicine
Chapter/Section Title
Page #
Page Count
Keynote Lectures
From Clinical Guidelines to Decision Support
3
10
G. Molino
Artificial Intelligence for Building Learning Health Care Organizations
13
17
M. Stefanelli
Timing Is Everything: Temporal Reasoning and Temporal Data Maintenance in Medicine
30
17
Y. Shahar
Machine Learning for Data Mining in Medicine
47
18
N. Lavrac
Guidelines and Protocols
Guidelines-Based Workflow Systems
65
11
S. Quaglini
C. Mossa
C. Fassino
M. Stefanelli
A. Cavallini
G. Micieli
Enhancing Clinical PracticeGuideline Compliance by Involving Physicians in the Decision Process
76
10
B. Seroussi
J. Bouaud
E.-C. Antoine
Application of Therapeutic Protocols: A Tool to Manage Medical Knowledge
86
7
C. Sauvagnac
J. Stines
A. Lesur
P. Falzon
P. Bey
Decision Support Systems, Knowledge-Based Systems, Cooperative Systems
From Description to Decision: Towards a Decision Support Training System for MR Radiology of the Brain
93
10
B. du Boulay
B. Teather
G. du Boulay
N. Jeffrey
D. Teather
M. Sharples
L. Cuthbert
Internet-Based Decision-Support Server for Acute Abdominal Pain
103
10
H.P. Eich
C. Ohmann
Multi-modal Reasoning in Diabetic Patient Management
113
11
S. Montani
R. Bellazzi
L. Portinale
A. Riva
M. Stefanelli
Experiences with Case-Based Reasoning Methods and Prototypes for Medical Knowledge-Based Systems
124
9
R. Schmidt
B. Pollwein
L. Gierl
Exploiting Social Reasoning of Open Multi-agent Systems to Enhance Cooperation in Hospitals
133
5
S. Aknine
Influence Diagrams for Neonatal Jaundice Management
138
5
C. Bielza
S. Rios-Insua
M. Gomez
Electronic Drug Prescribing and Administration-Bedside Medical Decision Making
143
5
I.R. Clark
B.A. McCauley
I.M. Young
P.G. Nightingale
M. Peters
N.T. Richards
D. Adu
Neonatal Ventilation Tutor (VIE-NVT), a Teaching Program for the Mechanical Ventilation of Newborn Infants
148
5
W. Horn
C. Popow
C. Stocker
S. Miksch
A Life-Cycle Based Authorisation Expert Database System
153
5
Y.-L. O
A Decision-Support System for the Identification, Staging, and Functional Evaluation of Liver Diseases (HEPASCORE)
158
7
M. Torchio
S. Battista
F. Bar
C. Pollet
M. Marzuoli
M.C. Bucchi
R. Pagni
G. Molino
Model-Based Systems
A Model-Based Approach for Learning to Identify cardiac Arrhythmias
165
10
G. Carrault
M.-O. Cordier
R. Quiniou
M. Garreau
J.J. Bellanger
A. Bardou
An Model-Based System for Pacemaker Reprogramming
175
10
P. Lucas
A. Tholen
G. van Oort
Integrating Deep Biomedical Models into Medical Decision Support Systems: An Interval Constraint Approach
185
12
J. Cruz
P. Barahona
F. Benhamou
Neural Networks, Causal Probabilistic Networks
A Decision Theoretic Approach to Empirical Treatment of Bacteraemia Originating from the Urinary Tract
197
10
S. Andreassen
L. Leibovici
H.C. Schnheyder
B. Kristensen
C. Riekehr
A.G. Kjer
K.G. Olesen
An ECG Ischemic Detection System Based on Self-Organizing Maps and a Sigmoid Function Pre-processing Stage
207
10
E. A. Fernandez
J. Presedo
S. Barro
Neural Network Recognition of Otoneurological Vertigo Diseases with Comparison of Some Other Classification Methods
217
10
M. Juhola
J. Laurikkala
K. Viikki
Y. Auramo
E. Kentala
I. Pyykko
A Comparison of Linear and Non-linear Classifiers for the Detection of Coronary Artery Disease in Stress-ECG
227
5
G. Dorffner
E. Leitgeb
H. Koller
The Case-Based Neural Network Model and Its Use in Medical Expert Systems
232
7
W. Goodridge
H. Peter
A. Abayomi
Knowledge Representation
A Medical Ontology Library That Integrates the UMLS MetathesaurusTM
239
10
D. M. Pisanelli
A. Gangemi
G. Steve
The Use of the UMLS Knowledge Sources for the Design of a Domain Specific Ontology: A Practical Experience in Blood Transfusion
249
5
S. Achour
M. Dojat
J.-M. Brethon
G. Blain
E. Lepage
Representing Knowledge Levels in Clinical Guidelines
254
7
P. Terenziani
P. Raviola
O. Bruschi
M. Torchio
M. Marzuoli
G. Molino
Temporal Reasoning
Intelligent Analysis of Clinical Time Series by Combining Structural Filtering and Temporal Abstractions
261
10
R. Bellazzi
C. Larizza
P. Magni
S. Montani
G. De Nicolao
Knowledge-Based Event Detection in Complex Time Series Data
271
10
J. Hunter
N. McIntosh
Abstracting Steady Qualitative Descriptions over Time from Noisy, High-Frequency Data
281
10
S. Miksch
A. Seyfang
W. Horn
C. Popow
Visualization Techniques for Time-Oriented, Skeletal Plans in Medical Therapy Planning
291
10
R. Kosara
S. Miksch
Visualizing Temporal Clinical Data on the WWW
301
14
C. Combi
L. Portoni
F. Pinciroli
Machine Learning
Machine Learning in Stepwise Diagnostic Process
315
11
M. Kukar
C. Groselj
Refinement of Neuro-psychological Tests for Dementia Screening in a Cross Cultural Population Using Machine Learning
326
10
S. Mani
M. B. Dick
M. J. Pazzani
E. L. Teng
D. Kempler
I. M. Taussig
The Analysis of Head Inquiry Data Using Decision Tree Techniques
336
10
A. McQuatt
P. J. D. Andrews
D. Sleeman
V. Corruble
P. A. Jones
Machine Learning for Survival Analysis: A Case Study on Recurrence of Prostate Cancer
346
10
B. Zupan
J. Demsar
M. W. Kattan
J. R. Beck
I. Bratko
ICU Patient State Characterization Using Machine Learning in a Time Series Framework
356
5
D. Calvelo
M.-C. Chambrin
D. Pomorski
P. Ravaux
Diagnostic Rules of Increased Reliability for Critical Medical Applications
361
5
D. Gamberger
N. Lavrac
C. Groselj
Machine Learning Inspired Approaches to Combine Standard Medical Measures at an Intensive Care Unit
366
6
B. Sierra
N. Serrano
P. Larranaga
E. J. Plasencia
I. Inza
J. J. Jimenez
J. M. De la Rosa
M. L. Mora
A Screening Technique for Prostate Cancer by Hair Chemical Analysis and Artificial Intelligence
372
7
P. Wu
K. L. Heng
S. W. Yang
Y. F. Chen
R. S. Mohan
P. H. C. Lim
Natural Language Processing
A Conversational Model for Health Promotion on the World Wide Web
379
10
A. Cawsey
F. Grasso
R. Jones
Types of Knowledge Required to Personalize Smoking Cessation Letters
389
11
E. Reiter
R. Robertson
L. Osman
Small Is Beautiful-Compact Semantics for Medical Language Processing
400
11
M. Romacker
S. Schulz
U. Hahn
Speech Driven Natural Language Understanding for Hands-Busy Recording of Clinical Information
411
5
D. J. Barker
S. C. Lynch
D. S. Simpson
W. A. Corbett
Automatic Acquisition of Morphological Knowledge for Medical Language Processing
416
7
P. Zweigenbaum
N. Grabar
Image Processing and Computer Aided Design
A Multi-agent System for MRI Brain Segmentation
423
10
L. Germond
M. Dojat
C. Taylor
C. Garbay
Modelling Blood Vessels of the Eye with Parametric L-Systems Using Evolutionary Algorithms
433
10
G. Kokai
Z. Toth
R. Vanyi
Animating Medical and Safety Knowledge
443
5
P. Hammond
P. Wells
S. Modgil
Active Shape Models for Customised Prosthesis Design
448
5
T. J. Hutton
P. Hammond
J. C. Davenport
Author Index
453