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Tables of Contents for Artificial Intelligence in Medicine
Chapter/Section Title
Page #
Page Count
Temporal Reasoning
On-Line Extraction of Successive Temporal Sequences from ICU High-Frequency Data for Decision Support Information
1
10
Sylvie Charbonnier
Quality Assessment of Hemodialysis Services through Temporal Data Mining
11
10
Riccardo Bellazzi, Cristiana Larizza, Paolo Magni, and Roberto Bellazzi
Idan: A Distributed Temporal-Abstraction Mediator for Medical Databases
21
10
David Boaz and Yuval Shahar
Prognosis of Approaching Infectious Diseases
31
5
Rainer Schmidt and Lothar Gierl
Modeling Multimedia and Temporal Aspects of Semistructured Clinical Data
36
5
Carlo Combi, Barbara Oliboni, and Rosalba Rossato
NEONATE: Decision Support in the Neonatal Intensive Care Unit - A Preliminary Report
41
5
Jim Hunter, Gary Ewing, Yvonne Freer, Robert Logie, Paul McCue, and Neil McIntosh
Abstracting the Patient Therapeutic History through a Heuristic-Based Qualitative Handling of Temporal Indeterminacy
46
5
Jacques Bouaud, Brigitte Séroussi, and Baptiste Touzet
Ontology, Terminology
How to Represent Medical Ontologies in View of a Semantic Web?
51
10
Christine Golbreich, Olivier Dameron, Bernard Gibaud, and Anita Burgun
Using Description Logics for Managing Medical Terminologies
61
10
Ronald Cornet and Ameen Abu-Hanna
Ontology for Task-Based Clinical Guidelines and the Theory of Granular Partitions
71
5
Anand Kumar and Barry Smith
Speech Interfaces for Point-of-Care Guideline Systems
76
5
Martin Beveridge, John Fox, and David Milward
Text Categorization prior to Indexing for the CISMEF Health Catalogue
81
5
Alexandrina Rogozan, Aurelie Neveol, and Stefan J. Darmoni
Bodily Systems and the Modular Structure of the Human Body
86
5
Barry Smith, Igor Papakin, and Katherine Munn
Image Processing, Simulation
Multi-agent Approach for Image Processing: A Case Study for MRI Human Brain Scans Interpretation
91
10
Nathalie Richard, Michel Dojat, and Catherine Garbay
Qualitative Simulation of Shock States in a Virtual Patient
101
11
Altion Simo and Marc Cavazza
3D Segmentation of MR Brain Images into White Matter, Gray Matter and Cerebro-Spinal Fluid by Means of Evidence Theory
112
5
Anne-Sophie Capelle, Olivier Colot, and Christine Fernandez-Maloigne
A Knowledge-Based System for the Diagnosis of Alzheimer's Disease
117
5
Sebastian Oehm, Thomas Siessmeier, Hans-Georg Buchholz, Peter Bartenstein, and Thomas Uthmann
Guidelines, Clinical Protocols
DEGEL: A Hybrid, Multiple-Ontology Framework for Specification and Retrieval of Clinical Guidelines
122
10
Yuval Shahar, Ohad Young, Erez Shalom, Alon Mayaffit, Robert Moskovitch, Alon Hessing, and Maya Galperin
Experiences in the Formalisation and Verification of Medical Protocols
132
10
Mar Marcos, Michael Balser, Annette ten Teije, Frank van Harmelen, and Christoph Duelli
Enhancing Conventional Web Content with Intelligent Knowledge Processing
142
10
Rory Steele and John Fox
Linking Clinical Guidelines with Formal Representations
152
6
Peter Votruba, Silvia Miksch, and Robert Kosara
Computerised Advice on Drug Dosage Decisions in Childhood Leukaemia: A Method and a Safety Strategy
158
5
Chris Hurt, John Fox, Jonathan Bury, and Vaskar Saha
The NewGuide Project: Guidelines, Information Sharing and Learning from Exceptions
163
5
Paolo Ciccarese, Ezio Caffi, Lorenzo Boiocchi, Assaf Halevy, Silvana Quaglini, Anand Kumar, and Mario Stefanelli
Managing Theoretical Single-Disease Guideline Recommendations for Actual Multiple-Disease Patients
168
5
Gersende Georg, Brigitte Séroussi, and Jacques Bouaud
Informal and Formal Medical Guidelines: Bridging the Gap
173
6
Marije Geldof, Annette ten Teije, Frank van Harmelen, Mar Marcos, and Peter Votruba
Terminology, Natural Language
Thetorical Coding of Health Promotion Dialogues
179
10
Floriana Grasso
Learning Derived Words from Medical Corpora
189
10
Pierre Zweigenbaum and Natalia Grabar
Learning-Free Text Categorization
199
10
Patrick Ruch, Robert Baud, and Antoine Geissbühler
Knowledge-Based Query Expansion over a Medical Terminology Oriented Ontology on the Web
209
5
Linda Fatima Soualmia, Catherine Barry, and Stefan J. Darmoni
Linking Rules to Terminologies and Applications in Medical Planning
214
5
Sanjay Modgil
Machine Learning
Classification of Ovarian Tumors Using Bayesian Least Squares Support Vector Machines
219
10
Chuan Lu, Tony Van-Gestel, Johan A.K. Suykens, Sabine Van-Huffel, Dirk Timmerman, and Ignace Vergote
Attribute Interactions in Medical Data Analysis
229
10
Aleks Jakulin, Ivan Bratko, Dragica Smrke, Janez Demšar, and Blaž Zupan
Combining Supervised and Unsupervised Methods to Support Early Diagnosis of Hepatocellular Carcinoma
239
5
Federica Ciocchetta, Rossana Dell'Anna, Francesca Demichelis, Amar Paul Dhillon, Alberto Quaglia, and Andrea Sboner
Analysis of Gene Expression Data by the Logic Minimization Approach
244
5
Dragan Gamberger and Nada Lavrac
A Journey trough Clinical Applications of Multimethod Decision Trees
249
5
Petra Povalej, Mitja Lenic, Milojka Motan Štiglic, Maja Skerbinjek Kavalar, Jernej Završnik, and Peter Kokol
Probabilistic Networks, Bayesian Models
Detailing Test Characteristics for Probabilistic Networks
254
10
Danielle Sent and Linda C. van der Gaag
Bayesian Learning of the Gas Exchange Properties of the Lung for Prediction of Arterial Oxygen Saturation
264
10
David Murley, Stephen Rees, Bodil Rasmussen, and Steen Andreassen
Hierarchical Dirichlet Learning - Filling in the Thin Spots in a Database
274
10
Steen Andreassen, Brian Kristensen, Alina Zalounina, Leonard Leibovici, Uwe Frank, and Henrik C. Schønheyder
A Bayesian Neural Network Approach for Sleep Apnea Classification
284
10
Oscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Ana del Rocio Fraga-Iglesias, and Vicente Moret-Bonillo
Probabilistic Networks as Probabilistic Forecasters
294
5
Linda C. van der Gaag and Silja Renooij
Finding and Explaining Optimal Treatments
299
5
Concha Bielza, Juan A. Fernández del Pozo, and Peter Lucas
Case Based Reasoning, Decision Support
Acquisition of Adaptation Knowledge for Breast Cancer Treatment Decision Support
304
10
Jean Lieber, Mathieu d'Aquin, Pierre Bey, Amedeo Napoli, Maria Rios, and Catherine Sauvagnac
Case Based Reasoning for Medical Decision-Support in a Safety Critical Environment
314
10
Isabelle Bichindaritz, Carol Moinpour, Emin Kansu, Gary Donaldson, Nigel Bush, and Keith M. Sullivan
Constraint Reasoning in Deep Biomedical Models
324
11
Jorge Cruz and Pedro Barahona
Interactive Decision Support for Medical Planning
335
5
David W. Glasspool, John Fox, Fortunato D. Castillo, and Victoria E.L. Monaghan
Compliance with the Hyperlipidaemia Consensus: Clinicians versus the Computer
340
5
Wouter P. van Rijsinge, Linda C. van der Gaag, Frank Visseren, and Yolanda van der Graaf
WoundCare: A Palm Pilot-Based Expert System for the Treatment of Pressure Ulcers
345
5
Douglas D. Dankel, Mark Connor, and Zulma Chardon
VIE-DIAS: A Support Program for Telemedical Glycaemic Control
350
5
Christian Popow, Werner Horn, Birgit Rami, and Edith Schober
Data Mining, Knowledge Discovery
Drifting Concepts as Hidden Factors in Clinical Studies
355
10
Matjaž Kukar
Multi-relational Data Mining in Medical Databases
365
10
Amaury Habrard, Marc Bernard, and François Jacquenet
Invited Talks
Is It Time to Trade "Wet-Work" for Network?
375
2
Zoltan Szallasz
Robots as Models of the Brain: What Can We Learn from Modelling Rat Navigation and Infant Imitation Games?
377
10
Philippe Gaussier, Pierre Andry, Jean Paul Banquet, Mathias Quoy, Jacqueline Nadel, and Arnaud Revel
Author Index
387