Artificial Intelligence in Medicine: 12th Conference on Artificial Intelligence in Medicine, AIMER 2009, Verona, Italy, July 18-22, 2009, Proceedings

by Combi, Carlo; Shahar, Yuval; Abu-hanna, Ameen

• ISBN13: 9783642029752
• ISBN10: 3642029752
• Format: Paperback
• Copyright: 2009-08-01
• Publisher: Springer Verlag
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Summary

This book constitutes the refereed proceedings of the 12th Conference on Artificial Intelligence in Medicine in Europe, AIME 2009, held in Verona, Italy in July 2009.The 60 revised papers and 2 invited talks presented were carefully reviewed and selected from 140 submissions. The papers are organized in topical sections on agent-based systems, temporal data mining, machine learning and knowledge discovery, text mining, natural language processing and generation, ontologies, decision support systems, applications of AI-based image processing techniques, protocols and guidelines, as well as workflow systems.

Table of Contents

Invited Talks
Discovering Novel Adverse Drug Events Using Natural Language Processing and Mining of the Electronic Health Record	p. 1
Computer Vision: A Plea for a Constructivist View	p. 6
Temporal Reasoning and Temporal Data Mining
Mining Healthcare Data with Temporal Association Rules: Improvements and Assessment for a Practical Use	p. 16
A Temporal Data Mining Approach for Discovering Knowledge on the Changes of the Patient's Physiology	p. 26
Severity Evaluation Support for Burns Unit Patients Based on Temporal Episodic Knowledge Retrieval	p. 36
Using Temporal Constraints to Integrate Signal Analysis and Domain Knowledge in Medical Event Detection	p. 46
Temporal Data Mining of HIV Registries: Results from a 25 Years Follow-Up	p. 56
Therapy Planning, Scheduling and Guideline-Based Care
Modeling Clinical Guidelines through Petri Nets	p. 61
Optimization of Online Patient Scheduling with Urgencies and Preferences	p. 71
Towards the Merging of Multiple Clinical Protocols and Guidelines via Ontology-Driven Modeling	p. 81
Analysing Clinical Guidelines' Contents with Deontic and Rhetorical Structures	p. 86
A Hybrid Approach to Clinical Guideline and to Basic Medical Knowledge Conformance	p. 91
Goal-Based Decisions for Dynamic Planning	p. 96
Genetic Algorithm Based Scheduling of Radiotherapy Treatments for Cancer Patients	p. 101
Case-Based Reasoning
Feasibility of Case-Based Beam Generation for Robotic Radiosurgery
Conversational Case-Based Reasoning in Medical Classification and Diagnosis	p. 116
Medical Imaging
Histopathology Image Classification Using Bag of Features and Kernel Functions	p. 126
Improving Probabilistic Interpretation of Medical Diagnoses with Multi-resolution Image Parameterization: A Case Study	p. 136
Segmentation of Lung Tumours in Positron Emission Tomography Scans: A Machine Learning Approach	p. 146
A System for the Acquisition, Interactive Exploration and Annotation of Stereoscopic Images	p. 156
Knowledge-Based and Decision-Support Systems
Implementing a Clinical Decision Support System for Glucose Control for the Intensive Cardiac Care	p. 161
Steps on the Road to Clinical Application of Decision Support - Example TREAT	p. 166
Integrating Healthcare Knowledge Artifacts for Clinical Decision Support: Towards Semantic Web Based Healthcare Knowledge Morphing	p. 171
A Knowledge-Based System to Support Emergency Medical Services for Disabled Patients	p. 176
A Mobile Clinical Decision Support System for Clubfoot Treatment	p. 181
An Ambient Intelligent Agent for Relapse and Recurrence Monitoring in Unipolar Depression	p. 186
An Advanced Platform for Managing Complications of Chronic Diseases	p. 191
One Telemedical Solution in Bulgaria	p. 196
A Novel Multilingual Report Generation System for Medical Applications	p. 201
Ontologies, Terminologies and Natural Language
CORAAL - Towards Deep Exploitation of Textual Resources in Life Sciences	p. 206
Detecting Intuitive Mentions of Diseases in Narrative Clinical Text	p. 216
Using Existing Biomedical Resources to Detect and Ground Terms in Biomedical Literature	p. 225
An Ontology for the Care of the Elder at Home	p. 235
Ontology-Based Personalization and Modulation of Computerized Cognitive Exercises	p. 240
HomeNL: Homecare Assistance in Natural Language. An Intelligent Conversational Agent for Hypertensive Patients Management	p. 245
Explaining Anomalous Responses to Treatment in the Intensive Care Unit	p. 250
Multiple Terminologies in a Health Portal: Automatic Indexing and Information Retrieval	p. 255
CodeSlinger: An Interactive Biomedical Ontology Browser	p. 260
Data Mining, Machine Learning, Classification and Prediction
Subgroup Discovery in Data Sets with Multi-dimensional Responses: A Method and a Case Study in Traumatology	p. 265
A Framework for Multi-class Learning in Micro-array Data Analysis	p. 275
Mining Safety Signals in Spontaneous Reports Database Using Concept Analysis	p. 285
Mealtime Blood Glucose Classifier Based on Fuzzy Logic for the DIABTel Telemedicme System	p. 295
Providing Objective Feedback on Skill Assessment in a Dental Surgical Training Simulator	p. 305
Voice Pathology Classification by Using Features from High-Speed Videos	p. 315
Analysis of EEG Epileptic Signals with Rough Sets and Support Vector Machines	p. 325
Automatic Detecting Documents Containing Personal Health Information	p. 335
Segmentation of Text and Non-text in On-Line Handwritten Patient Record Based on Spatio-Temporal Analysis	p. 345
An Ontology-Based Method to Link Database Integration and Data Mining within a Biomedical Distributed KDD	p. 355
Subgroup Discovery for Weight Learning in Breast Cancer Diagnosis	p. 360
Mining Discriminant Sequential Patterns for Aging Brain	p. 365
The Role of Biomedical Dataset in Classification	p. 370
Online Prediction of Ovarian Cancer	p. 375
Prediction of Mechanical Lung Parameters Using Gaussian Process Models	p. 380
Learning Approach to Analyze Tumour Heterogeneity in DCE-MRI Data During Anti-cancer Treatment	p. 385
Predicting the Need to Perform Life-Saving Interventions in Trauma Patients by Using New Vital Signs and Artificial Neural Networks	p. 390
Probabilistic Modeling and Reasoning
Causal Probabilistic Modelling for Two-View Mammographic Analysis	p. 395
Modelling Screening Mammography Images: A Probabilistic Relational Approach	p. 405
Data-Efficient Information-Theoretic Test Selection	p. 410
Gene and Protein Data
Effect of Background Correction on Cancer Classification with Gene Expression Data	p. 416
On Quality of Different Annotation Sources for Gene Expression Analysis	p. 421
An Architecture for Automated Reasoning Systems for Genome-Wide Studies	p. 426
A Mutual Information Approach to Data Integration for Alzheimer's Disease Patients	p. 431
Author Index	p. 437
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