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16. AIME 2017: Vienna, Austria
- Annette ten Teije, Christian Popow, John H. Holmes, Lucia Sacchi:
Artificial Intelligence in Medicine - 16th Conference on Artificial Intelligence in Medicine, AIME 2017, Vienna, Austria, June 21-24, 2017, Proceedings. Lecture Notes in Computer Science 10259, Springer 2017, ISBN 978-3-319-59757-7
Ontologies and Knowledge Representation
- Manuel Quesada-Martínez, Jesualdo Tomás Fernández-Breis:
Studying the Reuse of Content in Biomedical Ontologies: An Axiom-Based Approach. 3-13 - Mélissa Mary, Lina Fatima Soualmia, Xavier Gansel, Stéfan Jacques Darmoni, Daniel Karlsson, Stefan Schulz:
Ontological Representation of Laboratory Test Observables: Challenges and Perspectives in the SNOMED CT Observable Entity Model Adoption. 14-23 - Hela Sfar, Nathan Ramoly, Amel Bouzeghoub, Béatrice Finance:
CAREDAS: Context and Activity Recognition Enabling Detection of Anomalous Situation. 24-36 - Szymon Wilk, Adi Fux, Martin Michalowski, Mor Peleg, Pnina Soffer:
Using Constraint Logic Programming for the Verification of Customized Decision Models for Clinical Guidelines. 37-47 - Zhisheng Huang, Jie Yang, Frank van Harmelen, Qing Hu:
Constructing Disease-Centric Knowledge Graphs: A Case Study for Depression (short Version). 48-52
Bayesian Methods
- Pedro Pereira Rodrigues, Daniela Ferreira Santos, Ana Silva, Jorge Polónia, Inês Ribeiro-Vaz:
Implementing Guidelines for Causality Assessment of Adverse Drug Reaction Reports: A Bayesian Network Approach. 55-64 - Wolfgang Fruehwirt, Pengfei Zhang, Matthias Gerstgrasser, Dieter Grossegger, Reinhold Schmidt, Thomas Benke, Peter Dal-Bianco, Gerhard Ransmayr, Leonard Weydemann, Heinrich Garn, Markus Waser, Michael A. Osborne, Georg Dorffner:
Bayesian Gaussian Process Classification from Event-Related Brain Potentials in Alzheimer's Disease. 65-75 - Elisabetta Sauta, Andrea Demartini, Francesca Vitali, Alberto Riva, Riccardo Bellazzi:
Data Fusion Approach for Learning Transcriptional Bayesian Networks. 76-80 - Simon Rabinowicz, Arjen Hommersom, Raphaela Butz, Matt Williams:
A Prognostic Model of Glioblastoma Multiforme Using Survival Bayesian Networks. 81-85 - James O'Neill, Michael G. Madden, Eamon Dolan:
Accurate Bayesian Prediction of Cardiovascular-Related Mortality Using Ambulatory Blood Pressure Measurements. 86-91
Temporal Methods
- Mate Bestek, Dragi Kocev, Saso Dzeroski, Andrej Brodnik, Rade Iljaz:
Modelling Time-Series of Glucose Measurements from Diabetes Patients Using Predictive Clustering Trees. 95-104 - Zuzana Rost'áková, Georg Dorffner, Önder Aydemir, Roman Rosipal:
Estimation of Sleep Quality by Using Microstructure Profiles. 105-115 - Anita Valmarska, Dragana Miljkovic, Spiros Konitsiotis, Dimitris Gatsios, Nada Lavrac, Marko Robnik-Sikonja:
Combining Multitask Learning and Short Time Series Analysis in Parkinson's Disease Patients Stratification. 116-125 - Siqi Liu, Adam Wright, Milos Hauskrecht:
Change-Point Detection Method for Clinical Decision Support System Rule Monitoring. 126-135 - Germain Forestier, François Petitjean, Pavel Senin, Fabien Despinoy, Pierre Jannin:
Discovering Discriminative and Interpretable Patterns for Surgical Motion Analysis. 136-145
Natural Language Processing
- Alfonso Emilio Gerevini, Alberto Lavelli, Alessandro Maffi, Roberto Maroldi, Anne-Lyse Minard, Ivan Serina, Guido Squassina:
Automatic Classification of Radiological Reports for Clinical Care. 149-159 - Gia-Hung Nguyen, Lynda Tamine, Laure Soulier, Nathalie Souf:
Learning Concept-Driven Document Embeddings for Medical Information Search. 160-170 - Meliha Yetisgen, Lucy Vanderwende:
Automatic Identification of Substance Abuse from Social History in Clinical Text. 171-181 - Elena Viorica Epure, Rébecca Deneckère, Camille Salinesi:
Analyzing Perceived Intentions of Public Health-Related Communication on Twitter. 182-192 - Elisa Salvi, Enea Parimbelli, Alessia Basadonne, Natalia Viani, Anna Cavallini, Giuseppe Micieli, Silvana Quaglini, Lucia Sacchi:
Exploring IBM Watson to Extract Meaningful Information from the List of References of a Clinical Practice Guideline. 193-197 - Natalia Viani, Timothy A. Miller, Dmitriy Dligach, Steven Bethard, Carlo Napolitano, Silvia G. Priori, Riccardo Bellazzi, Lucia Sacchi, Guergana K. Savova:
Recurrent Neural Network Architectures for Event Extraction from Italian Medical Reports. 198-202 - Vincent Claveau, Lucas Emanuel Silva e Oliveira, Guillaume Bouzillé, Marc Cuggia, Claudia Maria Cabral Moro, Natalia Grabar:
Numerical Eligibility Criteria in Clinical Protocols: Annotation, Automatic Detection and Interpretation. 203-208 - Nicholas Cummins, Bogdan Vlasenko, Hesam Sagha, Björn W. Schuller:
Enhancing Speech-Based Depression Detection Through Gender Dependent Vowel-Level Formant Features. 209-214 - Margherita Zorzi, Carlo Combi, Gabriele Pozzani, Elena Arzenton, Ugo Moretti:
A Co-occurrence Based MedDRA Terminology Generation: Some Preliminary Results. 215-220
Health Care Processes
- Carlo Combi, Barbara Oliboni, Francesca Zerbato:
Towards Dynamic Duration Constraints for Therapy and Monitoring Tasks. 223-233 - Yann Dauxais, Thomas Guyet, David Gross-Amblard, André Happe:
Discriminant Chronicles Mining - Application to Care Pathways Analytics. 234-244 - Mor Peleg, Tiffany I. Leung, Manisha Desai, Michel Dumontier:
Is Crowdsourcing Patient-Reported Outcomes the Future of Evidence-Based Medicine? A Case Study of Back Pain. 245-255 - Luca Canensi, Giorgio Leonardi, Stefania Montani, Paolo Terenziani:
Multi-level Interactive Medical Process Mining. 256-260 - Thomas Guyet, André Happe, Yann Dauxais:
Declarative Sequential Pattern Mining of Care Pathways. 261-266 - Stefania Montani, Manuel Striani, Silvana Quaglini, Anna Cavallini, Giorgio Leonardi:
Knowledge-Based Trace Abstraction for Semantic Process Mining. 267-271 - Miquel Bofill, Marcos Calderón, Francesc Castro, Esteve del Acebo, Pablo Delgado, Marc Garcia, Marta García, Marc Roig, María O. Valentín, Mateu Villaret:
The Spanish Kidney Exchange Model: Study of Computation-Based Alternatives to the Current Procedure. 272-277 - Yann Rivault, Nolwenn Le Meur, Olivier Dameron:
A Similarity Measure Based on Care Trajectories as Sequences of Sets. 278-282
Machine Learning
- Miriam Seoane Santos, Jastin Pompeu Soares, Pedro Henriques Abreu, Hélder Araújo, João A. M. Santos:
Influence of Data Distribution in Missing Data Imputation. 285-294 - Yasunori Yamada, Masatomo Kobayashi:
Detecting Mental Fatigue from Eye-Tracking Data Gathered While Watching Video. 295-304 - Joaquim de Moura, Jorge Novo, José Rouco, Manuel G. Penedo, Marcos Ortega:
Automatic Identification of Intraretinal Cystoid Regions in Optical Coherence Tomography. 305-315 - Andreas Karwath, Markus Hubrich, Stefan Kramer:
Convolutional Neural Networks for the Identification of Regions of Interest in PET Scans: A Study of Representation Learning for Diagnosing Alzheimer's Disease. 316-321 - Pedro Bibiloni, Manuel González Hidalgo, Sebastia Massanet:
Skin Hair Removal in Dermoscopic Images Using Soft Color Morphology. 322-326 - Michiel C. Meulendijk, Marco R. Spruit, Sjaak Brinkkemper:
Risk Mediation in Association Rules - The Case of Decision Support in Medication Review. 327-331 - Devendra Singh Dhami, Ameet Soni, David Page, Sriraam Natarajan:
Identifying Parkinson's Patients: A Functional Gradient Boosting Approach. 332-337 - Cosima Prahm, Alexander Schulz, Benjamin Paaßen, Oskar Aszmann, Barbara Hammer, Georg Dorffner:
Echo State Networks as Novel Approach for Low-Cost Myoelectric Control. 338-342
Demo's
- Stéphane M. Meystre, Kristina Doing-Harris:
Semi-automated Ontology Development and Management System Applied to Medically Unexplained Syndromes in the U.S. Veterans Population. 345-350 - Roberto Gatta, Jacopo Lenkowicz, Mauro Vallati, Eric Rojas, Andrea Damiani, Lucia Sacchi, Berardino De Bari, Arianna Dagliati, Carlos Fernández-Llatas, Matteo Montesi, Antonio Marchetti, Maurizio Castellano, Vincenzo Valentini:
pMineR: An Innovative R Library for Performing Process Mining in Medicine. 351-355 - Manuel Arias, Miguel Ángel Artaso, Iñigo Bermejo, Francisco Javier Díez, Manuel Luque, Jorge Pérez-Martín:
Advanced Algorithms for Medical Decision Analysis. Implementation in OpenMarkov. 356-360 - Elisa Salvi, Enea Parimbelli, Gladys Emalieu, Silvana Quaglini, Lucia Sacchi:
A Platform for Targeting Cost-Utility Analyses to Specific Populations. 361-365
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