05778nam 22007935 450 99646642230331620200701143117.03-030-37446-710.1007/978-3-030-37446-4(CKB)4900000000505015(DE-He213)978-3-030-37446-4(MiAaPQ)EBC6005583(PPN)242844839(EXLCZ)99490000000050501520200103d2019 u| 0engurnn#008mamaatxtrdacontentcrdamediacrrdacarrierArtificial Intelligence in Medicine: Knowledge Representation and Transparent and Explainable Systems[electronic resource] AIME 2019 International Workshops, KR4HC/ProHealth and TEAAM, Poznan, Poland, June 26–29, 2019, Revised Selected Papers /edited by Mar Marcos, Jose M. Juarez, Richard Lenz, Grzegorz J. Nalepa, Slawomir Nowaczyk, Mor Peleg, Jerzy Stefanowski, Gregor Stiglic1st ed. 2019.Cham :Springer International Publishing :Imprint: Springer,2019.1 online resource (XII, 175 p. 56 illus., 42 illus. in color.)Lecture Notes in Artificial Intelligence ;119793-030-37445-9 KR4HC/ProHealth - Joint Workshop on Knowledge Representation for Health Care and Process-Oriented Information Systems in Health Care -- A practical exercise on re-engineering clinical guideline models using different representation languages -- A method for goal-oriented guideline modeling in PROforma and ist preliminary evaluation -- Differential diagnosis of bacterial and viral meningitis using Dominance-Based Rough Set Approach -- Modelling ICU Patients to Improve Care Requirements and Outcome Prediction of Acute Respiratory Distress Syndrome: A Supervised Learning Approach -- Deep learning for haemodialysis time series classification -- TEAAM - Workshop on Transparent, Explainable and Affective AI in Medical Systems -- Towards Understanding ICU Treatments using Patient Health Trajectories -- An Explainable Approach of Inferring Potential Medication Effects from Social Media Data -- Exploring antimicrobial resistance prediction using post-hoc interpretable methods -- Local vs. Global Interpretability of Machine Learning Models in Type 2 Diabetes Mellitus Screening -- A Computational Framework towards Medical Image Explanation -- A Computational Framework for Interpretable Anomaly Detection and Classification of Multivariate Time Series with Application to Human Gait Data Analysis -- Self-organizing maps using acoustic features for prediction of state change in bipolar disorder -- Explainable machine learning for modeling of early postoperative mortality in lung cancer. .This book constitutes revised selected papers from the AIME 2019 workshops KR4HC/ProHealth 2019, the Workshop on Knowledge Representation for Health Care and Process-Oriented Information Systems in Health Care, and TEAAM 2019, the Workshop on Transparent, Explainable and Affective AI in Medical Systems. The volume contains 5 full papers from KR4HC/ProHealth, which were selected out of 13 submissions. For TEAAM 8 papers out of 10 submissions were accepted for publication.Lecture Notes in Artificial Intelligence ;11979Artificial intelligenceOptical data processingComputer organizationComputersEducation—Data processingApplication softwareArtificial Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/I21000Image Processing and Computer Visionhttps://scigraph.springernature.com/ontologies/product-market-codes/I22021Computer Systems Organization and Communication Networkshttps://scigraph.springernature.com/ontologies/product-market-codes/I13006Information Systems and Communication Servicehttps://scigraph.springernature.com/ontologies/product-market-codes/I18008Computers and Educationhttps://scigraph.springernature.com/ontologies/product-market-codes/I24032Computer Applicationshttps://scigraph.springernature.com/ontologies/product-market-codes/I23001Artificial intelligence.Optical data processing.Computer organization.Computers.Education—Data processing.Application software.Artificial Intelligence.Image Processing and Computer Vision.Computer Systems Organization and Communication Networks.Information Systems and Communication Service.Computers and Education.Computer Applications.610.285Marcos Maredthttp://id.loc.gov/vocabulary/relators/edtJuarez Jose Medthttp://id.loc.gov/vocabulary/relators/edtLenz Richardedthttp://id.loc.gov/vocabulary/relators/edtNalepa Grzegorz Jedthttp://id.loc.gov/vocabulary/relators/edtNowaczyk Slawomiredthttp://id.loc.gov/vocabulary/relators/edtPeleg Moredthttp://id.loc.gov/vocabulary/relators/edtStefanowski Jerzyedthttp://id.loc.gov/vocabulary/relators/edtStiglic Gregoredthttp://id.loc.gov/vocabulary/relators/edtMiAaPQMiAaPQMiAaPQBOOK996466422303316Artificial Intelligence in Medicine: Knowledge Representation and Transparent and Explainable Systems2507062UNISA