Data Mining in Clinical Medicine - Methods in Molecular Biology

Jacket Description/Back: This volume complies a set of Data Mining techniques and new applications in real biomedical scenarios. Chapters focus on innovative data mining techniques, biomedical datasets and streams analysis, and real applications. Written in the highly successful "Methods in Molecular Biology "series format, chapters are thought to show to Medical Doctors and Engineers the new trends and techniques that are being applied to Clinical Medicine with the arrival of new Information and Communication technologiesAuthoritative and practical, "Data Mining in Clinical Medicine" seeks to aid scientists with new approaches and trends in the field."Table of Contents: PART I: Innovative Data Mining Techniques for Clinical Medicine1. Actigraphy Pattern Analysis For Outpatient MonitoringElies Fuster-Garcia, Adrian Breso, Juan Martinez Miranda, and Juan M. Garcia-Gomez2. Definition of Loss Functions for Learning from Imbalanced Data to Minimize Evaluation MetricsJuan M. Garcia-Gomez and Salvador Tortajada3. Audit Method Suited for DSS in Clinical EnvironmentJavier Vicente4. Incremental Logistic Regression for Customizing Automatic Diagnostic ModelsSalvador Tortajada, Montserrat Robles, and Juan M. Garcia-Gomez5. Using Process Mining for Automatic Support of clinical Pathways DesignCarlos Fernandez-Llatas, Bernardo Valdivieso, Vicente Traver, and Jose Miguel Benedi6. Analyzing Complex Patients' Temporal Histories: New Frontiers in Temporal Data MiningLucia Sacchi, Arianna Dagliati, and Riccardo Bellazzi PART II: Mining Medical Data Over Internet7. The Snow System A Decentralized Medical Data Processing SystemJohan Gustav Bellika, Torje Starbo Henriksen, Kassaye Yitbarek Yigzaw8. Data Mining for Pulsing the Emotion on the WebJose Enrique Borras Morell9. Introduction on Health Recommender SystemsSanchez-Bocanegra, C. L., Sanchez-Laguna, F., Sevillano, J. L.10. Cloud Computing for Context-Aware Enhanced m-Health ServicesCarlos Fernandez-Llatas, Salvatore F. Pileggi, Gema Ibanez, Zoe Valero, and Pilar SalaPART III: New Applications of Data Mining in Clinical Medicine Problems11. Analysis of Speech-based Measures for Detecting and Monitoring Alzheimer s DiseaseA. Khodabakhsh and C. Demiroglu12. Applying Data Mining for the Analysis of Breast Cancer Data Der-Ming Liou and Wei-Pin Chang13. Mining Data When Technology Is Applied To Support Patients and Professional On The Control Of Chronic Diseases: The Experience Of The METABO Platform For Diabetes ManagementGiuseppe Fico, Maria Teresa Arredondo, Vasilios Protopappas, Eleni Georgia14. Data Analysis In Cardiac ArrhythmiasMiguel Rodrigo, Jorge Pedron-Torecilla, Ismael Hernandez, Alejandro Liberos, Andreu M Climent, and Maria S. Guillem15. Knowledge-Based Personal Health System to Empower Outpatients of Diabetes Mellitus by means of P4 MedicineAdrian Breso, Carlos Saez, Javier Vicente, Felix Larrinaga, Montserrat Robles, Juan Miguel, and Garcia-Gomez16. Serious Games For Elderly Continuous MonitoringLenin-G. Lemus-Zuniga, Esperanza Navarro-Pardo, Carmen Moret-Tatay, and Ricardo Pocinho. "