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EEM830: Artificial Intelligence in Biomedicine

Textbook Yalcin Isler, "A Detailed Analysis of the Effects of Various Combinations of Heart Rate Variability Indices in Congestive Heart Failure", 2009
Reference Texts
  • Hudson & Cohen, "Neural Networks and Artificial Intelligence for Biomedical Engineers", 1999
  • ScienceDirect literature
  • IEEEXplore literature
Grading Midterm (40%) and Final (60%)
Bu sayfaya yorum brakabilirsiniz :)
Contents
Week Subjects Files
#1 Introduction: Pattern recognition basics none yet
#2 Data Acquisition Stage: Origins of biomedical signals, Cellular physiology none yet
#3 Preprocessing Stage: Noise removal, Data transformation, Artifact removal, Interpolation, Detrending none yet
#4 Feature Extraction Stage: Basic Statistics, Frequency-domain features none yet
#5 Feature Extraction Stage: Time-Frequency-domain features, Wavelets none yet
#6 Feature Extraction Stage: Nonlinear time series analysis, Chaos theory none yet
#7 Feature Selection Stage: Optimal selection, Statistical methods, Genetic algorithms, Artificial immune system none yet
#8 Classification Stage: Bayes, Expectation maximization, LDA, k-Means clustering none yet
#9 Classification Stage: Statistical classifiers, k-Nearest neighbors, Parzen window none yet
#10 Classification Stage: Artificial Neural Networks, Fuzzy Logic none yet
#11 Model Evaluation Stage: Performance assesment, Cross-validation none yet
#12 Statistical Analysis: Experiment design, Statistics none yet
#13 Handing in your reports and making presentations of the chapter numbers given from "The Biomedical Engineering Handbook", Second Edition, Ed. Joseph D. Bronzino:
  • S.Nihal Agaoglu: 175
  • Serdar Gundogdu: 176
  • Murat Surucu: 177
  • Ali Narin: 178
  • Ezgi Aras: 179
none yet
#14 Handing in your reports and making presentations of the chapter numbers given from "The Biomedical Engineering Handbook", Second Edition, Ed. Joseph D. Bronzino:
  • S.Nihal Agaoglu: 186, 187
  • Serdar Gundogdu: 185
  • Murat Surucu: 183, 184
  • Ali Narin: 182
  • Ezgi Aras: 181
none yet