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Image Search Results
Journal: Iranian Journal of Biotechnology
Article Title: A Novel LSSVM Based Algorithm to Increase Accuracy of Bacterial Growth Modeling
doi: 10.21859/ijb.1542
Figure Lengend Snippet: Flowchart of N-fold cross-validation method. Stage I: Dividing dataset into two sets: modeling (80 %) and test (20 %). Stage II: Calculation of ‘ c ’ and ‘ σ ’ coefficients via GA or simplex algorithms; II-I: Dividing dataset into two sets of training and validation through cross-validation method; II-II: Training of LSSVM per different ‘ c ’ and ‘ σ ’ coefficients; II-III: Test of trained LSSVM model and fitness function calculation ; II-IV: Iteration of stages II-I , II-II , and II-III for obtaining the best ‘ c ’ and ‘ σ ’ coefficients. Stage III: Training of LSSVM model using modeling dataset and calculation of modeling error. Stage IV: Test of LSSVM model using test dataset, and calculation of test error.
Article Snippet:
Techniques: Biomarker Discovery
Journal: Iranian Journal of Biotechnology
Article Title: A Novel LSSVM Based Algorithm to Increase Accuracy of Bacterial Growth Modeling
doi: 10.21859/ijb.1542
Figure Lengend Snippet: LSSVM parameters over Simplex, GA and NSGAII optimization algorithms.
Article Snippet:
Techniques: