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6.19 Quantitative vs Qualitative Research



               6.19       Quantitative vs Qualitative Research


                   Quantitative Research

                   ˆ   ocuses on numerical data                                                                                F

                   ˆ   ses measurements and statistics                                                                         U
               Examples:

                   ˆ   lgorithm complexity analysis                                                                            A

                   ˆ   erformance benchmarking                                                                                 P
               Qualitative Research


                   ˆ   ocuses on descriptive data                                                                              F
                   ˆ   xplores behavior and patterns                                                                           E
               Examples:


                   ˆ   ser experience studies                                                                                  U
                   ˆ nterface usability evaluation                                                                             I



               6.20       Role of Experimentation in Computing


                   Experimentation is central to computing research and development. Applications
               include:

                   ˆ   oftware testing                                                                                         S

                   ˆ   I model evaluation                                                                                      A

                   ˆ   etwork performance analysis                                                                             N
                   ˆ   ecurity testing                                                                                         S

               Example: AI Model Evaluation






















                                            Figure 6.5: AI Model Evaluation




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