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Contents                                                        xv

                    6.4.3  Process Discovery Using Language-Based Regions .... 180
                6.5 Historical Perspective ........................ 183

            Part III Beyond Process Discovery
            7   Conformance Checking ......................... 191
                7.1 Business Alignment and Auditing .................. 191
                7.2 Token Replay ............................ 194
                7.3 Comparing Footprints ........................ 205
                7.4 Other Applications of Conformance Checking . . ......... 209
                    7.4.1  Repairing Models . . . ................... 209
                    7.4.2  Evaluating Process Discovery Algorithms ......... 210
                    7.4.3  Connecting Event Log and Process Model ......... 211

            8   Mining Additional Perspectives ..................... 215
                8.1 Perspectives ............................. 215
                8.2 Attributes: A Helicopter View . ................... 217
                8.3 Organizational Mining ........................ 221
                    8.3.1  Social Network Analysis .................. 222
                    8.3.2  Discovering Organizational Structures . . ......... 227
                    8.3.3  Analyzing Resource Behavior ................ 228
                8.4 Time and Probabilities ........................ 230
                8.5 Decision Mining ........................... 234
                8.6 Bringing It All Together ....................... 237
            9   Operational Support ........................... 241
                9.1 Refined Process Mining Framework ................. 241
                    9.1.1  Cartography ......................... 243
                    9.1.2  Auditing ........................... 244
                    9.1.3  Navigation .......................... 245
                9.2 Online Process Mining ........................ 245
                9.3 Detect ................................ 247
                9.4 Predict ................................ 251
                9.5 Recommend ............................. 256
                9.6 Process Mining Spectrum . . . ................... 258
            Part IV Putting Process Mining to Work

            10 Tool Support ............................... 261
                10.1 Business Intelligence? ........................ 261
                10.2ProM ................................. 265
                10.3 Other Process Mining Tools . . ................... 270
                10.4Outlook ............................... 274
            11 Analyzing “Lasagna Processes” ..................... 277
                11.1 Characterization of “Lasagna Processes” .............. 277
                11.2Use Cases . ............................. 281
                11.3 Approach . . ............................. 282
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