SmartSellTM - The New Way to Sell Online

New Zealand's Lowest Prices. Guaranteed

Conformance Checking and Diagnosis in Process Mining
By

Rating
Product Details

Table of Contents

Introduction.- 1.1 Processes, Models, and Data.- 1.2 Process Mining.- 1.3 Conformance Checking Explained: The University Case.- 1.4 Book Outline.- Part I Conformance Checking in Process Mining.- 2 Conformance Checking and its Challenges.- 2.1 The Role of Process Models in Conformance Checking.- 2.2 Dimensions of Conformance Checking.- 2.3 Replay-based and Align-based Conformance Checking.- 2.4 Challenges of Conformance Checking.- 3 Conformance Checking and its Elements.- 3.1 Basic Notations.- 3.2 Event Log.- 3.3 Process Models.- 3.4 Process Modeling Formalisms.- 3.4.1 Petri Nets.- 3.4.2 Workflow Nets.- 3.4.3 Other Formalisms.- Part II Precision in Conformance Checking.- 4 Precision in Conformance Checking.- 4.1 Precision: The Forgotten Dimension.- 4.2 The Importance of Precision.- 4.3 Measures of Precision.- 4.4 Requirements for Precision.- 5 Measuring Precision.- 5.1 Precision based on Escaping Arcs.- 5.2 Constructing the Observed Behavior.- 5.3 Incorporating Modeled Behavior.- 5.4 Detecting Escaping Arcs and Evaluating Precision.- 5.5 Minimal Imprecise Traces.- 5.6 Limitations and Extensions.- 5.6.1 Unfitting Scenario.- 5.6.2 Indeterministic Scenario.- 5.7 Summary.- 6 Evaluating Precision in Practice.- 6.1 The University Case: The Appeals Process.- 6.2 Experimental Evaluation.- 7 Handling Noise and Incompleteness.- 7.1 Introduction.- 7.2 Robustness on the Precision.- 7.3 Confidence on Precision.-7.3.1 Upper Confidence Value.- 7.3.2 Lower Confidence Value.- 7.4 Experimental Results.- 7.5 Summary.- 8 Assessing Severity.- 8.1 Introduction.- 8.2 Severity of an Escaping Arc.- 8.2.1 Weight of an Escaping Arc.- 8.2.2 Alternation of an Escaping Arc.- 8.2.3 Stability of an Escaping Arc.- 8.2.4 Criticality of an Escaping Arc.- 8.2.5 Visualizing the Severity.- 8.2.6 Addressing Precision Issues based on Severity.- 8.3 Experimental Results.- 8.4 Summary.- 9 Handling non-Fitness.- 9.1 Introduction.- 9.2 Cost-Optimal Alignment.- 9.3 Precision based on Alignments.- 9.4 Precision from 1-Alignment.- 9.5 Summary.- 10 Alternative and Variants to Handle non-Fitness.- 10.1 Precision from All-Alignment.- 10.2 Precision from Representative-Alignment.- 10.3 Abstractions for the Precision based on Alignments.- 10.3.1 Abstraction on the Order.- 10.3.2 Abstraction on the Direction.- 10.4 Summary.- 11 Handling non-Fitness in Practice.- 11.1 The University Case: The Exchange Process.- 11.2 Experimental Results.- Part III Decomposition in Conformance Checking.- 12 Decomposing Conformance Checking. -12.1 Introduction.- 12.2 Single-Entry Single-Exit and Refined Process Structure Tree.- 12.3 Decomposing Conformance Checking using SESEs.- 12.4 Summary.- 13 Decomposing for Fitness Checking.- 13.1 Introduction.- 13.2 Bridging a Valid Decomposition.- 13.3 Decomposition with invisible/duplicates.- 13.4 Summary.- 14 Decomposing Conformance Checking in Practice.- 14.1 The Bank Case: The Transaction Process.- 14.2 Experimental Results.- 15 Diagnosing Conformance.- 15.1 Introduction.- 15.2 Topological Conformance Diagnosis.- 15.3 Multi-level Conformance Diagnosis and its Applications.- 15.3.1 Stand-alone Checking.- 15.3.2 Multi-Level Analysis.- 15.3.3 Filtering.- 15.4 Experimental Results.- 15.5 Summary.- 16 Data-aware Processes and Alignments.- 16.1 Introduction.- 16.2 Data-aware Processes.- 16.2.1 Petri nets with Data.- 16.2.2 Event Logs and Relating Models to Event Logs.- 16.2.3 Data Alignments.- 16.3 Summary.- 17 Decomposing Data-aware Conformance.- 17.1 Introduction.- 17.2 Valid Decomposition of Data-aware Models.- 17.3 SESE-based Strategy for a Valid Decomposition.- 17.4 Implementation and Experimental Results.- 17.5 Summary.- 18 Event-based Real-time Decomposed Conformance Checking.- 18.1 Introduction.- 18.2 Event-based Real-time Decomposed Conformance.- 18.2.1 Model and Log Decomposition.- 18.2.2 Event-based Heuristic Replay.- 18.3 Experimental Results.- 18.4 Summary.- Part IV Conclusions and Future Work.- 19 Conclusions.- 19.1 Conclusion and Reflection.- 19.2 Summary of Contributions.- 19.3 Challenges and Directions for Future Work.- References.

Ask a Question About this Product More...
Write your question below:
Look for similar items by category
People also searched for
How Fishpond Works
Fishpond works with suppliers all over the world to bring you a huge selection of products, really great prices, and delivery included on over 25 million products that we sell. We do our best every day to make Fishpond an awesome place for customers to shop and get what they want — all at the best prices online.
Webmasters, Bloggers & Website Owners
You can earn a 5% commission by selling Conformance Checking and Diagnosis in Process Mining: Comparing Observed and Modeled Processes (Lecture Notes in Business Information Processing) on your website. It's easy to get started - we will give you example code. After you're set-up, your website can earn you money while you work, play or even sleep! You should start right now!
Authors / Publishers
Are you the Author or Publisher of a book? Or the manufacturer of one of the millions of products that we sell. You can improve sales and grow your revenue by submitting additional information on this title. The better the information we have about a product, the more we will sell!
Item ships from and is sold by Fishpond World Ltd.
Back to top