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"Mara, Wil"
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Explainable Predictive Decision Mining for Operational Support
Several decision points exist in business processes (e.g., whether a purchase order needs a manager's approval or not), and different decisions are made for different process instances based on their characteristics (e.g., a purchase order higher than $500 needs a manager approval). Decision mining in process mining aims to describe/predict the routing of a process instance at a decision point of the process. By predicting the decision, one can take proactive actions to improve the process. For instance, when a bottleneck is developing in one of the possible decisions, one can predict the decision and bypass the bottleneck. However, despite its huge potential for such operational support, existing techniques for decision mining have focused largely on describing decisions but not on predicting them, deploying decision trees to produce logical expressions to explain the decision. In this work, we aim to enhance the predictive capability of decision mining to enable proactive operational support by deploying more advanced machine learning algorithms. Our proposed approach provides explanations of the predicted decisions using SHAP values to support the elicitation of proactive actions. We have implemented a Web application to support the proposed approach and evaluated the approach using the implementation.
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Stegosaurus
Stegosaurus is best known for the flat plates that ran along its back and its spiked tail. Readers will learn all about this incredible dinosaur, from what it ate and how it found food to what it looked like and how big it was.
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On the playground
Playground safety rules are explained clearly, and readers are taught how to avoid dangerous equipment and irresponsible children as they play.
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What should I do? if there is a fire
Readers learn what to do if they are caught in a burning building, how to prepare for such events ahead of time, and how to react to firefighters.
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From gecko feet to ... adhesive tape
Introduces the concept of developing new products from observations in the natural world, focusing on adhesives and glues.
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Cybercriminals
The Internet offers a huge range of incredible benefits to its users. Unfortunately, it also provides criminals with a whole new way to lie, steal, and cheat from behind the safety of a computer screen. Readers will find out how these cutting-edge criminals hack into bank accounts, steal information, and much more while remaining a step ahead of the authorities. They will also learn how to protect themselves from cybercrime and use the Internet safely.
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