By Wil M.P. van der Aalst
ISBN-10: 3642193447
ISBN-13: 9783642193446
More and additional info approximately company strategies is recorded by way of details platforms within the kind of so-called “event logs”. regardless of the omnipresence of such information, so much firms diagnose difficulties in keeping with fiction instead of proof. procedure mining is an rising self-discipline in line with technique model-driven ways and information mining. It not just permits agencies to completely enjoy the details saved of their platforms, however it is additionally used to ascertain the conformance of procedures, observe bottlenecks, and are expecting execution problems.
Wil van der Aalst can provide the 1st e-book on procedure mining. It goals to be self-contained whereas overlaying the full strategy mining spectrum from approach discovery to operational aid. partly I, the writer offers the fundamentals of commercial technique modeling and knowledge mining essential to comprehend the rest of the ebook. half II specializes in approach discovery because the most vital strategy mining activity. half III strikes past getting to know the keep watch over move of approaches and highlights conformance checking, and organizational and time views. half IV courses the reader in effectively utilising method mining in perform, together with an advent to the commonly used open-source software promenade. ultimately, half V takes a step again, reflecting at the fabric provided and the major open challenges.
Overall, this e-book presents a entire evaluation of the state-of-the-art in technique mining. it truly is meant for company technique analysts, company specialists, approach managers, graduate scholars, and BPM researchers.
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Additional info for Process Mining: Discovery, Conformance and Enhancement of Business Processes
Example text
Also classical verification approaches using exhaustive state-space analysis—often referred to as model checking [20]—can be seen as Play-out methods. , example behavior is taken as input and the goal is to construct a model. Play-in is often referred to as inference. The α-algorithm and other process discovery approaches are examples of Play-in techniques. Note that the Petri net of Fig. 2. , a model is learned on the basis of examples. However, traditionally, data mining has not been concerned with process models.
Moreover, process mining algorithms have been implemented in various academic and commercial systems. Today, there is an active group of researchers working on process mining and it has become one of the “hot topics” in BPM research. Moreover, there is a huge interest from industry in process mining. More and more software vendors started adding process mining functionality to their tools. Our open-source process mining tool ProM is widely used all over the globe and provides an easy starting point for practitioners, students, and academics.
A path deadlocks if it reaches a nonfinal state without any outgoing transitions. 2 Process Models 33 that the absence of deadlocks does not guarantee successful termination. , some transitions are still enabled but it is impossible to reach one of the final states. Any process model with executable semantics can be mapped onto a transition system. Therefore, many notions defined for transition systems can easily be translated to higher-level languages such as Petri nets, BPMN, and UML activity diagrams.
Process Mining: Discovery, Conformance and Enhancement of Business Processes by Wil M.P. van der Aalst
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