000 | 03037nam a22005055i 4500 | ||
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001 | 978-3-030-96655-3 | ||
003 | DE-He213 | ||
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007 | cr nn 008mamaa | ||
008 | 220325s2022 sz | s |||| 0|eng d | ||
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_a9783030966553 _9978-3-030-96655-3 |
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024 | 7 |
_a10.1007/978-3-030-96655-3 _2doi |
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_aKJQ _2thema |
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_a658.4038 _223 |
100 | 1 |
_aLeemans, Sander J. J. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut |
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245 | 1 | 0 |
_aRobust Process Mining with Guarantees _h[electronic resource] : _bProcess Discovery, Conformance Checking and Enhancement / _cby Sander J. J. Leemans. |
250 | _a1st ed. 2022. | ||
264 | 1 |
_aCham : _bSpringer International Publishing : _bImprint: Springer, _c2022. |
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300 |
_aXIX, 467 p. 201 illus., 100 illus. in color. _bonline resource. |
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336 |
_atext _btxt _2rdacontent |
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_acomputer _bc _2rdamedia |
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_aonline resource _bcr _2rdacarrier |
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_atext file _bPDF _2rda |
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490 | 1 |
_aLecture Notes in Business Information Processing, _x1865-1356 ; _v440 |
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505 | 0 | _aIntroduction -- Preliminaries -- Process Mining -- Recursive Process Discovery -- Abstractions -- Discovery Algorithms -- Conformance Checking -- Evaluation -- Enhancement and inductive visual miner -- Conclusion -- index. | |
520 | _aThis book presents techniques for process discovery, conformance checking and enhancement. For process discovery, it introduces the Inductive Miner framework: a recursive skeleton for discovery techniques that in itself provides several guarantees. The framework is instantiated in several concrete discovery techniques, each of which targets a specific challenge of process discovery, such as incompleteness of information or noisy behavior. For conformance checking, it introduces the Projected Conformance Checking framework, which focuses on speed, but nevertheless provides several guarantees, such as that for certain classes of models, it can decide language equivalence. For enhancement, it introduces the Inductive visual Miner, a well-polished end-user focused tool that includes process discovery, conformance checking and that can visualize performance on a discovered model, all without any user input. | ||
650 | 0 |
_aInformation technology _xManagement. |
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650 | 1 | 4 | _aBusiness Process Management. |
650 | 2 | 4 | _aComputer Application in Administrative Data Processing. |
710 | 2 | _aSpringerLink (Online service) | |
773 | 0 | _tSpringer Nature eBook | |
776 | 0 | 8 |
_iPrinted edition: _z9783030966546 |
776 | 0 | 8 |
_iPrinted edition: _z9783030966560 |
830 | 0 |
_aLecture Notes in Business Information Processing, _x1865-1356 ; _v440 |
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856 | 4 | 0 | _uhttps://doi.org/10.1007/978-3-030-96655-3 |
912 | _aZDB-2-SCS | ||
912 | _aZDB-2-SXCS | ||
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942 | _cSPRINGER | ||
999 |
_c178612 _d178612 |