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t Prss qs sss rts t s r

  1. ❆♣♣❧✐❝❛❜✐❧✐t② ♦❢ Pr♦❝❡ss ▼✐♥✐♥❣ ❚❡❝❤♥✐q✉❡s ✐♥ ❇✉s✐♥❡ss ❊♥✈✐r♦♥♠❡♥ts ❆♥♥✉❛❧ ▼❡❡t✐♥❣ ■❊❊❊ ❚❛s❦ ❋♦r❝❡ ♦♥ Pr♦❝❡ss ▼✐♥✐♥❣ ❆♥❞r❡❛ ❇✉r❛tt✐♥  ❛♥❞r❡❛❜✉r❛tt✐♥ ❙❡♣t❡♠❜❡r ✽✱ ✷✵✶✹

  2. ❇r✐❡❢ ❈✉rr✐❝✉❧✉♠ ❱✐tæ ✷✵✵✾✱ ▼✳❙❝✳ ❈♦♠♣✉t❡r ❙❝✐❡♥❝❡ ✭❆✳■✳ ♣r♦❣r❛♠✮ ❯♥✐✈❡rs✐t② ♦❢ P❛❞♦✈❛ ✷✵✵✾ ✕ ✷✵✶✷✱ P❤✳❉✳ ❙✉♣❡r✈✐s♦r✿ Pr♦❢✳ ❆❧❡ss❛♥❞r♦ ❙♣❡r❞✉t✐ ❏♦✐♥t s❝❤♦♦❧ ❯♥✐✈❡rs✐t② ♦❢ ❇♦❧♦❣♥❛✕P❛❞♦✈❛ ❚❤❡s✐s ❞❡❢❡♥❞❡❞ ♦♥ ❆♣r✐❧ ✷✵✶✸ ✷✵✶✸ ✕ ✷✵✶✹✱ P♦st❞♦❝ Pr♦♠♣t ♣r♦❥❡❝t ✭ prompt.processmining.it ✮ ❯♥✐✈❡rs✐t② ♦❢ P❛❞♦✈❛ ❙♣❡❝♦❧❛✱ P❛❞♦✈❛✳ http://flic.kr/p/cEW5bo ✷ ♦❢ ✶✼

  3. P❤✳❉✳ ■♥❝❡♣t✐♦♥ P❤✳❉ ❜❛❝❦❣r♦✉♥❞ ■♥❝❡♣t✐♦♥ ❞✉r✐♥❣ ▼✳❙❝✳ t❤❡s✐s ❼ ❈♦♠♣❛♥✐❡s✿ st✉❞② ♦♥ ♣r♦❝❡ss ♠✐♥✐♥❣ ❆ ❝♦♠♣❛♥② ✭❙✐❛✈ ❙✳♣✳❆✳✮ ❢✉♥❞❡❞ ♠② P❤❉ ❼ ❆✐♠✿ ✐♥✈❡st✐❣❛t❡ ❛♣♣❧✐❝❛❜✐❧✐t② ♦❢ ♣r♦❝❡ss www.siav.it ♠✐♥✐♥❣ t❡❝❤♥✐q✉❡s ✐♥ ❜✉s✐♥❡ss s❝❡♥❛r✐♦s ❼ ■♥t❡r❛❝t✐♦♥ ✇✐t❤ ❝♦♠♣❛♥✐❡s✿ ✐♥t❡r❡st✐♥❣✦ ✭❜✉t s♦♠❡t✐♠❡s✳ ✳ ✳ ✮ ❖✉t❝♦♠❡ ❼ ✏❆♣♣❧✐❝❛❜✐❧✐t② ♦❢ Pr♦❝❡ss ▼✐♥✐♥❣ ❚❡❝❤♥✐q✉❡s ✐♥ ❇✉s✐♥❡ss ❊♥✈✐r♦♥♠❡♥ts✑ ✸ ♦❢ ✶✼

  4. ◗✉✐❝❦ ❘❡❝❛♣ ♦❢ Pr♦❝❡ss ▼✐♥✐♥❣ Imagination Incarnation /Environment control implement Operational Operational Information Model Incarnation System support describe (re-)design protocol / audit basis Process Mining analyze Extension augment Analytical Event Logs Model Conformance compare compare Discovery mine create Observation ❙♦✉r❝❡✿ ❈✳ ●ü♥t❤❡r✱ ✏Pr♦❝❡ss ♠✐♥✐♥❣ ✐♥ ❋❧❡①✐❜❧❡ ❊♥✈✐r♦♥♠❡♥ts✑ ✳ P❤❉ t❤❡s✐s✱ ❚❯✴❡✱ ❊✐♥❞❤♦✈❡♥✱ ✷✵✵✾✳ ✹ ♦❢ ✶✼

  5. ◗✉✐❝❦ ❘❡❝❛♣ ♦❢ Pr♦❝❡ss ▼✐♥✐♥❣ Imagination Incarnation /Environment control implement Operational Operational Information Model Incarnation System support describe (re-)design protocol / audit basis Process Mining analyze Extension augment Analytical Event Logs Model Conformance compare compare Discovery mine create Observation ❙♦✉r❝❡✿ ❈✳ ●ü♥t❤❡r✱ ✏Pr♦❝❡ss ♠✐♥✐♥❣ ✐♥ ❋❧❡①✐❜❧❡ ❊♥✈✐r♦♥♠❡♥ts✑ ✳ P❤❉ t❤❡s✐s✱ ❚❯✴❡✱ ❊✐♥❞❤♦✈❡♥✱ ✷✵✵✾✳ ✹ ♦❢ ✶✼

  6. ◗✉✐❝❦ ❘❡❝❛♣ ♦❢ Pr♦❝❡ss ▼✐♥✐♥❣ Imagination Incarnation /Environment control implement Operational Operational Information Model Incarnation System support describe (re-)design protocol / audit basis Process Mining analyze Extension augment Analytical Event Logs Model Conformance compare compare Discovery mine create Observation ❙♦✉r❝❡✿ ❈✳ ●ü♥t❤❡r✱ ✏Pr♦❝❡ss ♠✐♥✐♥❣ ✐♥ ❋❧❡①✐❜❧❡ ❊♥✈✐r♦♥♠❡♥ts✑ ✳ P❤❉ t❤❡s✐s✱ ❚❯✴❡✱ ❊✐♥❞❤♦✈❡♥✱ ✷✵✵✾✳ ✹ ♦❢ ✶✼

  7. ◗✉✐❝❦ ❘❡❝❛♣ ♦❢ Pr♦❝❡ss ▼✐♥✐♥❣ Imagination Incarnation /Environment control implement Operational Operational Information Model Incarnation System support describe (re-)design protocol / audit basis Process Mining analyze Extension augment Analytical Event Logs Model Conformance compare compare Discovery mine create Observation ❙♦✉r❝❡✿ ❈✳ ●ü♥t❤❡r✱ ✏Pr♦❝❡ss ♠✐♥✐♥❣ ✐♥ ❋❧❡①✐❜❧❡ ❊♥✈✐r♦♥♠❡♥ts✑ ✳ P❤❉ t❤❡s✐s✱ ❚❯✴❡✱ ❊✐♥❞❤♦✈❡♥✱ ✷✵✵✾✳ ✹ ♦❢ ✶✼

  8. ❈❛s❡ st✉❞✐❡s ♦♣❡♥ ♣r♦❜❧❡♠s ❯s✐♥❣ ♣r♦❝❡ss ♠✐♥✐♥❣ t♦♦❧s ❛♥❞ ❝♦♥✜❣✉r✐♥❣ ❛❧❣♦r✐t❤♠s ❘❡s✉❧ts ✐♥t❡r♣r❡t❛t✐♦♥ ❘❡❛❞❛❜❧❡ r❡s✉❧ts ❈♦♠♣✉t❛t✐♦♥❛❧ ♣♦✇❡r ❛♥❞ st♦r❛❣❡ ❝❛♣❛❝✐t② r❡q✉✐r❡❞ ◆♦t ♦✈❡r❧❛♣♣✐♥❣ s❡ts ❚❤❡♦r❡t✐❝❛❧ ✈s✳ ■♥❞✉str✐❛❧✲r❡❧❛t❡❞ ❖♣❡♥ Pr♦❜❧❡♠s ❙♦♠❡ ❧✐t❡r❛t✉r❡ ♦♣❡♥ ♣r♦❜❧❡♠s ❉✉♣❧✐❝❛t❡ t❛s❦s ❊①♣❧♦✐t✐♥❣ ❛❧❧ ❞❛t❛ ❛✈❛✐❧❛❜❧❡ ❍♦❧✐st✐❝ ♠✐♥✐♥❣ ❉✐✛❡r❡♥t ♣❡rs♣❡❝t✐✈❡s ❢r♦♠ ❞✐✛❡r❡♥t s♦✉r❝❡s ◆♦✐s❡ ❛♥❞ ✐♥❝♦♠♣❧❡t❡♥❡ss ✺ ♦❢ ✶✼

  9. ◆♦t ♦✈❡r❧❛♣♣✐♥❣ s❡ts ❚❤❡♦r❡t✐❝❛❧ ✈s✳ ■♥❞✉str✐❛❧✲r❡❧❛t❡❞ ❖♣❡♥ Pr♦❜❧❡♠s ❙♦♠❡ ❧✐t❡r❛t✉r❡ ♦♣❡♥ ♣r♦❜❧❡♠s ❉✉♣❧✐❝❛t❡ t❛s❦s ❊①♣❧♦✐t✐♥❣ ❛❧❧ ❞❛t❛ ❛✈❛✐❧❛❜❧❡ ❈❛s❡ st✉❞✐❡s ♦♣❡♥ ♣r♦❜❧❡♠s ❍♦❧✐st✐❝ ♠✐♥✐♥❣ ❯s✐♥❣ ♣r♦❝❡ss ♠✐♥✐♥❣ t♦♦❧s ❉✐✛❡r❡♥t ♣❡rs♣❡❝t✐✈❡s ❢r♦♠ ❛♥❞ ❝♦♥✜❣✉r✐♥❣ ❛❧❣♦r✐t❤♠s ❞✐✛❡r❡♥t s♦✉r❝❡s ◆♦✐s❡ ❛♥❞ ✐♥❝♦♠♣❧❡t❡♥❡ss ❘❡s✉❧ts ✐♥t❡r♣r❡t❛t✐♦♥ ❘❡❛❞❛❜❧❡ r❡s✉❧ts ❈♦♠♣✉t❛t✐♦♥❛❧ ♣♦✇❡r ❛♥❞ st♦r❛❣❡ ❝❛♣❛❝✐t② r❡q✉✐r❡❞ ✺ ♦❢ ✶✼

  10. ❚❤❡♦r❡t✐❝❛❧ ✈s✳ ■♥❞✉str✐❛❧✲r❡❧❛t❡❞ ❖♣❡♥ Pr♦❜❧❡♠s ❙♦♠❡ ❧✐t❡r❛t✉r❡ ♦♣❡♥ ♣r♦❜❧❡♠s ❉✉♣❧✐❝❛t❡ t❛s❦s ❊①♣❧♦✐t✐♥❣ ❛❧❧ ❞❛t❛ ❛✈❛✐❧❛❜❧❡ ❈❛s❡ st✉❞✐❡s ♦♣❡♥ ♣r♦❜❧❡♠s ❍♦❧✐st✐❝ ♠✐♥✐♥❣ ❯s✐♥❣ ♣r♦❝❡ss ♠✐♥✐♥❣ t♦♦❧s ❉✐✛❡r❡♥t ♣❡rs♣❡❝t✐✈❡s ❢r♦♠ ❛♥❞ ❝♦♥✜❣✉r✐♥❣ ❛❧❣♦r✐t❤♠s ❞✐✛❡r❡♥t s♦✉r❝❡s ◆♦✐s❡ ❛♥❞ ✐♥❝♦♠♣❧❡t❡♥❡ss ❘❡s✉❧ts ✐♥t❡r♣r❡t❛t✐♦♥ ❘❡❛❞❛❜❧❡ r❡s✉❧ts ❈♦♠♣✉t❛t✐♦♥❛❧ ♣♦✇❡r ❛♥❞ st♦r❛❣❡ ❝❛♣❛❝✐t② r❡q✉✐r❡❞ ✔ ◆♦t ♦✈❡r❧❛♣♣✐♥❣ s❡ts ✺ ♦❢ ✶✼

  11. P♦ss✐❜❧❡ ■♥❞✉str② ❙❝❡♥❛r✐♦s ❋♦✉r ♣♦ss✐❜❧❡ ✐♥❞✉str② s❝❡♥❛r✐♦s Pr♦❝❡ss ❛✇❛r❡ ✈s✳ Pr♦❝❡ss ✉♥❛✇❛r❡ Pr♦❝❡ss ❛✇❛r❡ s♦❢t✇❛r❡ ✈s✳ Pr♦❝❡ss ✉♥❛✇❛r❡ s♦❢t✇❛r❡ Pr♦❝❡ss ❆✇❛r❡ ❈♦♠♣❛♥✐❡s ❈♦♠♣❛♥② ✹ ❈♦♠♣❛♥② ✸ ❈♦♠♣❛♥② ✶ ❈♦♠♣❛♥② ✷ Pr♦❝❡ss ❯♥❛✇❛r❡ ❈♦♠♣❛♥✐❡s Pr♦❝❡ss ❯♥❛✇❛r❡ Pr♦❝❡ss ❆✇❛r❡ ■♥❢♦r♠❛t✐♦♥ ❙②st❡♠s ■♥❢♦r♠❛t✐♦♥ ❙②st❡♠s ✻ ♦❢ ✶✼

  12. ❚❤❡s✐s ❙tr✉❝t✉r❡ ❛♥❞ ❖r❣❛♥✐③❛t✐♦♥ Data Prepara � on Process Mining Process Mining Capable Event Stream Capable Event Logs Control ‐fl ow Mining Stream Control ‐fl ow Mining Process Representa � on Process Extension Results Evalua � on Model Evalua � on ✻ ♦❢ ✶✼

  13. ❖✈❡r✈✐❡✇ ✕ ❉❛t❛ Pr❡♣❛r❛t✐♦♥ Data Prepara�on Process Mining Process Mining Capable Event Stream Capable Event Logs Control‐flow Mining Stream Control‐flow Mining Process Representa�on Process Extension Results Evalua�on Model Evalua�on ✻ ♦❢ ✶✼

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