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This is the second edition of Wil van der Aalst’s seminal book on process mining, which now discusses the field also in the broader context of data science and big data approaches. It includes several additions and updates, e.g. on inductive mining techniques, the notion of alignments, a considerably expanded section on software tools and a completely new chapter of process mining in the large. It is self-contained, while at the same time covering the entire process-mining spectrum from process discovery to predictive analytics. After a general introduction to data science and process mining in Part I, Part II provides the basics of business process modeling and data mining necessary to understand the remainder of the book. Next, Part III focuses on process discovery as the most important process mining task, while Part IV moves beyond discovering the control flow of processes, highlighting conformance checking, and organizational and time perspectives. Part V offers a guide to successfully applying process mining in practice, including an introduction to the widely used open-source tool ProM and several commercial products. Lastly, Part VI takes a step back, reflecting on the material presented and the key open challenges. Overall, this book provides a comprehensive overview of the state of the art in process mining. It is intended for business process analysts, business consultants, process managers, graduate students, and BPM researchers.

Logic --- Office management --- Business policy --- Business management --- Computer science --- Programming --- Computer architecture. Operating systems --- Information systems --- Computer. Automation --- ICT (informatie- en communicatietechnieken) --- IR (information retrieval) --- applicatiebeheer --- apps --- big data --- data science --- computers --- informatica --- bedrijfsadministratie --- programmeren (informatica) --- informatiesystemen --- organisatiecultuur --- informatietechnologie --- software engineering --- computerkunde --- architectuur (informatica) --- Application software. --- Information storage and retrieval. --- Information technology. --- Business—Data processing. --- Software engineering. --- Computer logic. --- Information Systems Applications (incl. Internet). --- Information Storage and Retrieval. --- IT in Business. --- Software Engineering. --- Logics and Meanings of Programs. --- Computer Appl. in Administrative Data Processing. --- Fouille de données --- Mémorisation des données --- Analyse des données --- Traitement des données --- open data --- text and data mining --- Information storage and retrieval --- Computer software engineering --- Engineering --- IT (Information technology) --- Technology --- Telematics --- Information superhighway --- Knowledge management --- Computer science logic --- Logic, Symbolic and mathematical --- Application computer programs --- Application computer software --- Applications software --- Apps (Computer software) --- Computer software --- documentación informatizada --- documentazione informatizzata --- systém automatické dokumentace --- automatický dokumentační systém --- kompiuterizuotoji dokumentavimo sistema --- uchovávání informací --- datorizēta dokumentācijas sistēma --- računalno podržana dokumentacija --- documentación automatizada --- automatizirana dokumentacija --- computerised documentation system --- ukládání informací --- automatiserad dokumentbehandling --- automatická dokumentace --- selekce informací --- počítačová dokumentace --- arvutipõhine dokumenteerimissüsteem --- sistem i kompjuterizuar dokumentimi --- tietokoneistettu asiakirjajärjestelmä --- documentation automatisée --- documentação automatizada --- kompjutorizirana dokumentacija --- αυτοματοποίηση της τεκμηρίωσης --- rechnergestützte Dokumentation --- počítačový dokumentačný systém --- documentare informatizată --- automatisierte Dokumentation --- elektronická dokumentace --- ukládání a vyhledávání dat --- geautomatiseerde documentatie --- automatické zpracování informací --- vyhledávání informací --- przechowywanie i wyszukiwanie informacji --- складиштење и тражење података --- informática documental --- informatique documentaire --- informacijos laikymas ir paieška --- stóráil agus aisghabháil sonraí --- πληροφορική της τεκμηρίωσης --- електронско чување и пребарување податоци --- dokumentarisk datamatik --- dokumentbehandling --- informatie en documentatie --- informācijas uzkrāšana un izguve --- uchovanie a vyhľadávanie informácií --- документална информатика --- tiedon tallennus ja haku --- dokumentacijska obdelava podatkov --- obrada dokumentacijskih podataka --- stocarea și regăsirea informației --- dokumentarische Datenverarbeitung --- ukládání a vyhledávání informací --- informatikë dokumentimi --- számítógépes dokumentáció --- info salvestamine ja otsing --- informatica documentaria --- ħżin u aċċess għall-informazzjoni --- tekst- en datamining --- prospección de texto y datos --- teksto ir duomenų gavyba --- tekstizrace un datizrace --- eksploracja tekstów i danych --- Text- und Data-Mining --- εξόρυξη κειμένων και δεδομένων --- szöveg- és adatbányászat --- estrazzjoni ta'test u ta'data --- автоматизиран анализ на текст и извличане на данни --- tekst- og dataudvinding --- besedilno in podatkovno rudarjenje --- extragere de text și de date --- estrazione di testo e di dati --- rudarenje teksta i podataka --- teksti- ja andmekaeve --- tekstin- ja tiedonlouhinta --- hĺbková analýza údajov --- prospeção de textos e dados --- exploration de textes et de données --- vytěžování textů a dat --- text- och datautvinning --- fouille de textes et de données --- estrazione di testo e dati --- dolování textů a dat --- data mining --- adatbányászat --- mineração de textos e dados --- tekst- og datamining --- Text- und Datenschürfen --- TDM --- estrazione di dati e di testo --- szövegbányászat --- text mining --- наука за данните --- andmeteadus --- datavidenskab --- duomenų mokslas --- znanost o podacima --- ciência dos dados --- datatiede --- datawetenschap --- xjenza tad-data: --- science des données --- dátová veda --- podatkovne vede --- datová věda --- ciencia de datos --- Datenwissenschaft --- datu zinātne --- scienza dei dati --- nauka o danych --- επιστήμη δεδομένων --- știința datelor --- adattudomány --- gegevenswetenschap --- datavetenskap --- offene Daten --- nyílt hozzáférésű adatok --- avoin data --- atvērtie dati --- dados abertos --- свободно достъпни данни --- otvorené údaje --- open gegevens --- odprti podatki --- δημόσια δεδομένα --- otwarte dane --- atvirieji duomenys --- data libera --- datos abiertos --- öppna data --- otevřená data --- dati aperti --- date deschise --- otvoreni podaci --- åbne data --- données ouvertes --- avatud andmed --- sonraí oscailte --- julkinen tietoaineisto --- avoin julkinen data --- data libera pubblika --- ανοιχτά δημόσια δεδομένα --- свободно достъпни държавни данни --- tilgængelige offentlige data --- public open data --- otwarte dane publiczne --- otvoreni javni podaci --- otevřená data veřejné správy --- atvērtie publiskā sektora dati --- nyílt adatok --- nyílt kormányzati adatok --- dati pubblici aperti --- open overheidsgegevens --- datos públicos de libre acceso --- atvērtie pārvaldes dati --- date publice deschise --- ανοιχτά δεδομένα του δημόσιου τομέα --- verejné otvorené údaje --- otvoreni podaci javne uprave --- öffentliche offene Daten --- datos abiertos de las administraciones públicas --- odprti vladni podatki --- otvorené údaje verejnej správy --- odprti javni podatki --- обществено достъпни данни --- data libera tal-gvern --- datan avoin saatavuus --- données ouvertes publiques --- dados abertos públicos --- offene Behördendaten --- dati aperti nella pubblica amministrazione --- dati pubblici --- veřejně přístupná data --- données ouvertes gouvernementales --- publieke open gegevens --- dados do Estado abertos --- julkinen avoin data --- avoin viranomaisdata --- nyílt közadatok --- open government data --- åbne offentlige data --- otwarte dane rządowe --- date guvernamentale deschise --- mianadóireacht téacs agus sonraí --- ανοιχτά δεδομένα

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Many important planning decisions in society and business depend on proper knowledge and a correct understanding of movement, be it in transportation, logistics, biology, or the life sciences. Today the widespread use of mobile phones and technologies like GPS and RFID provides an immense amount of data on location and movement.  What is needed are new methods of visualization and algorithmic data analysis that are tightly integrated and complement each other to allow end-users and analysts to extract useful knowledge from these extremely large data volumes. This is exactly the topic of this book. As the authors show, modern visual analytics techniques are ready to tackle the enormous challenges brought about by movement data, and the technology and software needed to exploit them are available today. The authors start by illustrating the different kinds of data available to describe movement, from individual trajectories of single objects to multiple trajectories of many objects, and then proceed to detail a conceptual framework, which provides the basis for a fundamental understanding of movement data. With this basis, they move on to more practical and technical aspects, focusing on how to transform movement data to make it more useful, and on the infrastructure necessary for performing visual analytics in practice. In so doing they demonstrate that visual analytics of movement data can yield exciting insights into the behavior of moving persons and objects, but can also lead to an understanding of the events that transpire when things move. Throughout the book, they use sample applications from various domains and illustrate the examples with graphical depictions of both the interactive displays and the analysis results. In summary, readers will benefit from this detailed description of the state of the art in visual analytics in various ways. Researchers will appreciate the scientific precision involved, software technologists will find essential information on algorithms and systems, and practitioners will profit from readily accessible examples with detailed illustrations for practical purposes.

Data mining. --- Information visualization. --- Pattern perception. --- Visual analytics. --- Engineering & Applied Sciences --- Computer Science --- Computer science. --- Database management. --- Information storage and retrieval systems. --- Optical pattern recognition. --- Informatics --- Automatic data storage --- Automatic information retrieval --- Automation in documentation --- Computer-based information systems --- Data processing systems --- Data storage and retrieval systems --- Discovery systems, Information --- Information discovery systems --- Information processing systems --- Information retrieval systems --- Machine data storage and retrieval --- Mechanized information storage and retrieval systems --- Data base management --- Data services (Database management) --- Database management services --- DBMS (Computer science) --- Generalized data management systems --- Services, Database management --- Systems, Database management --- Systems, Generalized database management --- Algorithmic knowledge discovery --- Factual data analysis --- KDD (Information retrieval) --- Knowledge discovery in data --- Knowledge discovery in databases --- Mining, Data --- Pattern recognition. --- Application software. --- Geographical information systems. --- Computer Science. --- Database Management. --- Data Mining and Knowledge Discovery. --- Geographical Information Systems/Cartography. --- Pattern Recognition. --- Computer Appl. in Administrative Data Processing. --- Science --- Electronic data processing --- Database searching --- Optical data processing --- Pattern perception --- Perceptrons --- Visual discrimination --- Computer systems --- Electronic information resources --- Data libraries --- Digital libraries --- Information organization --- Information retrieval --- Information systems. --- Geographical information systems --- GIS (Information systems) --- Information storage and retrieval systems --- Geography --- Application computer programs --- Application computer software --- Applications software --- Apps (Computer software) --- Computer software --- Design perception --- Pattern recognition --- Form perception --- Perception --- Figure-ground perception --- database management system. --- text and data mining. --- information storage and retrieval. --- computer applications. --- geographical information system. --- information processing. --- przetwarzanie informacji --- përpunimi ë informacionit --- infotöötlus --- spracovanie informácií --- zpracování informací --- информационна обработка --- információfeldolgozás --- proċessar tal-informazzjoni --- tiedonkäsittely --- informācijas apstrāde --- obrada informacija --- elaborazione delle informazioni --- procesare informații --- traitement de l'information --- informationsbehandling --- próiseáil faisnéise --- Informationsverarbeitung --- обработка на информации --- obdelava informacij --- επεξεργασία πληροφοριών --- tratamiento de la información --- informatieverwerking --- tratamento da informação --- informacijos apdorojimas --- обрада информација --- obrada obavijesti --- automatisierte Informationsverarbeitung --- automatisk informationsbehandling --- prelucrare informații --- automatische informatieverwerking --- információkezelés --- elektronisk informationsbehandling --- tratamento computorizado --- trasferimento delle informazioni su elaboratore --- trattamento elettronico del calcolatore --- rechnergestützte Informationsverarbeitung --- trattamento automatico dell'informazione --- Sistema de Información Geográfica --- córas faisnéise geografaí --- sistema di informazione geografica --- sistema de informação geográfica --- geografický informačný systém --- geografski informacijski sustav --- ģeogrāfiskā informācijas sistēma --- географска информационна система --- geografický informační systém --- geografiskt informationssystem --- geograafilise informatsiooni süsteem --- geografisk informationssystem --- sistem i informacionit gjeologjik --- sistema ta' informazzjoni ġeografika --- térinformatikai rendszer --- sistem de informații geografice --- geografinė informacijos sistema --- σύστημα γεωγραφικής πληροφόρησης --- географски информациски систем --- geografski informacijski sistem --- geografisches Informationssystem --- system informacji geograficznej --- geografisch informatiesysteem --- système d'information géographique --- географски информациони систем --- paikkatietojärjestelmä --- geographisches Informationssystem --- GIS --- SIG --- компютърни приложения --- rakendusinformaatika --- εφαρμοσμένη πληροφορική --- informática aplicada --- toegepaste informatica --- aplikovaná informatika --- angewandte Informatik --- računalniške aplikacije --- tietotekniikkasovellukset --- počítačové aplikácie --- informatica applicata --- kompiuterių taikymas --- aplicații pe calculator --- informatique appliquée --- računalni namjenski program --- feidhmchláir --- aplikacione kompjuteri --- рачунарске апликације --- applikazzjonijiet informatiċi --- informatyka stosowana --- datora lietojumprogrammas --- anvendt datamatik --- tillämpad informatik --- alkalmazott számítástechnika --- компјутерска наменска програма --- užitá informatika --- компјутерска апликација --- arvutirakendused --- applied computer science --- soveltava tietotekniikka --- shkenca e aplikuar e kompjuterave --- računalna aplikacija --- taikomoji kompiuterija --- alkalmazott informatika --- aplikacijski program --- lietišķā datorzinātne --- aplikovaná počítačová veda --- aplikovaná počítačová věda --- informatică aplicată --- przechowywanie i wyszukiwanie informacji --- складиштење и тражење података --- informática documental --- informatique documentaire --- informacijos laikymas ir paieška --- stóráil agus aisghabháil sonraí --- πληροφορική της τεκμηρίωσης --- електронско чување и пребарување податоци --- dokumentarisk datamatik --- dokumentbehandling --- informatie en documentatie --- informācijas uzkrāšana un izguve --- uchovanie a vyhľadávanie informácií --- документална информатика --- tiedon tallennus ja haku --- dokumentacijska obdelava podatkov --- obrada dokumentacijskih podataka --- stocarea și regăsirea informației --- dokumentarische Datenverarbeitung --- ukládání a vyhledávání informací --- informatikë dokumentimi --- számítógépes dokumentáció --- info salvestamine ja otsing --- informatica documentaria --- ħżin u aċċess għall-informazzjoni --- documentación informatizada --- documentazione informatizzata --- systém automatické dokumentace --- automatický dokumentační systém --- kompiuterizuotoji dokumentavimo sistema --- uchovávání informací --- datorizēta dokumentācijas sistēma --- računalno podržana dokumentacija --- documentación automatizada --- automatizirana dokumentacija --- computerised documentation system --- ukládání informací --- automatiserad dokumentbehandling --- automatická dokumentace --- selekce informací --- počítačová dokumentace --- arvutipõhine dokumenteerimissüsteem --- sistem i kompjuterizuar dokumentimi --- tietokoneistettu asiakirjajärjestelmä --- documentation automatisée --- documentação automatizada --- kompjutorizirana dokumentacija --- αυτοματοποίηση της τεκμηρίωσης --- rechnergestützte Dokumentation --- počítačový dokumentačný systém --- documentare informatizată --- automatisierte Dokumentation --- elektronická dokumentace --- ukládání a vyhledávání dat --- geautomatiseerde documentatie --- automatické zpracování informací --- vyhledávání informací --- tekst- en datamining --- prospección de texto y datos --- teksto ir duomenų gavyba --- tekstizrace un datizrace --- eksploracja tekstów i danych --- Text- und Data-Mining --- εξόρυξη κειμένων και δεδομένων --- szöveg- és adatbányászat --- mianadóireacht téacs agus sonraí --- estrazzjoni ta'test u ta'data --- автоматизиран анализ на текст и извличане на данни --- tekst- og dataudvinding --- besedilno in podatkovno rudarjenje --- extragere de text și de date --- estrazione di testo e di dati --- rudarenje teksta i podataka --- teksti- ja andmekaeve --- tekstin- ja tiedonlouhinta --- hĺbková analýza údajov --- prospeção de textos e dados --- exploration de textes et de données --- vytěžování textů a dat --- text- och datautvinning --- fouille de textes et de données --- estrazione di testo e dati --- dolování textů a dat --- data mining --- adatbányászat --- mineração de textos e dados --- tekst- og datamining --- Text- und Datenschürfen --- TDM --- estrazione di dati e di testo --- szövegbányászat --- text mining --- córas bainistíochta bunachar sonraí --- sistem upravljanja baze podatkov --- andmebaasihaldur --- system zarządzania bazą danych --- databasestyringssystem --- система за управление на база данни --- Datenbankverwaltungssystem --- sustav za upravljanje bazom podataka --- duomenų bazės valdymo sistema --- σύστημα διαχείρισης βάσης δεδομένων --- sistema ta’ mmaniġġjar ta’ bażi ta' data --- систем за управување бази на податоци --- sistema de gestão de base de dados --- систем управљања базом података --- tietokannan hallintajärjestelmä --- systém řízení báze dat --- adatbázis-kezelő rendszer --- managementul bazelor de date --- database management system --- datu bāzes pārvaldības sistēma --- sistema di gestione di base dati --- sistema de gestión de bases de datos --- systém správy databáz --- sistem menaxhimi i bazës së të dhënave --- databashanteringssystem --- système de gestion de base de données --- relációs adatbázis --- relationellt DBMS --- DBVS --- hierarchický DBMS --- DBMS --- ΣΔΒΔ --- hierarkiskt DBMS --- hierarkinen tietokanta --- DBPS --- hierarchinė duomenų bazės valdymo sistema --- relační SŘBD --- hierarhiline baasihaldur --- hiërarchisch DBMS --- hierarkisk DBMS --- objektově orientovaný SŘBD --- SŘBD --- sąryšinė duomenų bazės valdymo sistema --- SGBD jerárquico --- SGBD relationnel --- SGBD relacional --- relaatiotietokanta --- SGBD hiérarchique --- DBMS ndërvarësie --- relatsioonbaasihaldur --- relations-DBMS --- systém řízení databáze --- ιεραρχικό ΣΔΒΔ --- relationales DBMS --- beheerssysteem van gegevensbestanden --- relational DBMS --- hierarchical DBMS --- DBMS hierarkike --- SGBD --- managementul relațional al bazelor de date --- data base management system --- hierarchisches DBMS --- SGBD gerarchico --- SGBD relazionale --- управување бази на податоци --- hierarchický SŘBD --- relāciju datu bāzes pārvaldības sistēma --- hierarchikus adatbázis --- hierarhiska datu bāzes pārvaldības sistēma --- σχεσιακό ΣΔΒΔ --- relačný DBMS --- databashanterare --- managementul ierarhic al bazelor de date --- relationeel DBMS --- Computer science --- Database management --- Data mining --- Optical pattern recognition --- Geographic information systems. --- Informatique --- Bases de données --- Exploration de données (Informatique) --- Reconnaissance optique des formes (Informatique) --- Systèmes d'information --- Gestion --- Noms géographiques --- EPUB-LIV-FT LIVINFOR SPRINGER-B