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Digital methods such as text and data mining are utilised more and more frequently to gather knowledge, thereby offering the ability to recognise patterns in large data sets as well as being the basis of machine learning. This work examines this digital method from a copyright perspective, evaluating the significance and controlling effect of copyright barriers, the special interests involved in scientific copyright law and elements of interdisciplinary knowledge. This comprehensive analysis structures this complex legal matter, identifies deficits and suggests viable solutions. One focus lies on the long-term accessibility of the research data that are generated within this process. Immer häufiger werden digitale Methoden wie das Text- und Data-Mining zur Erkenntnisfindung eingesetzt, das die Möglichkeit bietet, Muster in großen Datensätzen zu erkennen und zugleich Grundlage des maschinellen Lernens ist. Die Arbeit betrachtet diese Methode aus urheberrechtlicher Perspektive und berücksichtigt dabei die Bedeutung und Steuerungswirkung urheberrechtlicher Schranken, die besondere Interessenlage im Wissenschaftsurheberrecht sowie interdisziplinäre Erkenntnisse. In der umfassenden Analyse wird die komplexe Rechtsmaterie strukturiert, es werden Defizite aufgezeigt und konkrete Lösungsvorschläge unterbreitet. Ein Schwerpunkt liegt dabei auf der langfristigen Zugänglichkeit der erzeugten Forschungsdaten.

LNRC --- Bibliotheken, Data Mining, Forschungsdaten, Innovation, Kulturerbe-Einrichtung, Nachnutzung, Schranke, Text Mining, Wissenschaft, Zugang, Urheberrecht, Forschung, Text- und Data-Mining

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The interdisciplinary analysis examines machine learning (ML) frameworks used in AI development and gives practical answers to copyright issues arising in this matter. A special focus lies on database protection of ML models. Furthermore, the thesis offers an opinion on text and data mining restrictions in the AI context. Regarding the production of potentially copyrightable works by means of ML, the author discusses the issue of copyright attribution, suggests a solution, and proposes a flow chart to identify the author in various scenarios. In view of a potentially increasing autonomy of AI, an introduction to the interconnection of the concepts of intelligence, creativity and Computational Creativity is provided. Die interdisziplinäre Analyse nimmt konkreten Bezug zu in der KI-Entwicklung eingesetzten Machine Learning (ML)-Frameworks und gibt praxisrelevante Antworten auf damit zusammenhängende urheberrechtliche Fragen. Insbesondere der Datenbank(werk)schutz für ML-Modelle steht dabei im Fokus. Die Arbeit bietet außerdem eine Einschätzung der Relevanz von Text und Data Mining-Schranken im KI-Kontext. Mit Blick auf die Erzeugung von Werken durch bzw. mithilfe von ML wird die Zurechnungsproblematik erörtert, eine Lösung vorgeschlagen und eine Hilfestellung zur Ermittlung eines Urhebers angeboten. Darüber hinaus erfolgt hinsichtlich etwaiger KI-Autonomie eine Einführung in die Zusammenhänge von Intelligenz, Kreativität und Computational Creativity.

LNC, LNR, LNRC, 1QFE --- Autonome Systeme Computational Creativity KI KI-Erzeugnisse Kreativität Künstliche Intelligenz Maschine Softwareentwicklung Text und Data Mining UrhG Machine Learning Urheberrecht

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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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Data-Driven Decisions: A Practical Toolkit for Library and Information Professionals is a simple, jargon-free guide to using data for decision making in library services. The book walks readers step-by-step through each stage of implementing, reviewing and embedding data-driven decisions in their organisation, providing accessible visualisations, top tips and downloadable tools to support readers on their data journey. Starting with the absolute basics of using data, the author creates a framework for building skills and knowledge slowly until the reader is comfortable with even complex uses of data.

The book begins with an exploration of the foundations of data-driven decisions in libraries including a look at the impact of the current financial climate on resources, theoretical foundations of data collection and analysis, and how this book can be used in practice. The next section takes readers through the data-driven decisions model, providing a guide for understanding and a manual for implementation of the model. Finally, the book provides further perspectives and reading surrounding analysis and implementation of data-driven decisions. This section aims to give supplementary and focused information on different areas of data-driven decisions which can be included in processes once the reader understands the foundation of the book from earlier chapters.

Highly practical and written in an accessible style, this book is an essential resource for librarians and information professionals who increasingly need to justify decisions on programmes and services through quantifiable data.

Library administration --- Decision making. --- Libraries --- Library management --- Management --- Administration --- Organization --- Information resources management --- Quantitative research. --- Data mining. --- Algorithmic knowledge discovery --- Factual data analysis --- KDD (Information retrieval) --- Knowledge discovery in data --- Knowledge discovery in databases --- Mining, Data --- Database searching --- Data analysis (Quantitative research) --- Exploratory data analysis (Quantitative research) --- Quantitative analysis (Research) --- Quantitative methods (Research) --- Research --- Corporations --- Information resource management --- Information systems management --- IRM (Information resources management) --- Management information systems --- library. --- decision-making. --- information science. --- text and data mining. --- data processing. --- traitement électronique des données --- trattamento elettronico dei dati --- tratamiento electrónico de datos --- elektronické spracovanie údajov --- automatizované spracovanie údajov --- автоматска обработка на податоци --- automatska obrada podataka --- elektronikus adatfeldolgozás --- automatiseeritud andmetöötlus --- automātiskā datu apstrāde --- elektronička obrada podataka --- beeldverwerking --- tratamento de imagem --- elektroniskā datu apstrāde --- automatinis duomenų apdorojimas --- përpunim automatik i të dhënave --- automatic data processing --- electronic data processing --- adatkezelés --- automaatne andmetöötlus --- automaattinen tietojenkäsittely --- επεξεργασία εικόνων --- përpunim elektronik i të dhënave --- prelucrarea automată a datelor --- tratamento eletrónico dos dados --- traitement des images --- tratamento dos dados --- procesarea automată a datelor --- processamento informático --- elaborazione dei dati --- billedbehandling --- elektronické zpracování dat --- procesarea electronică a datelor --- elektrooniline andmetöötlus --- elektronische Datenverarbeitung --- Bildverarbeitung --- elektroninis duomenų apdorojimas --- tratamento de dados --- bildbehandling --- trattamento delle immagini --- automatické zpracování dat --- elektronische gegevensverwerking --- tratamiento de gráficos --- Datenverarbeitung --- обрада података --- gegevensverwerking --- obdelava podatkov --- përpunim të të dhënave --- duomenų apdorojimas --- databehandling --- procesarea datelor --- trattamento dei dati --- επεξεργασία δεδομένων --- processamento de dados --- proċessar tad-data --- traitement des données --- обработка на данни --- obrada podataka --- обработка на податоци --- tratamiento de datos --- zpracování dat --- tietojenkäsittely --- adatfeldolgozás --- andmetöötlus --- spracovanie údajov --- datu apstrāde --- próiseáil sonraí --- przetwarzanie danych --- 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 --- 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 --- documentalismo --- dokumentologji --- documentologie --- dokumentoloģija --- věda o informacích --- dokumentologija --- dokumentológia/náuka o informáciách --- teorie informace --- documentologia --- asiakirjojen hallinta --- documentology --- наука за информациите --- nauka o informacích --- informační věda --- επιστήμη των πληροφοριών --- informacja naukowa --- xjenza tal-informazzjoni --- informātika --- informationsvetenskap --- eolaíocht na faisnéise --- информационна наука --- ciencia de la información --- информатика --- informatika --- ciência da informação --- informacijska znanost --- Informationswissenschaft --- informatiewetenschap --- science de l'information --- informačná veda --- информациска наука --- știința informației --- scienze dell'informazione --- infoteadus --- információtudomány --- shkencë kompjuterike --- informationsvidenskab --- informatiikka --- beslutningsproces --- estrutura funcional --- beslutsprocess --- processus décisionnel --- döntéshozatali folyamat --- Beschlußfassung --- päätöksentekoprosessi --- decision-making process --- διαδικασία λήψης αποφάσεων --- beslutsförlopp --- proces i vendimmarrjes --- proceso decisorio --- határozathozatali eljárás --- processus de décision --- otsustamisprotsess --- besluitvormingsproces --- procedura di decisione --- processo decisorio --- beslutsprocedur --- lēmuma pieņemšanas process --- rozhodovací proces --- besluitvormingsprocedure --- proceso de toma de decisiones --- процес на одлучување --- procédure de décision --- proces de luare a deciziilor --- presa di decisioni --- proces odlučivanja --- Beschlussfassung --- processo di decisione --- beslutningsprocedure --- Beschlussverfahren --- proceso de decisión --- одлучување --- processo de decisão --- döntéshozatal --- Entscheidungsfindung --- odlučivanje --- podejmowanie decyzji --- Entscheidungsprozess --- besluitvorming --- доношење одлуке --- prise de décision --- донесување одлуки --- toma de decisiones --- взимане на решение --- határozathozatal --- teħid ta’ deċiżjonijiet --- vendim-marrje --- odločanje --- päätöksenteko --- otsuste tegemine --- beslutsfattande --- rozhodovanie --- processo decisionale --- tomada de decisão --- donošenje odluke --- beslutningstagning --- lēmuma pieņemšana --- sprendimų priėmimas --- cinnteoireacht --- λήψη απόφασης --- luarea deciziilor --- rozhodování --- studovna --- Bücherei --- hemeroteca --- čítárna --- читална --- kirjasto --- könyvtár --- leabharlann --- bibliotēka --- librerija --- biblioteka --- βιβλιοθήκη --- Bibliothek --- raamatukogu --- bibliothèque --- bibliotheek --- knižnica --- knihovna --- bibliotekë --- bibliotek --- bibliotecă --- knjižnica --- библиотека --- biblioteca --- digital technology. --- digitale Technologie --- teknoloġija diġitali --- digitalna tehnologija --- digitaalitekniikka --- tecnología digital --- digitale technologie --- technologie numérique --- tehnologie digitală --- digital teknologi --- teicneolaíocht dhigiteach --- digitální technologie --- teknologji dixhitale --- цифрова технология --- digital teknik --- digitálna technológia --- ψηφιακή τεχνολογία --- tecnologia digitale --- ciparu tehnoloģija --- digitaaltehnoloogia --- technologia cyfrowa --- skaitmeninė technologija --- tecnologia digital --- digitális technológia --- дигитална технологија --- Digitaltechnologie --- digitalteknik

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Utilize R to uncover hidden patterns in your Big Data About This Book Perform computational analyses on Big Data to generate meaningful results Get a practical knowledge of R programming language while working on Big Data platforms like Hadoop, Spark, H2O and SQL/NoSQL databases, Explore fast, streaming, and scalable data analysis with the most cutting-edge technologies in the market Who This Book Is For This book is intended for Data Analysts, Scientists, Data Engineers, Statisticians, Researchers, who want to integrate R with their current or future Big Data workflows. It is assumed that readers have some experience in data analysis and understanding of data management and algorithmic processing of large quantities of data, however they may lack specific skills related to R. What You Will Learn Learn about current state of Big Data processing using R programming language and its powerful statistical capabilities Deploy Big Data analytics platforms with selected Big Data tools supported by R in a cost-effective and time-saving manner Apply the R language to real-world Big Data problems on a multi-node Hadoop cluster, e.g. electricity consumption across various socio-demographic indicators and bike share scheme usage Explore the compatibility of R with Hadoop, Spark, SQL and NoSQL databases, and H2O platform In Detail Big Data analytics is the process of examining large and complex data sets that often exceed the computational capabilities. R is a leading programming language of data science, consisting of powerful functions to tackle all problems related to Big Data processing. The book will begin with a brief introduction to the Big Data world and its current industry standards. With introduction to the R language and presenting its development, structure, applications in real world, and its shortcomings. Book will progress towards revision of major R functions for data management and transformations. Readers will be introduce to Cloud based Big Data solutions (e.g. Amazon EC2 instances and Amazon RDS, Microsoft Azure and its HDInsight clusters) and also provide guidance on R connectivity with relational and non-relational databases such as MongoDB and HBase etc. It will further expand to include Big Data tools such as Apache Hadoop ecosystem, HDFS and MapReduce frameworks. Also other R compatible tools such as Apache Spark, its machine learning library Spark MLlib, as well as H2O. Style and approach This book will serve as a practical guide...

R (Computer program language) --- Data mining. --- Information visualization. --- Data visualization --- Visualization of information --- Information science --- Visual analytics --- Algorithmic knowledge discovery --- Factual data analysis --- KDD (Information retrieval) --- Knowledge discovery in data --- Knowledge discovery in databases --- Mining, Data --- Database searching --- GNU-S (Computer program language) --- Domain-specific programming languages --- text and data mining. --- programming language. --- big data. --- cloud computing. --- data processing. --- software. --- изчисления в облак --- molntjänster --- Cloud-Computing --- mākoņdatošana --- cloudcomputing --- pilvipalvelu --- cloud computing --- computação na nuvem --- felhőalapú számítástechnika --- computación en nube --- računalstvo u oblaku --- chmura obliczeniowa --- informatique en nuage --- υπολογιστικό νέφος --- pilvandmetöötlus --- računalništvo v oblaku --- néalríomhaireacht --- debesijos kompiuterija --- fornitur ta' servizzi tal-applikazzjonijiet --- infrastruttura come servizio --- lietojumprogrammas pakalpojuma sniedzējs --- Cloud-Dienst --- ASP --- Hardware-as-a-Service --- platforma jako služba --- platforma kao usluga --- infrastructure sous forme de service --- infrastruktura jako usługa --- hardware como servicio --- hardware bħala servizz --- infraestrutura como serviço --- felhőalapú szolgáltatás --- апаратна част като услуга --- IaaS --- λογισμικό ως υπηρεσία --- hardware jako služba --- Hardware as a Service --- hyrhårdvara --- platforma kā pakalpojums --- piattaforma come servizio --- nuvola informatica --- palvelualustan ulkoistaminen --- software come servizio --- πλατφόρμα ως υπηρεσία --- software como serviço --- platform as a service --- software jako služba --- програмно осигуряване като услуга --- cloudová služba --- néalseirbhísí --- hyrprogram --- infrastruktura kao usluga --- Application Service Provider --- matériel sous forme de service --- infrastructure als een dienst --- softvér ako služba --- etäsovelluspalvelu --- laitteistot palveluna --- oprogramowanie jako usługa --- molnet --- seirbhís bogearra de réir éilimh --- υποδομή ως υπηρεσία --- usługa w chmurze --- alkalmazásszolgáltató --- programska oprema kot storitev --- alkalmazás-szolgáltató --- PaaS --- infrastruttura bħala servizz --- cloudtjeneste --- servizz ta' cloud --- software als een dienst --- iaas-tjänst --- saas-tjänst --- hardware as a service --- platforma kot storitev --- Software as a Service --- fornitore di servizi applicativi --- platforma jako usługa --- servizi nella nuvola --- hardware als een dienst --- Software-as-a-Service --- application service provider --- poskytovatel aplikačních služeb --- mākoņpakalpojums --- услуга в облак --- platform als een dienst --- riistvara kui teenus --- ponudnik programskih storitev --- hardver kao usluga --- felhőszolgáltatás --- logiciel à la demande --- sovelluspalvelu --- инфраструктура като услуга --- service infonuagique --- software bħala servizz --- infrastruktúraszolgáltatás --- HaaS --- tehnična infrastruktura kot storitev --- platformszolgáltatás --- Infrastructure as a Service --- plataforma como serviço --- Infrastructure-as-a-Service --- fornecedor de aplicações --- paas-tjänst --- infraestructura como servicio --- programmatūra kā pakalpojums --- infrastruktūra kā pakalpojums --- service en nuage --- serviço de computação na nuvem --- platforma ako služba --- logiciel sous forme de service --- hardware come servizio --- software as a service --- sovellusvuokrauspalvelun tarjoaja --- plataforma como servicio --- softver kao usluga --- platvorm kui teenus --- SaaS --- Platform as a Service --- datormoln --- υλικό ως υπηρεσία --- υπηρεσία υπολογιστικού νέφους --- cloud service --- service dématérialisé --- pjattaforma bħala servizz --- poskytovateľ aplikačných služieb --- Anwendungsdienstleister --- hardvér ako služba --- matériel à la demande --- serviciu de cloud --- usluga u oblaku --- hardverszolgáltatás --- infraštruktúra ako služba --- rakendusteenuse pakkuja --- servicio en nube --- pružatelji usluga aplikacije --- tietotekniikan resurssipalvelu --- pilveteenus --- proveedor de servicios de aplicaciones --- furnizor al aplicației --- equipamento informático como serviço --- tarkvara kui teenus --- Platform-as-a-Service --- soláthraí seirbhíse feidhmchlár --- software ca serviciu --- infrastruktuur kui teenus --- szoftverszolgáltatás --- clouddienst --- felhő alapú szolgáltatás --- платформа като услуга --- πάροχος υπηρεσιών εφαρμογών --- debesų kompiuterija --- platformă ca serviciu --- storitev v oblaku --- palvelimien ylläpidon ulkoistaminen palveluntarjoajalle --- debesija --- infrastructure à la demande --- verkkosovelluspalvelu --- hardware ca serviciu --- fournisseur d'applications en ligne --- software como servicio --- infrastruktura jako služba --- it-moln --- infrastructură ca serviciu --- servizi cloud --- aparatūra kā pakalpojums --- infrastructure as a service --- etäresurssipalvelu --- informatique dématérialisée --- доставчик на услуги, свързани с приложения --- macrodatos --- lielie dati --- data velkého objemu --- big data --- големи податоци --- големи информационни масиви --- duże zbiory danych --- mégadonnées --- mórshonraí --- megadados --- Big Data --- velepodatki --- μεγαδεδομένα --- volume mari de date --- veľké dáta --- velika količina podataka --- didieji duomenys --- stordata --- iso data --- suurandmed --- nagy adathalmazok --- grandes dados --- technologia dużych zbiorów danych --- données de masse --- veľký súbor dát --- análisis de macrodatos --- veliki skup podataka --- grote datasets --- technológia veľkých dát --- big-databronnen --- голяма съвкупност от данни --- tömeges adatok --- tecnologia dos megadados --- stort datasæt --- velkoobjemová data --- données massives --- analiza volumelor mari de date --- set mare de date --- date în masă --- massadatateknologia --- duży zbiór danych --- bigdatabronnen --- nagy adathalmazok elemzése --- analyse de mégadonnées --- množični podatki --- analitika tal-big data --- hromadné dáta --- μαζικά δεδομένα --- datos masivos --- grande insieme di dati --- τεχνολογία μεγαδεδομένων --- big data-teknologi --- grandes volumes de dados --- big data technológia --- технология на големите информационни масиви --- grande conjunto de dados --- massadata --- Massendatenanalyse --- masveida dati --- dejta bil-massa --- large data set --- голям масив от данни --- big-data-analyse --- tehnologija za velike količine podataka --- suurandmete haldamine --- ανάλυση μεγαδεδομένων --- didžiųjų duomenų technologija --- Massendaten --- teknoloġija tal-big data --- analytika veľkých dát --- massedata --- tecnologia big data --- analisi di big data --- анализиране на големи информационни масиви --- Big-Data-Technologie --- lielo datu tehnoloģija --- stordataanalys --- μεγάλο σύνολο δεδομένων --- analitika velepodatkov --- tehnologie de lucru cu volume mari de date --- massadatan analysointi --- golema količina podataka --- sett kbir ta’ dejta --- didžiųjų duomenų analitika --- massadata-analyysi --- óriási méretű adathalmazok --- bigdata-analyse --- dati di massa --- grand ensemble de données --- tehnologija velepodatkov --- velká data --- big data-analyse --- suuret tietoaineistot --- stordatasystem --- stordatateknik --- masiniai duomenys --- análise de megadados --- analiza velikih količina podataka --- olltiomsú sonraí --- amplio conjunto de datos --- tecnología de macrodatos --- hromadná data --- liela datu kopa --- big data analytics --- große Datenbasis --- big data technology --- suurandmete tehnoloogia --- technologie dat velkého objemu --- lielo datu analītika --- nagy adattömegek --- množica velepodatkov --- technologie de mégadonnées --- massa de dados --- mass data --- analýza dat velkého objemu --- massadatatekniikka --- programavimo kalba --- език за програмиране --- gjuhë e programimit --- teanga ríomhchlárúcháin --- limbaj de programare --- programmeringsspråk --- linguaggio di programmazione --- programmeertaal --- programnyelv --- programmēšanas valoda --- γλώσσα προγραμματισμού --- linguagem de programação --- język programowania --- programmeerimiskeel --- програмски јазик --- lenguaje de programación --- programovací jazyk --- lingwa tal-ipprogrammar --- Programmiersprache --- programmeringssprog --- langage de programmation --- програмски језик --- ohjelmointikieli --- programski jezik --- limbaj avansat --- számítógépes nyelv --- γλώσσα μηχανής --- hoch entwickelte Programmiersprache --- tietokonekieli --- Maschinensprache --- machine language --- kompiuterio kalba --- arvutikeel --- künstliche Sprache --- linguaggio macchina --- limbaj mașină --- langage assembleur --- assemblerspråk --- gépi nyelv --- strojni jezik --- машински јазик --- maskinspråk --- počítačový jazyk --- kompjutorski jezik --- linguagem-máquina --- dotazovací jazyk --- računalni jezik --- hogere programmeertaal --- машински код --- konekieli --- udviklet sprog --- ανώτερη γλώσσα --- gjuhë makinerie --- mašininė kalba --- machinetaal --- lenguaje máquina --- computer language --- mašīnvaloda --- lenguaje de alto nivel --- linguagem evoluída --- gjuhë kompjuterike --- Assemblersprache --- strojový jazyk --- datorvaloda --- högnivåspråk --- langage évolué --- компјутерски јазик --- strojový kód --- linguaggio evoluto --- assembler --- maskinsprog --- masinakeel --- 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 --- софтуер --- λογισμικό --- софтвер (умотворина) --- tarkvara --- Software --- programmatūra --- programinė įranga --- ohjelmisto --- programmel --- softuer --- softwer --- software --- софтвер --- szoftver --- programvara --- logiciel --- oprogramowanie --- softvér --- computerprogramma --- bogearraí --- programska oprema --- program software --- industrie software --- aplikační programové vybavení --- ανάπτυξη πληροφορικής --- software d'attuazione --- desenvolvimento informático --- programiranje --- programinės įrangos kūrimas --- program de calculator --- programmēšana --- softwarový průmysl --- software-industrie --- programminženierija --- ríomhchlárú --- vývoj informačních technologií --- programa de computador --- Programmierung --- sviluppo di software --- programação informática --- soporte lógico informático --- industri e softuerëve --- edb-program --- sviluppo informatico --- разработване на програми --- ohjelmistoala --- tarkvaratehnika --- програмирање --- tarkvaratööstus --- szoftverfejlesztés --- tarkvarapakett --- softver --- programación informática --- progiciel --- Softwaretechnologie --- programinės įrangos pramonė --- tietokoneen ohjelmointi --- programma software --- software package --- Anwendungssoftware --- desenvolvimento de software --- software development --- datorprogram --- ohjelmistosuunnittelu --- προγραμματισμός Η/Υ --- programmeren --- vývoj softvéru --- tietokoneohjelma --- computer programme --- kompiuterio programavimas --- pacáiste bogearraí --- softwareudvikling --- indústria do software --- Rechnerprogramm --- mjukvara --- softwareontwerp --- arvutiprogrammeerimine --- firmware --- dezvoltare de software --- programinės įrangos technika --- kompiuterio programa --- razvoj programske opreme --- programska podrška --- programme d'ordinateur --- софтверски пакет --- programozás --- standardiserad programvara --- arvutiprogramm --- πληροφορικά προγράμματα --- Softwareindustrie --- programska potpora --- programmazione informatica --- programování --- conceção de software --- industria del software --- ríomhchlárúchán --- industrie du logiciel --- software di base --- balík programů --- počítačový program --- programvaruindustri --- programmatūras pakotne --- softwareontwikkeling --- programmelindustri --- razvoj softvera --- datorprogrammering --- microprogramma --- softwarový balík --- programa de ordenador --- számítógépes program --- ingegneria del software --- softvérový balík --- inxhinieri e softuerëve --- počítačové programovanie --- développement logiciel --- ohjelmistopakkaus --- programa informático --- tietotekniikan kehittäminen --- forbairt bogearraí --- programmation informatique --- desarrollo de programas informáticos --- ohjelmistokehitys --- vývoj softwaru --- programmapakket --- βιομηχανία προγραμμάτων Η/Υ --- softvérové inžinierstvo --- EDV-Programm --- datorprogramma --- softwareindustri --- προγράμματα συστημάτων Η/Υ --- sada programů --- softwarová technologie --- Software-Engineering --- software industry --- dezvoltare informatică --- suporte lógico --- Informatikentwicklung --- edb-programmering --- Standardsoftware --- aplikační software --- softwarové inženýrství --- innealtóireacht bogearraí --- paketë softueri --- tarkvaraarendus --- programové vybavení --- ríomhchlár --- programma di calcolatore --- προγράμματα ηλεκτρονικών υπολογιστών --- softvérový priemysel --- programmatuur --- ανάπτυξη λογισμικού --- software engineering --- informatikai fejlesztés --- programų paketas --- software applicativo --- développement informatique --- computer programming --- szoftvergyártás --- programmering --- programmatūras izstrāde --- żvilupp ta' softwer --- software aplicativ --- programa de aplicação --- génie logiciel --- развитие на информационните технологии --- programim kompjuterik --- program kompjuterik --- информатичко решение --- Datenverarbeitung --- обрада података --- gegevensverwerking --- obdelava podatkov --- përpunim të të dhënave --- duomenų apdorojimas --- databehandling --- procesarea datelor --- trattamento dei dati --- επεξεργασία δεδομένων --- processamento de dados --- proċessar tad-data --- traitement des données --- обработка на данни --- obrada podataka --- обработка на податоци --- tratamiento de datos --- zpracování dat --- tietojenkäsittely --- adatfeldolgozás --- andmetöötlus --- spracovanie údajov --- datu apstrāde --- próiseáil sonraí --- przetwarzanie danych --- traitement électronique des données --- trattamento elettronico dei dati --- tratamiento electrónico de datos --- elektronické spracovanie údajov --- automatizované spracovanie údajov --- автоматска обработка на податоци --- automatska obrada podataka --- elektronikus adatfeldolgozás --- automatiseeritud andmetöötlus --- automātiskā datu apstrāde --- elektronička obrada podataka --- beeldverwerking --- tratamento de imagem --- elektroniskā datu apstrāde --- automatinis duomenų apdorojimas --- përpunim automatik i të dhënave --- automatic data processing --- electronic data processing --- adatkezelés --- automaatne andmetöötlus --- automaattinen tietojenkäsittely --- επεξεργασία εικόνων --- përpunim elektronik i të dhënave --- prelucrarea automată a datelor --- tratamento eletrónico dos dados --- traitement des images --- tratamento dos dados --- procesarea automată a datelor --- processamento informático --- elaborazione dei dati --- billedbehandling --- elektronické zpracování dat --- procesarea electronică a datelor --- elektrooniline andmetöötlus --- elektronische Datenverarbeitung --- Bildverarbeitung --- elektroninis duomenų apdorojimas --- tratamento de dados --- bildbehandling --- trattamento delle immagini --- automatické zpracování dat --- elektronische gegevensverwerking --- tratamiento de gráficos