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Herwig Unger, Mario M. Kubek - Theory and Application of Text-representing Centroids

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Herwig Unger, Mario M. Kubek

Theory and Application of Text-representing Centroids

Series: Informatik/ Kommunikation

Volume 863 2019

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H. Unger, M. M. Kubek Evolving Text Centroids S. 121-130

„… characterise text documents and thus can act as their very com-pact representation in automatic text processing …” „… processing within a single step. This contradicts theway in which humans read a text word by word from its …” „… tracemight be used as its (individual) fingerprint in further text processing tasks, e.g.as a means for …”

Titelei/Inhaltsverzeichnis

„… 978-3-18-386310-5, ISSN 0178-9627,¤ 57,00/VDI-Mitgliederpreis ¤ 51,30.Keywords: Text Processing – Text Centroid …” „… automated text processing tasks that strongly rely on the semantic similarity of texts. Algorithms to …” „… practical usage in major natural language processing and text mining tasks are covered. In this regard, a …”

M. M. Kubek, T. Böhme, H. Unger Spreading Activation: A Fast Calculation Method for Text Centroids S. 27-38

„… Activation: A Fast Calculation Method for Text Centroids 333.1 Exp. 1: Average Processing TimeIn the first …” „… Graph Based Methods for Natural Language Pro-cessing, TextGraphs-1, pages 73–80, Stroudsburg, PA, USA …” „… 27Spreading Activation: A Fast Calculation Method forText CentroidsMario M. Kubek1, Thomas Böhme2 …”

M. M. Kubek, H. Unger Centroid Terms as Text Representatives S. 7-26

„… docu-ments plays an important role in automatic text processing. For ex-ample, algorithms to topically …” „… text processing, e.g.to determine their semantic distances. In the next section, the fundamentals …” „… can act as their representatives infurther text processing tasks. These centroid terms can be regarded …”

M. M. Kubek, T. Böhme, H. Unger Empiric Experiments with Text-representing Centroids S. 39-54

„… applicability for tasksin natural language processing and text mining shall be discussed andtheir use justified …” „… 39Empiric Experiments with Text-representing CentroidsMario M. Kubek1, Thomas Böhme2 and Herwig …” „… similarities between textdocuments is derived.1 IntroductionText centroids – inspired from the centre of mass …”

H. Unger a `Librarian of the Web' really needed? S. 1-6

„… direct correspondence in natural language processing,where co-occurrence graphs are a commonly used model …” „… foundin form of Text-representing Centroids (TRCs or “Bedeutungsschwerpunkte” inGerman) as introduced in …” „… this booklet.It was inspired by some considerations on natural language processing, physicsas well as …”

H. Unger, M. M. Kubek Associative Ring Memory to Support Decentralised Search S. 91-106

„… automatic text processing and mining. In orderto make them a useful tool in textual search tasks as well, a …” „… and topi-cally characterise text documents and thus can act as their very com-pact representation in …” „… the memory’s management functions are discussed as well.1 MotivationText-representing centroids [12 …”

M. M. Kubek, H. Unger The WebEngine – A Fully Integrated, Decentralised Web Search Engine S. 107-120

„… compo-nents for automatic text processing (clustering and classification of web docu-ments and queries), for …” „… Information Processing,ICCIP ’16, pages 70–78, New York, NY, USA, ACM, 2016.[7] M. M. Kubek and H. Unger …” „… web structure while– for the first time – combining modern text analysis techniques withnovel and …”

M. M. Kubek, Herwig Unger Towards a Librarian of the Web S. 55-78

„… their own experienced process ofknowledge acquisition. It usually requires a deep study of the texts (if …” „… which also involves an estimation of thesemantic similarity and distance to other terms and texts …” „… any librarian in processing simplequeries and carrying out connectivity analyses and statistical …”

H. Unger, M. M. Kubek Concept Supporting a Resilient, Fault-tolerant and Decentralised Search S. 79-90

„… processing steps, the following updates are necessary:1. In the beginning, i.e. at the starting point of the …” „… ) http://www.faroo.com/hp/p2p/whitepaper.html[5] Kubek, M., Unger, H.: Centroid Terms as Text Representatives., In: DocEng’16 …” „… Communication and Information Process-ing (ICCIP 2016), ACM, Singapore, (2016)[7] Kubek, M., Böhme, T., Unger …”

doi.org/10.51202/9783186863102

Herwig Unger, Wolfgang A. Halang - Autonomous Systems 2016

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Herwig Unger (ed.), Wolfgang A. Halang (ed.)

Autonomous Systems 2016

Series: Informatik/ Kommunikation

Volume 848 2016

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Natural Language Processing S. 167-194

„… similarities between text documents plays an important role in automatic text processing. For example …” „… represent text documents in automatic text processing, e.g. to determine their semantic distances. In the …” „… further text processing tasks. These centroid terms can be regarded as the texts’ Centroid Terms and their …”

Titelei/Inhaltsverzeichnis

„… language processing, interface problems between humans and machines are solved with graph-based text …” „… section on natural language processing a new graph-based method determining centroid terms as text …” „… Routing – Suppression of Disturbances – Neural and Evolutionary Computing – Natural Language Processing …”

„… safety-related real-time data processing. 3.1 Unstructured Specification Techniques The main characteristics of …” „… regulation. Free Text The probably most natural method to specify requirements is to write them down the way …” „… the come in mind, for example as a free text. An example for a customer requirement in a free text …”

Education S. 195-218

„… their own way of studying – that is extracting from hard to understand scientific texts into an …” „… transfer the student’s inputs to arbitrary backends for evaluation and processing. This gives high …” „… their inputs. More complex answers given by students (e. g. as free text) need to be corrected manually …”

doi.org/10.51202/9783186848109

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VDI Wissensforum GmbH (ed.)

Automation 2023

Series: VDI-Berichte

Volume 2419 2023

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R. Benfer, M. Both, J. Müller Verbesserung der Abbildungsgenauigkeit von heterogen ausgeprägten Industrie 4.0 Verwaltungsschalen durch die Integration von Knowledge Graphen S. 501-512

„… Language Models aus dem Bereich des Natural Language Processing realisiert. Diese ermöglichen die Abbildung …” „… Wortteilen (Token) im Text maskiert, die anschließend durch das Modell vorhergesagt werden. Das im …” „… passen sich dynamisch an den Kontext der Token innerhalb des Textes an. [12] Durch das Finetuning wird …”

M. Both, J. Müller, C. Diedrich Konfigurationsfreies Energiemonitoring (Self-X) auf Basis einer automatisierten Abbildung von Kommunikationsnetzwerken durch Natural Language Processing S. 889-902

„… Kommunikationsnetzwerken durch Natural Language Processing Maximilian Both, Prof. Dr. Jochen Müller, Institut für …” „… Processing basiert. In der entwickelten Methode werden die Datenpunkte in einem vierstufigen Prozess …” „… mit Methoden künstlicher Intelligenz, konkret Natural Language Processing (NLP), auf Funktionen der …”

A. Stutz, M. Maurmaier, G. Biehler, S. Höme, M. Blumenstein OPC UA FX – A Potential Cross Communication Solution for the Module Type Package Concept S. 215-232

„… boundaries. PO2: As PO, I would like to define processing functions for interconnected system variables. PO3 …” „… : As PO, I want to configure variable interconnections and defined processing functions without having …” „… kinds in processing functions and interconnections. These requirements will be used for both the initial …”

B. C. Gül, N. Devarakonda, D. Dittler, N. Jazdi, M. Weyrich Using Federated Learning in the Context of Software-Defined Mobility Systems for Predictive Quality of Service S. 591-610

„… complex data processing and privacy issues in training of ML models with individual local data. Having …” „… computing power and high cost, which is not desirable. As a result, data processing becomes complicated and …” „… , such as text, photo, or video. Even if there are privacy-preserving methods in the literature to …”

J. Grothoff, T. Miny, M. Tarnow Challenges Utilizing PLCopen for OPC UA S. 999-1014

„… 61131-3 norm specifies textual and graphical programming languages, e.g., structured text and function …” „… is a global plant manufacturer for various types of metal processing plants. The automation …” „… metal processing plant is typically several decades long – while keeping all standardized engineering …”

N. Hahn, S. Rudolph Digitale Durchgängigkeit, Konsistenz und Interoperabilität im Produktlebenszyklus mit graphenbasierten Entwurfssprachen S. 443-458

„… the entire information processing of Industry 4.0 for development and production. However, the status …” „… Plug-Ins in Bild 4 sogenannte Model-to-Text (M2T) Transformationen darstellen. Eine vertiefte Betrachtung …”

doi.org/10.51202/9783181024195

Supaporn Simcharoen - Cooperatively Managing and Exploiting Distributed Co-occurrence Graphs

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Supaporn Simcharoen

Cooperatively Managing and Exploiting Distributed Co-occurrence Graphs

Series: Informatik/ Kommunikation

Volume 879 2022

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Introduction S. 1-8

„… structure of co-occurrence graphs obtained from processing a (big) set of texts may alsobe used to build the …” „… intelli-gence (XAI) by developing a new, brain-inspired method found in natural language processing.Furthermore …” „… and dedicated scientists by respective procedures [4].For centuries until today, written texts have …”

Co-occurrence Graphs S. 38-59

„… from a Text CorpusText documents usually contain much more information than term frequency vectors can …” „… accumulated knowledge concerning a chosen text or all documents that werereceived from a text corpus is used …” „… in subsequent text analysis steps to build such a graph [19].A co-occurrence graph can be constructed …”

Titelei/Inhaltsverzeichnis

„… – Decentralised System – Decentralised Managed Co-occurrence Graph – Decentralised Search Engine – Text Analysis …” „… Technique – Text-Representing Centroid – Recommendation ServiceThe property of terms to occur adjacently in …” „… text corpora can be expressed by co-occurrence graphs. Such data structures proved to be useful tools …”

References S. 117-130

„… Hagen. Her research focus is on text mining, natural language processing, anddecentralised search engine …” „… Annual Workshop on Circuits, Systems and Signal Processing,pages 570–577. Dutch Technology Foundation …” „… ] Anthony Cocciolo. The rise and fall of text on the web: a quantitative study of webarchives. Information …”

State of the Art S. 9-37

„… text-representing centroids (TRC) as a new method for the textcategorisation and content description is finally the …” „… three main parts: text acquisition, text transformation, andindex creation.1. Text acquisition …” „… to build a collection of documents, then a document data store likea database containing the text and …”

doi.org/10.51202/9783186879103

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VDI Wissensforum GmbH (ed.)

ELIV 2023

Series: VDI-Berichte

Volume 2423 2023

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P. Dreiseitel, D. Yesilbas Generative Artificial Intelligence – How AI Models Change the Way We Develop Automotive Products S. 405-418

„… Processing (NLP) are text-to-text foundation models such as the GPT family (Generalized Pre-Trained …” „… from mere data analysis to creative tasks such as text and image generation. Unlike traditional …” „… , including natural language processing (NLP) and image generation. This versatility has far-reaching …”

H. Ghezali, L. Trautmann, S. Witke, S. Herbold A Review of using Artificial Intelligence in Large Projects for Requirements Classification S. 573-588

„… assessment and further processing. In large projects this is a task to assign tens of thousands of …” „… deals with this kind of tasks is Natural Language Processing (NLP), which includes the processing and …” „… textual data and the classification of texts [1]. The assignment of requirements to teams can be viewed as …”

O. Kotte, L. Beermann, D. Ziegenbein, S. Ravi, M. Vinnakota Master Algorithm for Event-based Co-Simulation with FMI 3.0 for Timing Accurate Software-in-the-Loop S. 447-462

„… simulated time in each FMU, exchange of data, synchronization at events, enabling event processing/handling …” „… output of timing simulation is a text-based trace file containing a list of timing events that occur in …” „… comprises:  Pre-processing (e.g. obtaining/retrieving the incoming interface variable connections to this …”

doi.org/10.51202/9783181024232

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