Automated Pattern Recognition of Communication Behaviour in Electronic Business Negotiations

Buch | Softcover
XVII, 164 Seiten
2023 | 1st ed. 2023
Springer Fachmedien Wiesbaden GmbH (Verlag)
978-3-658-40533-5 (ISBN)

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Automated Pattern Recognition of Communication Behaviour in Electronic Business Negotiations - Muhammed Fatih Kaya
90,94 inkl. MwSt
The world of digitalisation is changing the way how people and business companies communicate with each other. Electronic negotiations represent one of the most important forms of business communication and can influence the successes and failures of companies in a significant way, whether in interorganisational or intraorganisational processes. Analysing negotiation interactions to determine pattern-based peculiarities in the communication offers new value-adding information concerning the management of optimised communication processes, even though the machine-based processing of communication data bears a series of challenges. The present book develops a new approach to analyse the automated pattern recognition potential of Machine Learning methods in unstructured negotiation communication. It presents holistic research frameworks for the effective detection of structural patterns and reveals the pattern labelling potential in high-dimensional communication data by analytically implementing a series of Machine Learning methods.

Dr. Muhammed Fatih Kaya is a postdoctoral researcher at the Information Systems 1 department (Institute of Interorganisational Management and Performance) at the University of Hohenheim in Germany. His research interests include Machine Learning, Natural Language Processing, Text Mining, Recommender Systems and Electronic Negotiations.

Introduction.- Application of Data Mining Methods for Pattern Recognition in  Negotiation Support Systems.- Advanced Maintenance of Data Richness in Business Communication Data - An Evaluation of Dimensionality Reduction Techniques.- Analytical Comparison of Clustering Techniques for the Recognition of Communication Patterns.- Pattern Labelling of Business Communication Data.- Discussion and Outlook.- References.

Erscheinungsdatum
Reihe/Serie Gabler Theses
Zusatzinfo XVII, 164 p. 30 illus., 10 illus. in color. Textbook for German language market.
Verlagsort Wiesbaden
Sprache englisch
Maße 148 x 210 mm
Gewicht 246 g
Themenwelt Wirtschaft Betriebswirtschaft / Management Unternehmensführung / Management
Wirtschaft Volkswirtschaftslehre Mikroökonomie
Schlagworte electronic negotiations • machine learning • Natural Language Processing • Negotiation Support Systems • Pattern Labelling • pattern recognition
ISBN-10 3-658-40533-3 / 3658405333
ISBN-13 978-3-658-40533-5 / 9783658405335
Zustand Neuware
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