Artificial intelligence in innovation: how to spot emerging trends and technologies

C Mühlroth, M Grottke - IEEE Transactions on Engineering …, 2020 - ieeexplore.ieee.org
Firms apply strategic foresight in technology and innovation management to detect
discontinuous changes early, to assess their expected consequences, and to develop a …

Competitor identification: A review of use cases, data sources, and algorithms

M Werle, S Laumer - International Journal of Information Management, 2022 - Elsevier
Businesses have to deal with and survive in competitive, constantly changing landscapes
due to new entrants and exogenous shocks like the COVID-19 pandemic. Furthermore …

Innovation signals: leveraging machine learning to separate noise from news

C Mühlroth, L Kölbl, M Grottke - Scientometrics, 2023 - Springer
The early detection of and an adequate response to meaningful signals of change have a
defining impact on the competitive vitality and the competitive advantage of companies. For …

Method for the Semantic Modelling of the Product Context Using Text Mining for the Derivation of Innovation Potentials

M Riesener, M Kuhn, H Lauf… - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
Increased competitive pressure requires companies to increase their own innovative
capacity. In particular, innovation management must identify and analyze the external …

Obtaining More Specific Topics and Detecting Weak Signals by Topic Word Selection

L Kölbl, M Grottke - … and Statistical Computing: Modeling, Methods and …, 2020 - Springer
With topic modeling methods, such as Latent Dirichlet Allocation (LDA), we can find topics in
large text collections. To efficiently employ this information, there is a need for a method that …

[PDF][PDF] Maschinelle Analyse und Modellierung von Texten zum Monitoring von Markt-und Technologieumgebungen

R Blum, A Belger, R Zimmermann - Vorausschau und …, 2019 - d-nb.info
Um die Chancen eines zT rapiden wirtschaftlichen Wandels zu nutzen, benötigen
Unternehmen validiertes Wissen über Markt-, Branchen-und Technologiedynamiken. Eine …

Application of Topic Modeling for the Identification of Innovation Potentials in the Product Environment

M Riesener, M Kuhn, H Lauf… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
One way to counter the increased competitive pressure in globalised markets is to increase
a company's own innovation capacity. In most cases, innovations are a particular result of …

[PDF][PDF] Concept for the development of an innvation focused semantic product model

M Riesener, M Kuhn, H Lauf… - Proceedings of the 10th …, 2022 - researchgate.net
Development and production of innovative products is the core business activity of
manufacturing companies. During the development process, companies have to decide …

Intelligente Bots für die Trendforschung–Eine explorative Studie

C Mühlroth, L Kölbl, F Wiser, M Grottke… - Big Data Analytics …, 2021 - Springer
Zusammenfassung Das zielgerichtete Management von Innovationen hat in Zeiten globaler
und dynamischer Märkte einen maßgeblichen Einfluss auf die Wettbewerbsfähigkeit von …

Artificial intelligence as innovation accelerator

C Mühlroth - Proceedings of the 2020 on Computers and People …, 2020 - dl.acm.org
The origin and emergence of innovations has been a central question in research and
practice for decades. In this context, technological progress plays a decisive role: Existing …