Knowledge-based Project Management with the Help of AI and Cloud Techniques
In safety-critical IT projects, the success of which is crucial to public safety, the failure of an IT system can have far-reaching consequences. In practice, however, the reuse of valuable experience-based knowledge, which is often available in natural language and on different IT systems or in phy...
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| Κύριοι συγγραφείς: | , , |
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| Μορφή: | Online |
| Γλώσσα: | Αγγλικά |
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Logos Verlag Berlin
2025
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| Θέματα: | |
| Διαθέσιμο Online: | ONIX_20250425_9783832559021_13 |
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| _version_ | 1869528028838625280 |
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| author | Zelewski, Stephan Peter Schagen, Jan Sethupathy, Ganen |
| author_browse | Peter Schagen, Jan Sethupathy, Ganen Zelewski, Stephan |
| author_facet | Zelewski, Stephan Peter Schagen, Jan Sethupathy, Ganen |
| author_sort | Zelewski, Stephan |
| collection | Directory of Open Access Books |
| description | In safety-critical IT projects, the success of which is crucial to public safety, the failure of an IT system can have far-reaching consequences. In practice, however, the reuse of valuable experience-based knowledge, which is often available in natural language and on different IT systems or in physical documents, poses a considerable challenge. If this experience-based knowledge is not taken into account, the consequences can be serious and lead to high additional costs and considerable project delays. One possible approach to solving these problems lies at the interface of business administration, business informatics and computer science. This approach combines the previously separate disciplines of project management, knowledge management and artificial intelligence (AI). It shows how proven “traditional” AI techniques, especially ontologies and case-based reasoning, can be used effectively in safety-critical IT projects. By combining ontology-supported case-based reasoning with artificial neural networks for the “modern” Word2Vec technique, a cloud-based software is designed that can be used to significantly improve the reuse of experience-based knowledge in safety-critical IT projects. The article presented here shows how the combination of traditional and modern AI techniques can provide a key to the systematic reuse of mission-critical experience-based knowledge in IT projects. |
| format | Online |
| id | doab-20.500.12854ir-158909 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2025 |
| publishDateRange | 2025 |
| publishDateSort | 2025 |
| publisher | Logos Verlag Berlin |
| publisherStr | Logos Verlag Berlin |
| record_format | ojs |
| spelling | doab-20.500.12854ir-1589092025-04-25T11:49:19Z Knowledge-based Project Management with the Help of AI and Cloud Techniques Zelewski, Stephan Peter Schagen, Jan Sethupathy, Ganen Project Management Knowledge Management Artificial Intelligence IT Cloud Case-based Reasoning thema EDItEUR::K Economics, Finance, Business and Management::KJ Business and Management thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics thema EDItEUR::U Computing and Information Technology::UY Computer science::UYQ Artificial intelligence In safety-critical IT projects, the success of which is crucial to public safety, the failure of an IT system can have far-reaching consequences. In practice, however, the reuse of valuable experience-based knowledge, which is often available in natural language and on different IT systems or in physical documents, poses a considerable challenge. If this experience-based knowledge is not taken into account, the consequences can be serious and lead to high additional costs and considerable project delays. One possible approach to solving these problems lies at the interface of business administration, business informatics and computer science. This approach combines the previously separate disciplines of project management, knowledge management and artificial intelligence (AI). It shows how proven “traditional” AI techniques, especially ontologies and case-based reasoning, can be used effectively in safety-critical IT projects. By combining ontology-supported case-based reasoning with artificial neural networks for the “modern” Word2Vec technique, a cloud-based software is designed that can be used to significantly improve the reuse of experience-based knowledge in safety-critical IT projects. The article presented here shows how the combination of traditional and modern AI techniques can provide a key to the systematic reuse of mission-critical experience-based knowledge in IT projects. 2025-04-25T11:49:17Z 2025-04-25T11:49:17Z 2024 book ONIX_20250425_9783832559021_13 9783832559021 https://directory.doabooks.org/handle/20.500.12854/158909 eng image/jpeg Attribution-NonCommercial-NoDerivatives 4.0 International https://www.logos-verlag.de/cgi-bin/engbuchmid?isbn=5902&lng=eng&id= https://www.logos-verlag.de/ebooks/OA/978-3-8325-5902-1.pdf Logos Verlag Berlin Logos Verlag Berlin 10.30819/5902 10.30819/5902 04b263a1-7fba-4491-9eae-1c394ac42fc3 9783832559021 Logos Verlag Berlin 275 Berlin open access |
| spellingShingle | Project Management Knowledge Management Artificial Intelligence IT Cloud Case-based Reasoning thema EDItEUR::K Economics, Finance, Business and Management::KJ Business and Management thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics thema EDItEUR::U Computing and Information Technology::UY Computer science::UYQ Artificial intelligence Zelewski, Stephan Peter Schagen, Jan Sethupathy, Ganen Knowledge-based Project Management with the Help of AI and Cloud Techniques |
| title | Knowledge-based Project Management with the Help of AI and Cloud Techniques |
| title_full | Knowledge-based Project Management with the Help of AI and Cloud Techniques |
| title_fullStr | Knowledge-based Project Management with the Help of AI and Cloud Techniques |
| title_full_unstemmed | Knowledge-based Project Management with the Help of AI and Cloud Techniques |
| title_short | Knowledge-based Project Management with the Help of AI and Cloud Techniques |
| title_sort | knowledge based project management with the help of ai and cloud techniques |
| topic | Project Management Knowledge Management Artificial Intelligence IT Cloud Case-based Reasoning thema EDItEUR::K Economics, Finance, Business and Management::KJ Business and Management thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics thema EDItEUR::U Computing and Information Technology::UY Computer science::UYQ Artificial intelligence |
| topic_facet | Project Management Knowledge Management Artificial Intelligence IT Cloud Case-based Reasoning thema EDItEUR::K Economics, Finance, Business and Management::KJ Business and Management thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics thema EDItEUR::U Computing and Information Technology::UY Computer science::UYQ Artificial intelligence |
| url | ONIX_20250425_9783832559021_13 |
| work_keys_str_mv | AT zelewskistephan knowledgebasedprojectmanagementwiththehelpofaiandcloudtechniques AT peterschagenjan knowledgebasedprojectmanagementwiththehelpofaiandcloudtechniques AT sethupathyganen knowledgebasedprojectmanagementwiththehelpofaiandcloudtechniques |