Java-Powered AI: Implementing Intelligent Systems with Code
DOI:
https://doi.org/10.55662/JST.2023.4601Downloads
Keywords:
Java Programming, Artificial Intelligence, Machine Learning, Deep Learning, Natural Language ProcessingAbstract
The fusion of Artificial Intelligence (AI) and Java programming offers a powerful synergy, enabling developers to create intelligent systems and applications with efficiency, robustness, and scalability. This paper explores the amalgamation of Java's versatility and AI's cognitive capabilities, presenting various techniques, libraries, and methodologies that leverage Java's strengths in building AI-driven solutions. The paper commences with an overview of AI concepts and the landscape of Java's role in AI development. It delves into fundamental AI algorithms, such as machine learning, natural language processing (NLP), computer vision, and reinforcement learning, elucidating their implementation in Java through frameworks like Deeplearning, Weka, and Apache OpenNLP. Furthermore, it discusses the utilization of Java in crafting intelligent agents and exploring techniques for creating autonomous decision-making systems, expert systems, and heuristic-driven algorithms. It highlights the integration of Java with AI-enabled tools, emphasizing the importance of data preprocessing, feature engineering, and model deployment. Moreover, the paper examines the challenges and opportunities in Java-based AI development, addressing concerns related to performance optimization, compatibility with diverse data sources, and the interoperability of AI modules. Finally, the paper concludes with a glimpse into the future of Java-powered AI, envisioning advancements in Java libraries, frameworks, and methodologies that will foster the creation of more sophisticated, intelligent systems.
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References
P. Busetta, R. Rönnquist, A. Hodgson, and A. Lucas, "Jack intelligent agents-components for intelligent agents in java," AgentLink News Letter, vol. 2, no. 1, pp. 2-5, 1999.
T. Garneau and S. Delisle, "A new general, flexible and java-based software development tool for multiagent systems," in Proceedings of the International Conference on Information Systems and Engineering (ISE 2003), 2003, pp. 22-29.
E. Espinosa, A. Brito, and F. Ramos, "Intelligent agent-based virtual education using the Java technology," in International Conference on Intelligent Tutoring Systems, 1996: Springer, pp. 270-278.
https://doi.org/10.1007/3-540-61327-7_124
J. Jang and J. Choi, "A Java-Based Agent Management System for Dynamic Invocation of Heterogeneous Agents," in IC-AI, 1999: Citeseer, pp. 324-330.
R. Stagi, "Tracing methodologies and tools for Artificial Intelligence and Data Mining Java applications," Politecnico di Torino, 2020.
F. Lamberti and C. Demartini, "Low-cost home monitoring using a Java-based embedded computer," in 4th International IEEE EMBS Special Topic Conference on Information Technology Applications in Biomedicine, 2003., 2003: IEEE, pp. 342-345.
N. Neophytou and P. Evripidou, "Net-dbx: A Java-powered tool for interactive Debugging of MPI programs across the Internet," in Euro-Par'98 Parallel Processing: 4th International Euro-Par Conference Southampton, UK, September 1-4, 1998 Proceedings 4, 1998: Springer, pp. 181-189.
https://doi.org/10.1007/BFb0057851
W. Mostowski, "Formalisation and verification of Java Card security properties in dynamic logic," in International Conference on Fundamental Approaches to Software Engineering, 2005: Springer, pp. 357-371.
https://doi.org/10.1007/978-3-540-31984-9_27
W. Mostowski, Formal development of safe and secure Java card applets. Citeseer, 2005.
S. Heilala, "Optimizing Java for size: Compiler techniques for code compaction," 2007.
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License Terms
Ownership and Licensing:
Authors of this research paper submitted to the Journal of Science & Technology retain the copyright of their work while granting the journal certain rights. Authors maintain ownership of the copyright and have granted the journal a right of first publication. Simultaneously, authors agreed to license their research papers under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) License.
License Permissions:
Under the CC BY-NC-SA 4.0 License, others are permitted to share and adapt the work, as long as proper attribution is given to the authors and acknowledgement is made of the initial publication in the Journal of Science & Technology. This license allows for the broad dissemination and utilization of research papers.
Additional Distribution Arrangements:
Authors are free to enter into separate contractual arrangements for the non-exclusive distribution of the journal's published version of the work. This may include posting the work to institutional repositories, publishing it in journals or books, or other forms of dissemination. In such cases, authors are requested to acknowledge the initial publication of the work in the Journal of Science & Technology.
Online Posting:
Authors are encouraged to share their work online, including in institutional repositories, disciplinary repositories, or on their personal websites. This permission applies both prior to and during the submission process to the Journal of Science & Technology. Online sharing enhances the visibility and accessibility of the research papers.
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Authors are responsible for ensuring that their research papers do not infringe upon the copyright, privacy, or other rights of any third party. The Journal of Science & Technology and The Science Brigade Publishers disclaim any liability or responsibility for any copyright infringement or violation of third-party rights in the research papers.