在人工智能驱动的数字转型中增强数据安全弹性:通过ALCOA+原则探索行业挑战和解决方案
Mikael Ham Sembiring1, Fahrul Nizar Novagusda1
1The Republic Indonesia Defense University, Sentul, Bogor, Indonesia.
本研究探讨了使用ALCOA+数据验证原则构建强大的人工智能 (AI) 系统. 实施这些可以确保数据完整性,确定性和安全性在AI驱动的跨行业数字化转型.
科学领域:
- 计算机科学 计算机科学
- 信息科学 信息科学 信息科学
- 数据科学数据科学数据科学
背景情况:
- 数据完整性至关重要,由MHRA定义为维护数据的准确性,一致性和完整性.
- 模仿人类智能的人工智能 (AI) 系统在各个领域越来越普遍.
- 人工智能的影响越来越大,需要强大的数据验证策略.
研究的目的:
- 检查强大的人工智能系统的构建.
- 将ALCOA+原则纳入人工智能框架中的数据验证.
- 在人工智能驱动的数字转型中增强数据确定性和安全性.
主要方法:
- 对过去十年的Scopus索引文献进行了全面的审查.
- 分析重点是人工智能在制造业,医疗诊断和工业监管中的应用.
- 该研究研究了ALCOA+原则在AI数据验证中的整合.
主要成果:
- 人工智能广泛应用于制造业优化,工艺监控,诊断和预测.
- 人工智能实施面临挑战,包括潜在的系统偏见和数据安全风险.
- ALCOA+原则为确保人工智能系统中的数据有效性,真实性和完整性提供了一个框架.
结论:
- 强大的AI系统建设需要系统的记录,有效性检查和数据的定期更新.
- 确保数据完整性至关重要,因为人工智能集成扩展到教育和其他行业.
- 实施ALCOA+提高了数据确定性和安全性,这对于人工智能驱动的数字化转型至关重要.
更多相关视频
06:32Author Spotlight: Automated Deep Brain Stimulation for Parkinson's Disease - Exploring the Possibilities and Challenges of Home Monitoring
Published on: July 14, 2023
05:49Author Spotlight: Advancing CBCT and Digital Dental Image Integration with AI-Assisted Digitization
Published on: February 23, 2024
相关概念视频
Ethical Standards I
The Code of Ethics provisions outline the nurse's duty to the patient, the healthcare team, the profession, and society. The Code's fundamental principles include advocacy,...
Issues And Trends In Healthcare Delivery System
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Protecting Groups for Aldehydes and Ketones: Introduction
Acetals and Thioacetals as Protecting Groups for Aldehydes and Ketones
In the presence of multiple functional groups, when selective reduction of one group over the other is desired, groups like aldehydes and ketones that form acetals...
Guidelines and Strategies for Safe Computer Charting
Maintain Confidentiality and Security:
Professional Values
The values that are the foundation of the nursing profession are altruism, autonomy, human dignity, and social justice.
First, altruism refers to the concern for the welfare and well-being of others without personal...
