I-Corps: System, Apparatus, and Method for Providing Behavior-Based Human-Centered Artificial Intelligence Augmentation to Enhance Performance

这个I-Corps项目的更广泛的影响/商业潜力是将机器学习（ML）开发成本降低50%，同时增加情报生产以解决国家优先事项。大数据和存储技术的进步导致数据生产水平不断提高，但没有足够的合格分析师将数据转化为可操作的见解。联邦政府在2020财年投资近50亿美元用于与人工智能（AI）和ML相关的研究，公共部门的预测表明，AI决策支持/增强将带来2.9万亿美元的价值。 该项目将引入革命性的方法，使分析师能够自动可视化模式，以支持公共部门和私人市场的应用。这个I-Corps项目为人工智能（AI）增强提供了一个框架，该框架与工具无关，可用于任何应用，包括国家安全。 该创新旨在通过现有应用程序整合人工智能（AI）增强和用户行为模式，共同提高分析师和公民数据科学家的性能。为了应对这些挑战，目标是提供直接覆盖和集成到Web应用程序中的建议，以帮助分析人员增加情报生产和跨各种公共部门实体的传播。该奖项反映了NSF的法定使命，并通过使用基金会的知识价值和更广泛的影响审查标准进行评估，被认为值得支持。

The broader impact/commercial potential of this I-Corps project is to reduce the cost of machine learning (ML) development by up to 50%, while simultaneously increasing intelligence production to address national priorities. The advancements of Big Data and storage technology have led to increasing levels of data production but without enough qualified analysts to transform data into actionable insights. The federal government invests nearly $5 billion in research related to artificial intelligence (AI) and ML in fiscal 2020, and public sector forecasts suggest that AI decision support/augmentation will deliver $2.9 trillion in value. This project will introduce revolutionary methods enabling analysts to auto-visualize patterns to support public sector and private market applications. This I-Corps project provides a framework for artificial intelligence (AI) augmentation that is tool-agnostic and can be used across any application, including national security. The innovation aims to integrate artificial intelligence (AI) augmentation and user behavior patterns through existing applications, collectively enhancing the performance of analysts and citizen data scientists. To address these challenges, the goal is to provide recommendations that are overlaid and integrated directly into the web application to help analysts increase intelligence production and dissemination across various public sector entities.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.