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Principles of Data Quality and Their Role in Building Effective Artificial Intelligence Systems, 2024

In the intersecting fields of statistics and artificial intelligence (AI), ensuring data quality ... more In the intersecting fields of statistics and artificial intelligence (AI), ensuring data quality is crucial for deriving accurate and actionable insights.
This short paper examines the core principles that underpin the quality of statistical data (relevance, accuracy and reliability, timeliness and punctuality, and comparability and consistency) and their critical role in developing effective AI systems. By integrating these principles, we can enhance the robustness and utility of AI models.
The discussion highlights how relevant data must align with specific problems, how accuracy and reliability affect model performance, and the importance of timely updates and consistency across contexts.
Strategies for incorporating these principles into AI system design and management are explored, emphasizing data selection, ongoing maintenance, and rigorous monitoring.
Ultimately, the article underscores the necessity of adhering to these quality principles to achieve precise, timely, and relevant outcomes, thereby supporting informed and effective decision-making in both statistical and AI applications.

ChatGPT: Technology, User Guide, Ethical, Social, and Economic Implications, 2024

ChatGPT, developed by OpenAI, represents a significant advancement in natural language processing... more ChatGPT, developed by OpenAI, represents a significant advancement in natural language processing (NLP) with applications ranging from language translation to text generation and optimization. Since its release, ChatGPT has garnered extensive media attention and widespread use, raising important ethical, social, and economic questions. This paper explores the technological underpinnings of ChatGPT, the implications of its human-like output, and the broader impacts of AI on society and the economy.

The purpose of this document is to feed the comparison on ethics in <br>governance systems ... more The purpose of this document is to feed the comparison on ethics in <br>governance systems in order to carry out the research project: "From the scientific method to the linear solution of <br>governance problems of complex systems at the time of <br>SARS-CoV-2"

YEAR 2020 - COVID19: We have only one certainty, it happened. We do not know how and why but the ... more YEAR 2020 - COVID19: We have only one certainty, it happened. We do not know how and why but the pandemic has changed everything, however it has brought to light many gray areas in Italy and in the world. Backwater areas to be managed, not demolished.<br>"UnLockDown Ethical - AnnoX | PhaseZero", wants to be a humble contribution in offering new ideas to create virtuous organizational systems and a Vision to start the first project that has the Whole Citizenship as a client, where the Actor is the Man and the Methodology is to give Man the freedom to make free choices. Productivity, economic, personal and professional gratifications will be only the physiological result.

ETHICAL DILEMMA, 2021

The purpose of this document is to feed the comparison on ethics in governance systems in order t... more The purpose of this document is to feed the comparison on ethics in
governance systems in order to carry out the research project: “From the scientific method to the linear solution of governance problems of complex systems at the time of SARS-CoV-2”

Ethics of artificial intelligence - Pasquale Aiello

Principles of Data Quality and Their Role in Building Effective Artificial Intelligence Systems, 2024

In the intersecting fields of statistics and artificial intelligence (AI), ensuring data quality ... more In the intersecting fields of statistics and artificial intelligence (AI), ensuring data quality is crucial for deriving accurate and actionable insights.
This short paper examines the core principles that underpin the quality of statistical data (relevance, accuracy and reliability, timeliness and punctuality, and comparability and consistency) and their critical role in developing effective AI systems. By integrating these principles, we can enhance the robustness and utility of AI models.
The discussion highlights how relevant data must align with specific problems, how accuracy and reliability affect model performance, and the importance of timely updates and consistency across contexts.
Strategies for incorporating these principles into AI system design and management are explored, emphasizing data selection, ongoing maintenance, and rigorous monitoring.
Ultimately, the article underscores the necessity of adhering to these quality principles to achieve precise, timely, and relevant outcomes, thereby supporting informed and effective decision-making in both statistical and AI applications.

ChatGPT: Technology, User Guide, Ethical, Social, and Economic Implications, 2024

ChatGPT, developed by OpenAI, represents a significant advancement in natural language processing... more ChatGPT, developed by OpenAI, represents a significant advancement in natural language processing (NLP) with applications ranging from language translation to text generation and optimization. Since its release, ChatGPT has garnered extensive media attention and widespread use, raising important ethical, social, and economic questions. This paper explores the technological underpinnings of ChatGPT, the implications of its human-like output, and the broader impacts of AI on society and the economy.

The purpose of this document is to feed the comparison on ethics in <br>governance systems ... more The purpose of this document is to feed the comparison on ethics in <br>governance systems in order to carry out the research project: "From the scientific method to the linear solution of <br>governance problems of complex systems at the time of <br>SARS-CoV-2"

YEAR 2020 - COVID19: We have only one certainty, it happened. We do not know how and why but the ... more YEAR 2020 - COVID19: We have only one certainty, it happened. We do not know how and why but the pandemic has changed everything, however it has brought to light many gray areas in Italy and in the world. Backwater areas to be managed, not demolished.<br>"UnLockDown Ethical - AnnoX | PhaseZero", wants to be a humble contribution in offering new ideas to create virtuous organizational systems and a Vision to start the first project that has the Whole Citizenship as a client, where the Actor is the Man and the Methodology is to give Man the freedom to make free choices. Productivity, economic, personal and professional gratifications will be only the physiological result.

ETHICAL DILEMMA, 2021

The purpose of this document is to feed the comparison on ethics in governance systems in order t... more The purpose of this document is to feed the comparison on ethics in
governance systems in order to carry out the research project: “From the scientific method to the linear solution of governance problems of complex systems at the time of SARS-CoV-2”