Automated metadata annotation: What is and is not possible with machine learning
نویسندگان
چکیده
ABSTRACT Automated metadata annotation is only as good training dataset, or rules that are available for the domain. It's important to learn what type of data content a pre-trained machine learning algorithm has been trained on understand its limitations and potential biases. Consider readily train an algorithm—what's popular what's available. However, scholarly historical often not in consumable, homogenized, interoperable formats at large volume required learning. There exceptions such science medicine, where large, well documented collections This paper presents current state automated cultural heritage research data, discusses challenges identified from use cases, proposes solutions.
منابع مشابه
P-value: What is and what is not
The misinterpretation and misuse of p-value have been increasing for decades. In March 2016, the American Statistical Association released a statement to warn about the use and interpretation of p-value. In this study, we provided a definition and discussion of p-value and emphasized the importance of its accurate interpretation.
متن کاملWhat is the Clinical Skills Learning Center?
With shorter periods of hospitalazation, fewer patient beds and more health care facilities in the society, patients are now more acutely ill and highly dependent, causing less opportunities for medical students to practice and learn basic clinical skills. On the other hand, enhanced patient rights and other learnig limitations require that professional education provide not only knowledge and ...
متن کاملWhat is the Clinical Skills Learning Center (CSLC)?
With shorter periods of hospitalization, fewer in patient beds and more health care facilities in the society patients are now more acutely ill and highly dependent, causing less opportunities for medical students to practice and learn basic clinical skills. On the other hand, enhanced patient rights and other learning limitations require that professional education provide not only knowledge a...
متن کاملWhat Is Applied Literature?
Applied literature is a term that is the outcome of a need to put literature to tangible uses in the “real” world. A medical practitioner looking for a definition of life, for instance, finds literature a useful source for the answer. With paradigm shifts in scientific studies, interdisciplinarity has been a method to overcome the alienations that resulted from the isolation of disciplines from...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Data intelligence
سال: 2023
ISSN: ['2096-7004', '2641-435X']
DOI: https://doi.org/10.1162/dint_a_00162