کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
6898906 1446423 2018 13 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Documenting and predicting topic changes in Computers in Biology and Medicine: A bibliometric keyword analysis from 1990 to 2017
ترجمه فارسی عنوان
مستند سازی و پیش بینی تغییرات موضوع در کامپیوترها در زیست شناسی و پزشکی: تجزیه و تحلیل کلیدواژه ای از سالهای 1990 تا 2017
کلمات کلیدی
روند تحقیق، تجزیه و تحلیل موضوعی، تشخیص موضوع و ردیابی، استخراج متن، کامپیوتر در زیست شناسی و پزشکی،
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر علوم کامپیوتر (عمومی)
چکیده انگلیسی
The Computers in Biology and Medicine (CBM) journal promotes the use of computing machinery in the fields of bioscience and medicine. Since the first volume in 1970, the importance of computers in these fields has grown dramatically, this is evident in the diversification of topics and an increase in the publication rate. In this study, we quantify both change and diversification of topics covered in. This is done by analysing the author supplied keywords, since they were electronically captured in 1990. The analysis starts by selecting 40 keywords, related to Medical (M) (7), Data (D) (10), Feature (F) (17) and (AI) (6) methods. Automated keyword clustering shows the statistical connection between the selected keywords. We found that the three most popular topics in CBM are: Support Vector Machine (SVM), Electroencephalography (EEG) and IMAGE PROCESSING. In a separate analysis step, we bagged the selected keywords into sequential one year time slices and calculated the normalized appearance. The results were visualised with graphs that indicate the CBM topic changes. These graphs show that there was a transition from Artificial Neural Network (ANN) to SVM. In 2006 SVM replaced ANN as the most important AI algorithm. Our investigation helps the editorial board to manage and embrace topic change. Furthermore, our analysis is interesting for the general reader, as the results can help them to adjust their research directions.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Informatics in Medicine Unlocked - Volume 11, 2018, Pages 15-27
نویسندگان
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