Healthcare Techniques Through Deep Learning: Issues, Challenges and Opportunities
نویسندگان
چکیده
In artificial intelligence, deep learning (DL) is a process that replicates the working mechanism of human brain in data processing, and it also creates patterns for decision making. Deep or neural networks have been deployed several fields, such as computer vision, natural language speech recognition. It has used many healthcare applications diagnosis treatment chronic diseases. These algorithms power to avoid outbreaks illness, recognize diagnose illnesses, minimize running expenses hospital management patients. This paper discusses methods different i.e., identifying depression, heart diseases, physiological signals, lymph node metastases from breast cancer, etc. diseases are categorized into central nervous system, cardiovascular respiratory system. For each category, after summarizing studies, comparison tables laid down using some important factors. Different applications, tools, methods, sets DL models leveraged. Finally, research opportunities challenges being faced discussed.
منابع مشابه
Deep learning for healthcare: review, opportunities and challenges.
Gaining knowledge and actionable insights from complex, high-dimensional and heterogeneous biomedical data remains a key challenge in transforming health care. Various types of data have been emerging in modern biomedical research, including electronic health records, imaging, -omics, sensor data and text, which are complex, heterogeneous, poorly annotated and generally unstructured. Traditiona...
متن کاملTeaching and learning in multi-grade classes: Challenges and opportunities
Multi-grade classes are used for small groups of students in which one teacher for each gread is impractical. The purpose of this study is to investigate the current situation of education and learning in multigrade classrooms from the perspective of teachers in North Khorasan province. To achieve this goal, phenomenological research method was used as a qualitative method. Participants in the ...
متن کاملIslam; Challenges and Opportunities
Undoubtedly Islamic Revolution of Iran has been the source of Islamic awakening in the middle-east. Therefore Islamic Republic of Iran plays the role of an example and a director of political developments in the region. Islamic awakening in Arab countries has been able to question the dominant discourse of dictators in the middle-east region and topple their regimes. These developments include ...
متن کاملOpportunities and Challenges for Deep Constraint Languages
Structural models are often augmented with additional wellformedness constraints to rule out unwanted configurations of instances. These constraints are usually written in dedicated constraint languages specifically tailored to the conceptual framework of the host modeling language, the most well-known example being the OCL constraint language for the UML. Many multi-level modeling languages, h...
متن کاملCollaboration and Co-Production of Knowledge in Healthcare: Opportunities and Challenges
Over time there has been a shift, at least in the rhetoric, from a pipeline conceptualisation of knowledge implementation, to one that recognises the potential of more collaboration, co-productive approaches to knowledge production and use. In this editorial, which is grounded in our research and collective experience, we highlight both the potential and challenge with collaboration and co-prod...
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: IEEE Access
سال: 2021
ISSN: ['2169-3536']
DOI: https://doi.org/10.1109/access.2021.3095312