Recent trends of NLP based text analytics

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Information about Recent trends of NLP based text analytics
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Published on December 5, 2019

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TutorsIndia Lab @ TutorsIndia.Com: TutorsIndia Lab @ TutorsIndia.Com Dissertation | Assignment | Essay | Statistical Analysis | Coding & Algorithm | Resit Dissertation | Powerpoint | Poster Copyright © 2019 TutorsIndia. All rights reserved Engineering & Technology (E&T) Lab at TutorsIndia is involved in exploring novel research areas by conducting dynamic research. It promotes innovation in all fields of engineering by advancing the technology with structured and continuous research. The problems and challenges faced by the existing technologies and trends are explored by our researchers exists in scholarly literature, in theory, or in practices that needs deliberate investigation. These problems are identified and fixed by our researchers by suggesting better novel alternatives with appropriate tools, technologies and approaches, thereby proving their effectiveness in real time applications. Slide3: BACK G R O U N D The advancements in medical sector have been exhibited in different technological aspects. Dissertation | Assignment | Essay | Statistical Analysis | Coding & Algorithm | Resit Dissertation | Powerpoint | Poster Copyright © 2019 TutorsIndia. All rights reserved With the advancements there have also been noticed certain challenges such as higher cost, increase in complexity, poor quality of care etc . For example, considering U.S. healthcare sector it has been noticed that 21-47% of the expenditures occur due to inefficiency such inappropriate use of antibiotics etc. It was also observed that a small part of these costs was related to low-quality care due to which many people die in the U.S. every year. To alleviate these issues employing better decision-making techniques on the basis of information available can be considered to be an optimal solution. Implementation Of Information Technology: Implementation Of Information Technology Dissertation | Assignment | Essay | Statistical Analysis | Coding & Algorithm | Resit Dissertation | Powerpoint | Poster Copyright © 2019 TutorsIndia. All rights reserved While implementation of information technology has enabled gathering a vast amount of data, employing analytics tools.: While implementation of information technology has enabled gathering a vast amount of data, employing analytics tools. Techniques has enabled retrieving the relevant or desired information from this unstructured data and then transforming it for enabling better decision-making process. Employing analytics tools and techniques has been of great help for medical professionals in predicting and diagnosing diseases. As per the estimates, applying data mining can enable saving $450 billion every year from the U.S. medical sector. You will find the best assignments for future researchers enrolled in Engineering and Technology . These topics are researched in- depth at the University of Glasgow, UK, Sun Yat-sen University, University of St Andrews and many more. Dissertation | Assignment | Essay | Statistical Analysis | Coding & Algorithm | Resit Dissertation | Powerpoint | Poster Copyright © 2019 TutorsIndia. All rights reserved RECOGNITION OF BIOMEDICAL: RECOGNITION OF BIOMEDICAL The primary task of the techniques used is classification of papers into different categories such that it can be fed into a database and thus retrieved by the end-user as required. Recognition of biomedical entities includes identifying and grouping the entity names as per the different medical domains. There are numerous sources available , there is not a particular resource that can be considered as new medicines are explored every time and this imposes as the main hindrance for NLP. 01 02 03 Tutors India has vast experience in developing assignment topics for students pursuing the UK dissertation in computer science. Order Now Dissertation | Assignment | Essay | Statistical Analysis | Coding & Algorithm | Resit Dissertation | Powerpoint | Poster Copyright © 2019 TutorsIndia. All rights reserved PRIMARY METHODOLOGIES - ASSOCIATING MEDICAL ENTITIES: PRIMARY METHODOLOGIES - ASSOCIATING MEDICAL ENTITIES NLP offers three primary methodologies for associating the medical entities. They are as follows: Linguistic-based approaches: It is based on using parsers to understand syntactic structures and associate them into semantic representations. Pattern-based approaches: It employs a set of patterns for associating the entities that are defined by domain experts. Machine Learning-based approaches: It is based on deriving associations in new categories that represent similar text. Download our assignment related Reference book papers such as tutorials, proprietary materials, research projects and many more @ tutorsindia.com/academy/books Dissertation | Assignment | Essay | Statistical Analysis | Coding & Algorithm | Resit Dissertation | Powerpoint | Poster Copyright © 2019 TutorsIndia. All rights reserved The Categorization process of processing followed by NLP is divided into the following steps:: Categorization of NLP The Categorization process of processing followed by NLP is divided into the following steps: Text Preprocessing/Tokenization Lexical Analysis Syntactical Analysis Semantic Analysis In order to identify the future assignment topics, we have reviewed the assignments (recent peer-reviewed topics) on both engineering and management Dissertation | Assignment | Essay | Statistical Analysis | Coding & Algorithm | Resit Dissertation | Powerpoint | Poster Copyright © 2019 TutorsIndia. All rights reserved Slide9: Healthcare Sector The healthcare sector is also concerned about extracting the relevant data from different sources or the data which is stored in different databases. Extraction of relevant data from the unstructured data is another challenge revolving around the healthcare or medical domain . Thus, considering this text mining technique is used to extract structured information from unstructured data. In the last few years, the amount of information generated regularly in the field of medicine is growing continuously, especially the information produced by professionals in their day to day routine. Due to the presence of this unstructured data , the process of obtaining structured or relevant data for decision-making sometimes becomes more complex. Dissertation | Assignment | Essay | Statistical Analysis | Coding & Algorithm | Resit Dissertation | Powerpoint | Poster Copyright © 2019 TutorsIndia. All rights reserved Slide10: Thus to conclude, it can be affirmed that the primary challenge encountered by different medical professionals is not just retrieving any data. The different phases involved for extracting useful medical data from the unstructured data are as follows: Pre-processing stage: In this stage, unstructured data is arranged as per the standards and then processed further using NLP techniques. Text representation stage: In this stage, unstructured data is converted into an appropriate form which enables it to be analyzed efficiently. Discovery stage: This is the last stage of processing unstructured data, and in this stage, the information expected by the end-user is obtained by employing techniques such as clustering, classification etc. CONCLUSIONS n | Assignment | Essay | Statistical Analysis | Coding & Algorithm | Resit Dissertation | Powerpoint | Poster Copyright © 2019 TutorsIndia. All rights reserved DATA ANALYTICS - APPLICATIONS: DATA ANALYTICS - APPLICATIONS Dissertation | Assignment | Essay | Statistical Analysis | Coding & Algorithm | Resit Dissertation | Powerpoint | Poster Copyright © 2019 TutorsIndia. All rights reserved The continuous advancement of data analytics and its applications to medicine has served to be a great support for the medical professionals and patients as well. Some of these benefits are listed as follows: Better quality of care services offered to patients. Reduced medical errors. Enabling prevention and detection of diseases in an earlier stage. Facilitating the availability of most beneficial treatment for patients. Reducing the consumption of both time as well as expenditure incurred by healthcare management. Slide12: w ww.tutorsindia.com TutorsIndia Lab @ TutorsIndia.com Slide13: Dissertation | Assignment | Essay | Statistical Analysis | Coding & Algorithm | Resit Dissertation | Powerpoint | Poster Copyright © 2019 TutorsIndia. All rights reserved Freelancer Consultant Guest Blog Editor PHONE NUMBER UK : +44-1143520021 INDIA : +91-4448137070 EMAIL ADDRESS info@tutorsindia.com GET IN TOUCH WITH US CONTACT hr@workfoster.com

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