ESTIMATION BASED ON DATA MINING APPROACH FOR HEALTH ANALYSIS
Priyanka Vijay Pawar
Department Of Computer Engineering
Ramrao Adik Institute of Technology
Nerul, Navi Mumbai
Email: pawarp0712@gmail.com
Megha Sakharam Walunj
Department Of Computer Engineering
Ramrao Adik Institute of Technology
Nerul, Navi Mumbai
Email:meghaswalunj@gmail.com
Pallavi Chitte
Department Of Computer Engineering
Ramrao Adik Institute of Technology
Nerul, Navi Mumbai
Email: pallavi.chitte@gmail.com
Abstract— In this world of global marathon, everyone is too close to smart technology but are moving miles away in taking care of our health. The traditional approach has been replaced by smart technologies integrated in every discipline of science. In this paper,
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We all are under the wrong impression that doctors are expertise in their domains and have good knowledge of all their solutions. Today, the rat race is so fast and furious that everyone just wants good amount of salary, name and fame but neglect and do not pay any heed to good health. Technology is far ahead and medical science is today doing miracles. But it can't possibly commit to memory all the knowledge they need for every situation, and they probably don't have it all at their fingertips. Even if we have access to the massive amounts of data we still need expert teams to predict analysis in various domains. But this kind of in-depth research and statistical analysis is beyond the scope of a human. It is the reason everyone is moving towards predictive analytics. Predictive analytics (PA) uses manipulations to search through huge amounts of information, and analyse it to predict outcomes for users. It can include data from past results as well as latest advancements. Not only can it help with predictions, but it can also reveal surprising associations in data that our human brains would never suspect. In medicine, predictions can range from responses to medications to hospital readmission …show more content…
Ruijuan Hu [2] states the details of the idea on two-step frequent data items using Apriori algorithms and Association Rules. This mentions a new improvised method called Improved Apriori Algorithm to eliminate cons of Apriori algorithm. Gitanjali J, et.al.[3] proposed study of huge datasets from various angles and obtaining gist of useful information. The data mining methods are very helpful in making medicinal decisions in curing diseases. Krishnaiah et.al. [4] aims to evaluate data mining techniques in clinical and health care applications to develop precise decisions and also provides a detailed discussion of medical data mining techniques can improve various angles of clinical predictions. Dan A. Simovici [5] proposed that association rules represent knowledge in data sets as results and are directly related to calculation of frequent item sets. Mohammed Abdul Khaleel [6] states data mining as a concept that studies large amount of data and extracts patterns that can be converted to useful
An Oxford University graduate, Jonathan Swift, in his article, A Modest Proposal, proposes a solution to Irelands growing poverty in the 18th century by proposing the selling and eating of innocent babies. Swift’s purpose is to state the benefits that the poor would gain from selling their one year old children to the wealthy to eat them. He takes on a concerning tone in order to convince the people of Ireland to consider and adopts his obscene plan.
In the article “The Modest Proposal” the credible author known as, Johnathan Swift informs us readers on the starving families in Ireland. Swift’s total purpose of the article is to educate the article readers on how these families struggle for survival from the problem of starvation. Swift adopts an emotional and relatable feeling in his readers. Swift further conveys his explanation later on in the article.
Well known and famous author, Jonathan Swift, in his persuasive essay, A Modest Proposal, convincing people that there needs to be a new way to help out the population problem while helping out the hunger problem as well. Swift’s purpose of this essay is to show people another way to make the population go down but really he’s trying to grab their attention then inform them of his real idea. He adopts an aggressive tone in order to convey his audience which is the people of Ireland.
An Irish man, educated, and being a father, Jonathan Swift wrote a modest proposal. Swift’s purpose is to use satire to show that the Irish people are becoming overpopulated and in desperate need of help; there all hunger and poverty-stricken. He adopts an over-the-top tone in order to really emphasize the fact that the Irish are so desperate for help.
People have been trying to come up with solutions to threatening epidemics from many years. There was a famine in Ireland that killed many people. The poor people of Ireland could not support their families, which made them go to extreme measures. In order to survive, women and children were forced to beg for food to prevent them from starving to death. Jonathan Swift proposes a solution to this epidemic in A Modest Proposal. Swift states that the poor Irish should sell their children as if they were cattle, or better yet, eat the children themselves. Swift uses a mocking tone in order to effectively convey that he does not actually support cannibalism, but rather uses it as metaphor to describe the harsh times of Ireland.
In this work we proposed and implemented text classification (naïve bayes) and text clustering (K means) algorithm trained on dbGaP study text to identify heart,lung and blood studies. Classifiers performance compared with keyword based search result of dbGaP.It was determined that text classifiers are always best complement to document retrieval system of dbGaP.
To My Dearest Ernest, I write this to you, blushing and grinning at the prospect of us spending the rest of our lives with each other. While pondering your union with mamma, one of my dearest carriage men has just offered me a delectable dish of fresh scones with jam and a pot of English breakfast tea to bide my time. I sit here alone in this carriage with diary, pen and the urge to run back to you to be embellished with your words of love and the ritual of your proposal. However, during this moment of separation, I have some time to reflect. At this very moment instead showering me with promises of endless love and devotion I am under the assumption that you are being interrogated by mamma regarding our potential marriage.
Sectarian violence, subjugatory patriarchy, and societal militarization – all are but a few problems that have plagued the Pakistani state. Each of these issues has direct consequences that are plain to see, yet what is often forgotten is that malaises of this sort are, arguably, secondary aftereffects of a far more basal and ingrained problem – that of the ruinous state of Pakistan’s education system. At the expense of other, rather more “visible” crises, education has thus far occupied a backwater in the public consciousness – with the result that as education minister I have received negligible support from my own party members for raising the education budget above its 1988 high of a sorry 2.88% of GDP. This nation’s (deservedly infamous)
Development and political competitiveness go hand in hand. After winning a few seats in 2012 elections, PPI lost its footing in the 2017 elections with no win. If PPI invests in steps that can enrich deprived Muslim communities, work to strengthening their youth and providing them opportunities for growth; it can gather political momentum and have an equal footing with bigger political players in the state. The deprived Muslim public needs ways to enter the mainstream society, and PPI can fill this gap. A look at Egypt’s Muslim Brotherhood’s (MB) transformation can be an example for PPI can follow.
Rising awareness giving boost to LED retail market in India In a competitive age of retail, more and more chains are switching to LED lights across the country due to low maintenance, environment factor and light quality. There has been an increased awareness regarding the benefits of LED technology in India which has also given a boost to particularly, the LED retail market in the country. Consumers are now conscious about energy efficient lighting solutions and understand how LEDs are better than conventional lighting which is fueling the growth in this sector. The Indian Government’s push towards LEDs has also positively impacted this growth and customer adoption.
Box-to-box midfielder closer to Arsenal move after key development Premier League giants Arsenal look a step closer to completing the move of Schalke star Max Meyer after he turned down the offer of a fresh deal with the German Bundesliga side. Promising youngster The 22-year-old midfielder is labeled as one of Europe’s most promising youngsters in his position, having performed pretty well in the Bundesliga recently.
The information can be transformed into knowledge about historical patterns and future trends. Data mining perform a significant role in the field of information technology. Health care industry today produce large amounts of complex data about patients, hospitals facilities, diseases, disease diagnosis methods, electronic patients records, etc, techniques of data mining are very essential for making medicinal decisions in curing diseases. The healthcare industry collects large amount of healthcare data which, unfortunately, are not “mined” to discover hidden information for effective decision making. The discovered knowledge can be analyzed by the healthcare administrators to improve the quality of
Then the other table is created in the MS-Excel. The newly created table is processed in the HIVE by using HQL data manipulation command. Then the tabular data is graphically plotted by using ‘R’ tool and identify the patterns based the age and gender of the patient. [12] The healthcare data in the particular disease like HIV/AIDS is analyze and archive through the tool MonogoDB and by using data mining technique that is k-Means algorthirm. With the help of the world health organization we identify the dataset of the occurrence of HIV/AIDS .Then form the groups of estimated numbers of people living in the different countries suffering from the HIV/AIDS.
Article: “BIG DATA AND PREDICTIVE ANALYTICS IN HEALTH CARE” This article summarizes about the predictive health-care analytics using the clinical arena and also illustrates the results of the predictive systems with various processes which encourage the prevention. This type of systems can minimize the health risks of people and delivery the personalized health-care. By the year 2025, there is a warning report generated that health-care expenditure increases by 20% of GDP.
This endorsement paves the way of accounting all known diseases, and their classification aids experts to come up with universally acceptable diagnostic information and management. As the standard diagnostic tool for epidemiology, health management and clinical purposes, the International Classification of Diseases (ICD) also covers the analysis of the general health situation of population groups. It is used to monitor the incidence and prevalence of diseases and other health problems (WHO, 2013). However, apart from the International Classification of Diseases (ICD) acting as a diagnostic tool and classifier of diseases and health