Naïve Bayes Methodology Paper

Good Essays
For diabetic diagnosis, study utilizes the information got from the Center for Machine Learning and Intelligent Systems at University of California, Irvine [10]. It contains clinical records from more than 100,000 individual experiences comparing to more than 60,000 particular patients. The information was gathered from more than 74 million experiences identified with 17 million patients [11]. It was collected over a period of 10 years, from 1999 to 2008, and contains several attributes which correspond to the times of admission and discharge of diabetic patients. These records contain information about various laboratory tests and procedures, diagnosis, and medications that were administered in the duration of the hospital stay.

For Heart disease, we used online accessible heart disease datasets from UCI (University of California, Irvine C.A) Machine Learning Repository [12]. These dataset have the same instance format and attributes. These datasets have 76 crude characteristics including predicted attribute yet just 14 of them are quite vital. Cleveland Clinic Foundation information set contain 303 patients record and Hungarian Institute of Cardiology information set contains 294 patient records

Methodologies
…show more content…
It expects that the nearness or nonappearance of specific element of a class is random to the nearness or nonattendance of whatever other element [13]. The Naive Bayes calculation depends on conditional probabilities. It uses Bayes' hypothesis, a recipe that ascertains a probability by numbering the frequency of qualities and blends of qualities in the recorded data. Bayes' Theorem finds the probability of an event happening given the probability of another event that has as of now happened. In the event that B speaks to the needy event and A speaks to the earlier event, Bayes' hypothesis can be expressed as follows

Related Documents

  • Decent Essays

    The CINAHL heading “hospitalized surgical patients” produced 23,890 results which were further combined with the previous combination of “electronic charting”, “paper charting” and “hospital”. The study of these results showed various numbers of quantitative results. In addition to which I limited the search with the requirements up to 52 results. Conclusion In the most relevant qualitative and quantitative study, it has been concluded that the use of electronic charting over paper charting is beneficial of maintaining the records of the patients during their stay at the hospital. In order to reduce the future risks of post-operative complications, the quantitative research focused on the use of electronic charts whereas, the quantitative research highlighted the drawbacks of paper charting for recording the patient’s history.…

    • 1158 Words
    • 5 Pages
    Decent Essays
  • Decent Essays

    503). In this Scenario, there are 159 hospitals within the Community Health Systems network and 20,000 physicians working within the hospitals. The researcher has chosen a sample size of 2,000 physicians, thus the probability of selection is 10% (2,000/20,000 = 0.1). The selection is then implemented using random-digit dialing or computerized voice response systems (Cooper & Schindler,…

    • 712 Words
    • 3 Pages
    Decent Essays
  • Decent Essays

    In 2011, a total of 263,979 EMS runs were made to an overdose victim making 1.7% of all emergency calls related to opioid overdose (Faul et al., 2015). On the EMS runs, Naloxone was either administered to patients intranasally, intramuscularly, or intravenously. All methods of administration result in the same hospitalization time and side effects. Intranasal Naloxone can be administered by anyone with minimal training while intravenous and intramuscular Naloxone can only be administered by advanced EMTs because of the need for an I.V. ( Kerr, D., Kelly, A., Dietze, P., Jolley, D., & Barger, B 2009).…

    • 1077 Words
    • 5 Pages
    Decent Essays
  • Decent Essays

    However, it induced that depression is linked to unhealthy lifestyles, a factor contributing to certain types of cancer. 89,491 individuals were hospitalized for depression, and studied over 12.5 years. The majority of the patients were diagnosed with a primary case of unipolar depression. 45 percent of patients had a second incident of another psychiatric disorder after the first diagnoses, with 17 percent of the patients diagnosed with alcoholic psychiatric disorders. As a result of the study, 9,922 cases of cancer were diagnosed, yielding a 1.05 SIR.…

    • 1392 Words
    • 6 Pages
    Decent Essays
  • Decent Essays

    Results Analyses focused on an uninterrupted random sampling of participants in the HCAHPS Survey data for the four-quarterly periods of April, July, October and December. The data sets reflected in this analysis represents the specific quarterly time periods between 7/1/2014 - 6/30/2015. These findings provide for an effective overview and comparative analysis of sufficient data from a total of 300 respondents at Scripps Mercy Hospital, as well as the results reflected in the California state and national averages. Within the noted 12-months reporting cycle, a sample size of 4,599 hospitals (n=4,599) participated in the survey. Furthermore, the eligible completed surveys that were collected nationwide, reflected the eligible participants…

    • 1445 Words
    • 6 Pages
    Decent Essays
  • Decent Essays

    Technology In Medicine

    • 1308 Words
    • 6 Pages

    CDS systems were created for different purposes, for example, huge storages of medical data or patient monitoring that can provide alarms about the critical clinical situation for medical staff. Therefore, three kinds of CDS systems exist: passive systems that just store the data, semi-active systems that give general recommendation, and active systems can act automatically (Fraccaro et al., 2015, p. 30). IT implementation in medicine sphere allows saving and storing a large amount of information for the future clinical purpose. For supporting healthcare system and hospitals that implement IT function in treatment process, such as CDS, the US Federal government will pay up to 27 billion dollars over 10 years (Carney, 2014, p. 125). That fact proves recognition of CDS as the very important direction in medicine.…

    • 1308 Words
    • 6 Pages
    Decent Essays
  • Decent Essays

    Essay On Pantoprazole

    • 675 Words
    • 3 Pages

    The ratio data included age and number of HAIs. Participants were randomly assigned to receive either 40mg of pantoprazole in 10mL of normal saline IV or placebo which was 10mL of normal saline IV. This resulted in 104 participants receiving the pantoprazole and 105 participants receiving the placebo. Treatment was initiated immediately after beginning mechanical ventilation. This protocol was continued for once a day until either the patient was no longer mechanically ventilated or for a total of 14 days.…

    • 675 Words
    • 3 Pages
    Decent Essays
  • Decent Essays

    Naraya Health Case Study

    • 1537 Words
    • 7 Pages

    It is well equipped with oncology services for most types of cancer also including head, neck, breast, cervical and gastro intestinal. 6. ACHIEVEMENTS • On an average 40 heart surgeries are conducted every day • 95% success rate achieved in the liver transplant of babies who weigh less than 10kg • Asia’s first hospital to implant an artificial heart • Combined kidney and pancreas transplant was performed, offers formal training for pediatric cardiac surgery. • Researchers at Thrombosis Research Institute, Bangalore which is a division of Narayana Health are working towards discovering a medicine to prevent heart attack. 7.…

    • 1537 Words
    • 7 Pages
    Decent Essays
  • Decent Essays

    There are three types of hospitals first is the specialized teaching hospitals which performs surgery and treats specific diseases, second one is the general hospital and lastly community hospital (“Healthcare in Iceland”, 2004-2016). According to a report published by WHO, there were 37.33 physicians/10000 people and 158.79 nursing and midwifery personal/10000 people in 2010…

    • 1462 Words
    • 6 Pages
    Decent Essays
  • Decent Essays

    Yale New Haven Hospital System comprised of Bridgeport Hospital, Yale-New Haven Hospital, the Yale Medical Group, the Northeast Medical Group and group doctors all through the state. EPIC contract was signed on July 14 ,2010. Lisa stump is the one who is responsible for implementing Epic and she is the vice president, Project manager for Epic implementation and associate chief information officer for YNHHS. She was looking for a better option to establish technology infrastructure to support patient care and Epic offered them the chance. Epic now holds 275 clients around the world and 49 percent of U.S. population’s and 2 percent of the world medical records are covered by EPIC.…

    • 807 Words
    • 4 Pages
    Decent Essays