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Decision support system using naïve bayes classification algorithm for cardiovascular diseases/

By Dela Cruz, Nilda N. .
Echague, Isabela: Isabela State University, 2020 .
ix, 74 leaves : , The health care field provides huge amounts of data that contain hidden pattern that can be useful for decisions. It is perplexing to orchestrate in an appropriate manner. Nature of the information association has been influenced because of improper administration of the information. Improvement in the measure of information needs some appropriate ways to concentrate and procedure information adequately and proficiently. This paper intended to develop a Decision Support System (DSS) for diagnosing cardiovascular diseases. The system used datamining technique, the Naïve Bayes Classification algorithm. This paper used Rapid Application Development (RAD) Software Life Cycle in designing and developing the system. The system was simulated, and its performance was evaluated in terms of accuracy using synthetic datasets namely, Cleveland and Statlog. Results showed that the system provided the adequate features for predicting heart diseases with an accuracy of 91% using the Cleveland dataset, 89% using the Statlog dataset and 90% using the combined instances of the two datasets. Keywords: Data Mining, Decision Support System. Heart Disease, Naive Bayes | Thesis (Master in Information Technology) 28 cm. +.

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Occupational problems and deficiencies of college graduates of the Nueva Vizcaya State Institute of Technology/

By Fulgencio, Samuel V..
Echague, Isabela Isabela State University 1988 .
xii, 79 leaves : , This study was conducted in the Nueva Vizcaya State Institute of Technology, Bayombong, Nueva Viz-caya to determine the extent to which the different bachelor's degree curricula and non-degree courses have met the occupational needs of the graduates. To determine the needed information in this study, copies of questionnaire were prepared and pre-tested after which they were distributed and mailed to the graduates. Personal interview was also under-taken. Majority of the respondents (72.16 percent) were employed in different government agencies, 16.03 percent in private agencies, and 11.81 percent were engaged in actual farming enterprises, The Maximum average salary per month was P2,472.00 and the mini-mum was P1,250.00. The problems/difficulties encountered in their employment arranged from highest to lowest were: (a) no political backers, (b) no civil service eligibilities, (c) lack of major and/or minor subject, (d) lack of appropriate educational qualification, (e) insecurity of employment, (f) low salary, (g) farmer's attitudinal behavior, (h) site of job not safe, (i) too many reports to accomplish, (j) lack of funds for traveling expenses, (k) distance employment, (1) poor scholastic records, and (m) poor health. Among the deficiencies apparently observed on the graduates were ability to (a) make accurate reports, (b) communicate verbally and in writing, (c) adjust themselves to new environment, (d) punctuality, and (e) absenteeism. The subject areas that needed to be strengthened as pointed out by the graduates were (a) languages, (b) soils, (c) crop science, (d) social science, (e) agricultural economics, (f) animal science, and (g) farm practice. | Thesis (Master of Science - Agricultural Education) 28 cm..

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The Northern Sierra Madre natural park/

Isabela : Mabuwaya Foundation, 2018 .
144 pages : 27 cm..

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