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	<title>Volume-1 Issue-2, May 2021 &#8211; International Journal of Preventive Medicine and Health (IJPMH)</title>
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		<title>B1003031221</title>
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					<description><![CDATA[<p>The International Journal of Preventive Medicine and Health (IJPMH) has ISSN 2582-7588 (online), open-access, peer-reviewed, periodical bi-monthly international journal, which is published by Lattice Science Publication (LSP) in March, May, July, September, November and January. The journal aims to publish high-quality peer–reviewed original articles in the area of Preventive Medicine and Health that covers such as the Nipah Virus, COVID-19(Corona Virus), Henipa Viruses, Antibiotic Resistance, Breastfeeding, Behavioural Health, Clinical Trials, Community Engagement, Community Health, Child/Adolescent Health, Chronic Diseases, Disease Transmission, Health Informatics, Health Care Management, Health Care Quality, Efficiency, Human Nutrition, Immunization, Maternal &amp; Child Health, Primary Healthcare, Public Health, Reproductive Health, Vaccination, Clinical and Epidemiological Diagnosis and Management, Health care, Epidemiology, Biostatistics, Public Health Administration, Health Care Delivery, National Health Problems, Medical Anthropology, Social Medicine. #Nipah Virus #COVID-19(Corona Virus) #Henipa Viruses #Antibiotic Resistance #Breastfeeding #Behavioural Health #Clinical Trials #Community Engagement #Community Health #Child/Adolescent Health #Chronic Diseases #Disease Transmission #Health Informatics #Health Care Management #Health Care Quality, Efficiency #Human Nutrition #Immunization #Maternal &amp; Child Health #Primary Healthcare #Public Health #Reproductive Health #Vaccination #Clinical and Epidemiological Diagnosis and Management #Health Care #Epidemiology #Biostatistics #Public Health Administration #Health Care Delivery #National Health Problems #Medical Anthropology #Social Medicine #PhD #Academic #Scopus #SCI #LatticeScience #Springer, #ScienceDirect #IEEE #Mendeley #Research #Scholarship #UGC #SSRN #LatticeScience #ESCI #Science #Journal #Conference #SSRN #PubLons</p>
<p>The post <a rel="nofollow" href="https://www.ijpmh.latticescipub.com/portfolio-item/b1003031221/">B1003031221</a> appeared first on <a rel="nofollow" href="https://www.ijpmh.latticescipub.com">International Journal of Preventive Medicine and Health (IJPMH)</a>.</p>
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										<content:encoded><![CDATA[<p>The International Journal of Preventive Medicine and Health (IJPMH) has ISSN 2582-7588 (online), open-access, peer-reviewed, periodical bi-monthly international journal, which is published by Lattice Science Publication (LSP) in March, May, July, September, November and January. The journal aims to publish high-quality peer–reviewed original articles in the area of Preventive Medicine and Health that covers such as the Nipah Virus, COVID-19(Corona Virus), Henipa Viruses, Antibiotic Resistance, Breastfeeding, Behavioural Health, Clinical Trials, Community Engagement, Community Health, Child/Adolescent Health, Chronic Diseases, Disease Transmission, Health Informatics, Health Care Management, Health Care Quality, Efficiency, Human Nutrition, Immunization, Maternal &amp; Child Health, Primary Healthcare, Public Health, Reproductive Health, Vaccination, Clinical and Epidemiological Diagnosis and Management, Health care, Epidemiology, Biostatistics, Public Health Administration, Health Care Delivery, National Health Problems, Medical Anthropology, Social Medicine. #Nipah Virus #COVID-19(Corona Virus) #Henipa Viruses #Antibiotic Resistance #Breastfeeding #Behavioural Health #Clinical Trials #Community Engagement #Community Health #Child/Adolescent Health #Chronic Diseases #Disease Transmission #Health Informatics #Health Care Management #Health Care Quality, Efficiency #Human Nutrition #Immunization #Maternal &amp; Child Health #Primary Healthcare #Public Health #Reproductive Health #Vaccination #Clinical and Epidemiological Diagnosis and Management #Health Care #Epidemiology #Biostatistics #Public Health Administration #Health Care Delivery #National Health Problems #Medical Anthropology #Social Medicine #PhD #Academic #Scopus #SCI #LatticeScience #Springer, #ScienceDirect #IEEE #Mendeley #Research #Scholarship #UGC #SSRN #LatticeScience #ESCI #Science #Journal #Conference #SSRN #PubLons</p>

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<p style="text-align: justify;"><span style="font-family: 'times new roman', times, serif;"><span style="font-size: 14pt;"><strong><span style="font-size: 24px;">Proposed a Framework for Depression Monitoring System by Detecting the Facial Expression using Soft Computing Algorithm </span><span style="font-size: 12px;"><a href="https://crossmark.crossref.org/dialog/?doi=10.54105/ijpmh.B1003.051221&amp;domain=www.ijpmh.latticescipub.com"><img decoding="async" id="crossmark-icon" class="alignright" src="https://crossmark-cdn.crossref.org/widget/v2.0/logos/CROSSMARK_Color_horizontal.svg" alt="CROSSMARK Color horizontal" width="150" height="33"></a></span><br />
</strong>Sonia Sodhi<strong><sup>1</sup></strong>, Manisha Jailia<strong><sup>2</sup></strong></span></span></p>
<p><span style="font-family: 'times new roman', times, serif; font-size: 12pt;">
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<span  class='av_font_icon av-a9b4g-1-8fa6b5f41bc10383b3ba687009b0e6e0 avia_animate_when_visible av-icon-style- avia-icon-pos-left avia-iconfont avia-font-entypo-fontello avia-icon-animate'><span class='av-icon-char' data-av_icon='' data-av_iconfont='entypo-fontello' aria-hidden="true" data-avia-icon-tooltip=" manishajailia@yahoo.co.in "></span></span><sup><strong>2</strong></sup>Manisha Jailia, Associcate Professor, Dept. of Computer Science &amp; Engg., Banasthali Vidyapith University, Rajasthan, India.<br />
</span><br />
<span style="font-family: 'times new roman', times, serif; font-size: 12pt;"> Manuscript received on 31 March 2021 <strong>|</strong> Revised Manuscript received on 06 April 2021 <strong>|</strong> Manuscript Accepted on 15 May 2021 <strong>|</strong> Manuscript published on 30 May 2021 <strong>| </strong>PP: 5-7 | Volume-1 Issue-2, May 2020. <strong>|</strong> Retrieval Number: 100.1/ijpmh.B1003031221<strong> |</strong> DOI: <a href="http://doi.org/10.54105/ijpmh.B1003.051221" target="_blank" rel="noopener">10.54105/ijpmh.B1003.051221</a><br />
</span><br />
<span style="font-size: 12pt;"> <span style="font-family: 'times new roman', times, serif;"> <i class="fa fa-unlock-alt" style="color: blue;"></i><a href="https://www.openaccess.nl/en/open-publications" target="_blank" rel="noopener"> Open Access</a><strong> |</strong> <i class="far fa-file-alt" style="color: blue;"></i> <a href="https://www.ijpmh.latticescipub.com/ethics-policies/"> Ethics and Policies</a> | <i class="fa fa-quote-right" style="color: blue;"></i><a href="https://citation.crosscite.org/" target="_blank" rel="noopener"> Cite </a> <strong>|</strong> <i class="fa fa-plus" style="color: blue;" aria-hidden="true"></i><a href="https://www.mendeley.com/catalogue/899461a7-825d-32f1-9507-3ff75e60ef5f" target="_blank" rel="noopener"> Mendeley</a></span><span style="font-family: 'times new roman', times, serif;"> <strong> |</strong> <i class="fa fa-database" style="color: blue;" aria-hidden="true"></i><a href="https://www.ijpmh.latticescipub.com/indexing/"> Indexing and Abstracting</a></span></span><br />
<span style="font-size: 12pt; font-family: 'times new roman', times, serif;"> © The Authors. Published by Lattice Science Publication (LSP). This is an <a href="https://www.openaccess.nl/en/open-publications" target="_blank" rel="noopener">open access</a> article under the CC-BY-NC-ND license (<a href="http://creativecommons.org/licenses/by-nc-nd/4.0/" target="_blank" rel="noopener">http://creativecommons.org/licenses/by-nc-nd/4.0/</a>)</span></p>
<p style="text-align: justify;"><span style="font-family: 'times new roman', times, serif; font-size: 14pt;"><strong><br />
Abstract:</strong> Healthcare Informatics plays a very important role for manipulating data. In the healthcare discoveries, pattern recognition is important for the prediction of depression, aggression, pain and severe disease diagnostics. In [16][5], the real innovation that has affected and organized human services is cloud computing, which empowers whenever anyplace access to the information put away in a cloud. The mobile devices are continuously observing patients that move around a networked healthcare environment. In traditional healthcare diagnostic system, we depend upon expensive tests and machineries which increase the expenditure of healthcare. It is dire need to reduce the aggregate cost of regular or usual diagnostics incorporates high cost of hospitalization. These expenses can be limited or disposed of with the assistance of remote patient monitoring gadget, a healthcare IoT product. Remote monitoring of person’s health gadget includes the observing of a person from an alternate area. This dispenses the requirement for driving to clinic and to being hospitalized for less severe circumstances. This research will explore the depression monitoring system by detecting the facial expression using suitable soft computing algorithm. We may use different algorithms such as CNN and Multilayer Perceptron to get the best result. On the basis of classification it detects the class of disease. For this purpose, the primary dataset from various facial expressions of a patient will be collected, filtered and apply to classification algorithm to train the model.</span><br />
<span style="font-family: 'times new roman', times, serif; font-size: 16px;"><span style="font-size: 14pt;"><br />
<strong>Keywords:</strong> Convolutional Neural Network, Machine Learning, Learning (Artificial Intelligence).</span><br />
<span style="font-size: 14pt;"> <strong>Scope of the Article:</strong> Psychology</span><br />
</span></p>
<p>
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<p>The post <a rel="nofollow" href="https://www.ijpmh.latticescipub.com/portfolio-item/b1003031221/">B1003031221</a> appeared first on <a rel="nofollow" href="https://www.ijpmh.latticescipub.com">International Journal of Preventive Medicine and Health (IJPMH)</a>.</p>
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		<item>
		<title>B1002031221</title>
		<link>https://www.ijpmh.latticescipub.com/portfolio-item/b1002031221/</link>
		
		<dc:creator><![CDATA[IJPMH Journal]]></dc:creator>
		<pubDate>Sat, 07 Aug 2021 06:48:44 +0000</pubDate>
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					<description><![CDATA[<p>The International Journal of Preventive Medicine and Health (IJPMH) has ISSN 2582-7588 (online), open-access, peer-reviewed, periodical bi-monthly international journal, which is published by Lattice Science Publication (LSP) in March, May, July, September, November and January. The journal aims to publish high-quality peer–reviewed original articles in the area of Preventive Medicine and Health that covers such as the Nipah Virus, COVID-19(Corona Virus), Henipa Viruses, Antibiotic Resistance, Breastfeeding, Behavioural Health, Clinical Trials, Community Engagement, Community Health, Child/Adolescent Health, Chronic Diseases, Disease Transmission, Health Informatics, Health Care Management, Health Care Quality, Efficiency, Human Nutrition, Immunization, Maternal &amp; Child Health, Primary Healthcare, Public Health, Reproductive Health, Vaccination, Clinical and Epidemiological Diagnosis and Management, Health care, Epidemiology, Biostatistics, Public Health Administration, Health Care Delivery, National Health Problems, Medical Anthropology, Social Medicine. #Nipah Virus #COVID-19(Corona Virus) #Henipa Viruses #Antibiotic Resistance #Breastfeeding #Behavioural Health #Clinical Trials #Community Engagement #Community Health #Child/Adolescent Health #Chronic Diseases #Disease Transmission #Health Informatics #Health Care Management #Health Care Quality, Efficiency #Human Nutrition #Immunization #Maternal &amp; Child Health #Primary Healthcare #Public Health #Reproductive Health #Vaccination #Clinical and Epidemiological Diagnosis and Management #Health Care #Epidemiology #Biostatistics #Public Health Administration #Health Care Delivery #National Health Problems #Medical Anthropology #Social Medicine #PhD #Academic #Scopus #SCI #LatticeScience #Springer, #ScienceDirect #IEEE #Mendeley #Research #Scholarship #UGC #SSRN #LatticeScience #ESCI #Science #Journal #Conference #SSRN #PubLons</p>
<p>The post <a rel="nofollow" href="https://www.ijpmh.latticescipub.com/portfolio-item/b1002031221/">B1002031221</a> appeared first on <a rel="nofollow" href="https://www.ijpmh.latticescipub.com">International Journal of Preventive Medicine and Health (IJPMH)</a>.</p>
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<p style="text-align: justify;"><span style="font-family: 'times new roman', times, serif;"><span style="font-size: 14pt;"><strong><span style="font-size: 24px;">Prediction of Heart Stroke using A Novel Framework – PySpark</span><a href="https://crossmark.crossref.org/dialog/?doi=10.54105/ijpmh.B1002.051221&amp;domain=www.ijpmh.latticescipub.com"><img decoding="async" id="crossmark-icon" class="alignnone" src="https://crossmark-cdn.crossref.org/widget/v2.0/logos/CROSSMARK_Color_horizontal.svg" alt="CROSSMARK Color horizontal" width="150" height="33"></a><br />
</strong></span></span><span style="font-size: 14pt; font-family: 'times new roman', times, serif;">CH Sai Harish<sup><strong>1</strong></sup>, G Krishna Vamsi<sup><strong>2</strong></sup>, G J P Akhil<sup><strong>3</strong></sup>, J N V Hari Sravan<sup><strong>4</strong></sup>, V Mounika Chowdary<sup><strong>5 </strong></sup></span></p>
<p><span style="font-family: 'times new roman', times, serif; font-size: 12pt;"><sup><strong>1</strong></sup>Mr. Chitluri Sai Harish, B. Tech, Research Associate, Department of Computer Science and Engineering from KL University.<br />
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<span style="font-family: 'times new roman', times, serif; font-size: 12pt;"> <sup><strong>2</strong></sup>Mr. G gnana krishna vamsi, B. Tech, Research Associate, Department of Computer Science and Engineering from KL University.<br />
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<span style="font-family: 'times new roman', times, serif; font-size: 12pt;"> <sup><strong>3</strong></sup>Mr. G jaya phani akhil, B. Tech, Research Associate, Department of Computer Science and Engineering from KL University.<br />
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<span style="font-family: 'times new roman', times, serif; font-size: 12pt;"> <sup><strong>4</strong></sup>Mr. J n v hari sravan, B. Tech, Research Associate, Department of Computer Science and Engineering from KL University.<br />
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<span style="font-family: 'times new roman', times, serif; font-size: 12pt;"> <sup><strong>5</strong></sup>Ms. V mounika chowdary, Assistant Faculty and Project guide for the undergraduate Students, Department of Computer Science and Engineering from KL University.<br />
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<span style="font-family: 'times new roman', times, serif; font-size: 12pt;"> Manuscript received on 31 March 2021 <strong>|</strong> Revised Manuscript received on 06 April 2021 <strong>|</strong> Manuscript Accepted on 15 May 2021 <strong>|</strong> Manuscript published on 30 May 2021 <strong>|</strong> PP: 1-4 <strong>|</strong> Retrieval Number: 100.1/ijpmh.B1002031221 <strong>|</strong> DOI: <a href="http://doi.org/10.54105/ijpmh.B1002.051221" target="_blank" rel="noopener">10.54105/ijpmh.B1002.051221</a><br />
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<span style="font-size: 12pt;"> <span style="font-family: 'times new roman', times, serif;"> <i class="fa fa-unlock-alt" style="color: blue;"></i><a href="https://www.openaccess.nl/en/open-publications" target="_blank" rel="noopener"> Open Access</a><strong> |</strong> <i class="far fa-file-alt" style="color: blue;"></i> <a href="https://www.ijpmh.latticescipub.com/ethics-policies/"> Ethics and Policies</a> <strong>|</strong> <i class="fa fa-quote-right" style="color: blue;"></i> <a href="https://citation.crosscite.org/" target="_blank" rel="noopener"> Cite</a> <strong>|</strong> <i class="fa fa-plus" style="color: blue;" aria-hidden="true"></i><a href="https://www.mendeley.com/catalogue/0aba3fb5-f9c3-30d7-9187-3536ff6810a2" target="_blank" rel="noopener"> Mendeley</a></span><span style="font-family: 'times new roman', times, serif;"> <strong> |</strong> <i class="fa fa-database" style="color: blue;" aria-hidden="true"></i><a href="https://www.ijpmh.latticescipub.com/indexing/"> Indexing and Abstracting</a></span></span><br />
<span style="font-size: 12pt; font-family: 'times new roman', times, serif;"> © The Authors. Published by Lattice Science Publication (LSP). This is an <a href="https://www.openaccess.nl/en/open-publications" target="_blank" rel="noopener">open access</a> article under the CC-BY-NC-ND license (<a href="http://creativecommons.org/licenses/by-nc-nd/4.0/" target="_blank" rel="noopener">http://creativecommons.org/licenses/by-nc-nd/4.0/</a>)</span></p>
<p style="text-align: justify;"><span style="font-family: 'times new roman', times, serif; font-size: 14pt;"><strong>Abstract:</strong> Heart diseases are one of the most challenging problems faced by the Health Care sectors all over the world. These diseases are very basic now a days. With the expanding count of deaths because of heart illnesses, the necessity to build up a system to foresee heart ailments precisely. The work in this paper focuses on finding the best Machine Learning algorithm for identification of heart diseases. Our study compares the precision of three well known classification algorithms, Decision Tree and Naïve Bayes, Random Forest for the prediction of heart disease by making the use of dataset provided by Kaggle. We utilized various characteristics which relate with this heart diseases well, to find the better algorithm for prediction. The result of this study indicates that the Random Forest algorithm is the most efficient algorithm for prediction of heart disease with accuracy score of 97.17%.<br />
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<span style="font-family: 'times new roman', times, serif; font-size: 16px;"><span style="font-size: 14pt;"> <strong>Keywords:</strong> Machine Learning, Decision Tree, Naive Bayes, Random Forest, Machine Learning, Heart Disease Prediction, Kaggle.</span><br />
<span style="font-size: 14pt;"> <strong>Scope of the Article:</strong> Chronic Diseases</span><br />
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<p>The post <a rel="nofollow" href="https://www.ijpmh.latticescipub.com/portfolio-item/b1002031221/">B1002031221</a> appeared first on <a rel="nofollow" href="https://www.ijpmh.latticescipub.com">International Journal of Preventive Medicine and Health (IJPMH)</a>.</p>
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