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3.
Cureus ; 16(4): e57790, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38721208

RESUMO

Migraine, a common affliction, manifests as debilitating headaches often accompanied by auras. However, hemiplegic migraine presents an unusual symptomatology, inducing unilateral paralysis during attacks. This condition, occurring in two forms, familial and sporadic, merits attention due to its rarity. To raise awareness of this ailment, we recount the case of a 33-year-old woman. This instance serves as a poignant reminder of the potential severity and complexity of hemiplegic migraines. By shedding light on this less-understood variant, we aim to enhance recognition and understanding within medical communities and among the general public. Additionally, emphasizing the importance of thorough history taking in identifying characteristic features, such as the presence of auras or unilateral paralysis preceding headaches, is paramount. Understanding these nuances aids in accurate diagnosis and formulation of tailored management strategies. It's imperative to recognize the distinct characteristics of hemiplegic migraines to ensure timely and appropriate management for affected individuals, offering them relief and improving their quality of life.

4.
BMC Psychiatry ; 13: 96, 2013 Mar 22.
Artigo em Inglês | MEDLINE | ID: mdl-23522357

RESUMO

BACKGROUND: Currently a large number of atypical antipsychotics available in the market are endorsed as better option for treating schizophrenia than the typical antipsychotics. Information regarding the utilization pattern of antipsychotic drugs is lacking in Nepalese population particularly in Western Nepal. By means of this study one is expected to acquire an idea concerning clinician's preference to the antipsychotic drugs in actual clinical setup. The main objective of the study was to find the commonest antipsychotics prescribed in a tertiary care center among hospitalized patients in Western Nepal. METHODS: This cross sectional study was carried out between 1st January 2009 and 31th December 2010 at Manipal Teaching Hospital, Nepal. The diagnosis of schizophrenia was based on ICD-10 (Tenth revision).The main outcome variables of the study was commonest antipsychotic drug prescribed. Z test, Chi square test and logistic regression were used for analytical purpose. P-value < 0.05 was considered to be statistically significant. This is the first study done on the utilization pattern of antipsychotics drugs among hospitalized patients in Nepal. RESULTS: Out of 210 cases of schizophrenia, most of the patients were less than 40 yrs. 78.6%, male 61.9%, unemployed 86.7% and having their monthly income less than NPR 10000 /month 80.5%. As far as religion, 78.1% patients were the Hindus and ethnically schizophrenia was common among the Dalit 26.2%. The study revealed that 46.2% of patients were students followed by 25.2% of housewives. Olanzapine was the commonest antipsychotic drug to be prescribed 34.3%. It was observed that the psychiatrists had a tendency of using antipsychotic drugs by trade names [OR 3.3 (1.407, 8.031)] in male patients as compared to female patients. CONCLUSION: According to the utilization pattern of antipsychotics, it is concluded that atypical antipsychotics were used relatively more commonly than that of typical antipsychotics. Among the atypical antipsychotic drugs, there is a trend of using Olanzapine during Schizophrenia as compared to other atypical antipsychotic drugs in Western Nepal.


Assuntos
Antipsicóticos/uso terapêutico , Benzodiazepinas/uso terapêutico , Uso de Medicamentos/estatística & dados numéricos , Pacientes Internados/estatística & dados numéricos , Esquizofrenia/tratamento farmacológico , Adulto , Fatores Etários , Estudos Transversais , Prescrições de Medicamentos , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Nepal , Olanzapina , Esquizofrenia/epidemiologia , Fatores Sexuais , Fatores Socioeconômicos
5.
Nepal J Epidemiol ; 13(3): 1288-1291, 2023 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-38293634

RESUMO

Systematic reviews that are out-of-date delay policymaking, create controversy, and can erode trust in research. To avoid this issue, it is preferable to keep summaries of the study evidence. Living evidence is a synthesis approach that provides up-to-date rigorous research evidence summaries to decision-makers. This strategy is particularly useful in rapidly expanding research domains, uncertain existing evidence, and new research that may impact policy or practice, ensuring that physicians have access to the most recent evidence. Addressing global challenges - ranging from public health crises to climate change or political instability - requires evidence-based judgements. An obsolete, biased, or selective information poses risks of poor decisions and resource misallocation. The relatively nascent practice of living evidence proves invaluable in maintaining continuous interest and team engagement. The concept of living evidence has been particularly relevant during the COVID-19 pandemic due to the rapidly evolving nature of the virus, the urgent need for timely information, and the continuous emergence of new research findings. Although the COVID-19 pandemic accelerated the adoption of evidence systems, researchers and funders of research should rigorously test the living-evidence model across diverse domains to further advance and optimize its methodology.

6.
Nepal J Epidemiol ; 12(2): 1215-1219, 2022 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-35974973

RESUMO

The global pandemic caused by the SARS-CoV-2 virus has affected every continent worldwide. The novelty of this virus, its mutations and the rapid speed and unprecedented rate at which it has torn through the global community has in turn lead to an innate lack of knowledge and information about the actual disease caused and the severity of the complications associated with COVID-19. The SARS-CoV-2 virus has been infecting individuals since 2019 and now as of 2022 has been circulating for just over 2 years within the global populous. As the number of cases have risen globally over this period (some of which having contracted the virus twice) further endeavours have been undertaken to better understand the pathogenesis and natural progression of the disease. A condition reported in some cases with extended bouts of sickness or symptoms following the initial infection with COVID was labelled "long COVID" towards the earlier phases of the pandemic (in the spring of 2020), but has only recently gained the global media and medical attention due to its affliction of more individuals on a global basis and has thus warranted further investigation. Long COVID is described as a persistent, long-term state of poor health following an infection with COVID-19. The effect of Long COVID is multisystemic in nature with a wide array of signs and symptoms. The most commonly reported clinical features of long COVID are: headaches, myalgia, chest pain, rashes, abdominal pain, shortness of breath, palpitations, anosmia, persistent cough, brain fogs, forgetfulness, depression, insomnia, fatigue and anxiety. This research aims to explore the symptomatology, pathophysiology as well as the treatment and prevention of Long COVID.

7.
Nepal J Epidemiol ; 12(1): 1175-1178, 2022 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-35528457

RESUMO

This paper illustrates the growing importance of mixed-methods research to many health disciplines ranging from nursing to epidemiology. Mixed-methods approaches requires not only the skills of the individual quantitative and qualitative methods but also a skill set to bring two methods/datasets/findings together in the most appropriate way. Health researchers need to pay careful attention to the 'best' approach to designing, implementing, analysing, integrating both quantitative (number) and qualitative (word) information and writing this up in a way offers greater insights and enhances its applicability. This paper highlights the strengths and weaknesses of mixed-methods approaches as well as some of the common mistakes made by researchers applying mixed-methods for the first time.

8.
Nepal J Epidemiol ; 12(2): 1203-1214, 2022 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-35974971

RESUMO

Background: Globally, post traumatic stress disorder (PTSD) is one of the most common psychiatric illnesses following a disaster. We aimed to evaluate the relationship between the socio-economic and flood exposure factors with PTSD, depression and anxiety among the flood-affected populations in Kerala, India. Methods: A cross-sectional household survey was conducted from November 2019 to January 2020 in Kozhikode district of Kerala, India. Adults (≥ 18 years), who were permanent residents and had been directly exposed to the flood, were invited to take part in the study. Individuals with a history of mental health issues and those who had other stressful situations in the past were excluded. The survey questionnaire was based on three screening tools: (1) PTSD Checklist for DSM-5 (PCL-5); (2) patient health questionnaire (PHQ-9); and (3) generalized anxiety disorder (GAD-7). Data included sociodemographic factors and flood exposure variables. The primary outcome variable was psychiatric morbidity (PTSD, anxiety and depression). Results: A total of 276 respondents (150 males/126 females) participated in the study. A significant correlation was observed between total score on PCL-5 and GAD-7 (r=0.339, p=0.001) and PHQ-9 (r=0.262, p=0.001). Females had significantly higher total PTSD symptom severity scores (8.24±5.88 vs. 6.07±5.22; p=0.001), severity of symptoms of intrusion (4.66±3.60 vs. 3.69±3.20; p=0.04), increased level of anxiety (2.54±1.94 vs. 1.79±1.53; p=0.001) and depression (3.02±2.26 vs. 2.04±1.67; p=0.001) compared to males. However, the gender difference for PTSD symptoms disappeared when controlling for age. Conclusion: The findings of this survey revealed that the vast majority of respondents (92 percent females and 87 percent males) still had subclinical psychiatric symptoms one year after the flood. Therefore, tailored psychological interventions are warranted to counter the long-lasting impact of flooding on the mental health of individuals.

9.
Nepal J Epidemiol ; 11(4): 1126-1129, 2021 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-35070471

RESUMO

The SARS-CoV-2 virus which causes the disease termed COVID-19 ripped through the globe in the latter part of 2019 and has left a state of fear, death and destruction in its wake. The Omicron variant was officially announced by the South African authorities on the 24th of November 2021, with the first confirmed sample of the infection being collected on the 9th of November 2021. The initial cases were flagged as a possible new variant due to the stark differences in the presentation and clinical features of the patients. At the time of Omicron's discovery, the predominant variant circulating within South Africa was the Delta variant B.1.617.2 which typically presented with more severe and distinct symptoms. Omicron spread rapidly within the Southern Africa and abroad, principally South Africa, Botswana, Hongkong and Israel were among the first countries to record cases of the new variant. The first European case of the Omicron variant was confirmed on the 26th of November 2021 in Belgium. Towards the end of November 2021 cases of the new variant had been confirmed and recorded in France, the United Kingdom, Germany, Portugal and Scotland. Additional cases of the Omicron variant have been confirmed in Canada, Australia, India and United States. At this current point in the development of the Omicron upsurge in cases the international community should aim for further vaccinations among their fellow countrymen, but more so vaccine equality should be ensured. Such equality should be ensured in the developing nations as the virus does not respect any boundaries or territories and thus a higher level of vaccination worldwide will confer greater protection to the global community as a whole.

10.
Nepal J Epidemiol ; 11(1): 983-987, 2021 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-33868743

RESUMO

A mutation is defined as an alteration in the DNA or RNA sequences of a genome which may consequently confer a new phenotypic and or genotypic advantage both increasing the virulence as well as the survival of a virus or pathogen. At this current point in time there are 4 known major variants of the original SARS-CoV-2 virus, namely the English variant (B.1.1.7), the South African variant (B.1.351), Brazilian variants (VOC202101/02 (P.1) and VUI202101/01) and a variant similar to that of the South African variant found in North America (B.1.526), all of which have varying levels of resistance and infectivity. It is evident that the SARS-CoV-2 variants pose an international health risk, the mutations of E484K and N501Y are the two most implicated mutations. E484K being the most concerning as it aids in immune evasion and drastically causes the efficacy of the current vaccines to be reduced by large margins. The most worrisome variant is the South African or B.1.351 which harbors the above mutations. It is of the upmost importance that targeted vaccines are synthesized to ensure that immunized individuals have effective protection against these variants. Until these specific targeted vaccines are synthesized the current vaccines offer little long-term protection, however do confer a level of immunity to stop severe infections. It is thus advised that current vaccination programs should continue in earnest as a degree of protection is conferred.

11.
Nepal J Epidemiol ; 11(2): 1034-1039, 2021 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-34290893

RESUMO

Mucormycosis and aspergillosis are rare, invasive and life-threatening infections primarily caused by Rhizopus arrhizus and Aspergillus fumigatus with higher case fatality rates (>50%), respectively. Invasive Aspergillosis and Mucormycosis have been established and recognized as complications of the SARS-CoV-2 infection. Such cases have been intimately linked and related to prior corticosteroid therapy. With the new highly infectious Delta strain (B.1.617.2 and B.1.617.2.1 or AY.1) of the coronavirus which is running rampant throughout India causing unprecedented death tolls, a new crisis is evolving. Invasive "black fungus" (Mucormycosis) is creating an epidemic within a global pandemic. The unique socio-economic, genetic and health status of Indian population culminates into a melting pot which sustains the viable triad for the "black fungus" infection to gain a stronghold. Diabetes mellitus, immunosuppression and the current COVID-19 global pandemic with its massive surges in the country have produced the "perfect storm." Ophthalmologist across India have reported a surge in invasive Mucormycosis cases with a rise in orbital compartment syndrome often calling for radical procedures such as enucleation surgeries. The "black fungus" pandemic and invasive Mucormycosis resulted in the sinister secondary infections and complications are closely linked with the COVID-19 infection in India. It is therefore of the upmost importance that neighbouring countries particularly Nepal and other Asiatic nations take great cognizance of this indolent "black fungus killer" and ensure new screening and testing protocols for early identification to ensure effective management.

12.
Nepal J Epidemiol ; 11(2): 1006-1022, 2021 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-34290891

RESUMO

BACKGROUND: The objectives of the study were to identify the psychological impacts of lockdown on medical students due to COVID-19 and to discover the educational perplexities being faced by these students during the lockdown. METHODS: A cross-sectional study was conducted at Sir Seewoosagur Ramgoolam Medical College (SSRMC), Mauritius. Questions were designed after an extensive review of the literature, so as to ensure relevance to meet the objectives of the study. RESULTS: Out of 700 undergraduate medical students, 663 participated, which equates to a response rate of 95%. 348 (52.5 %) of the students were stationed in their hometown and the remaining 315 (47.5 %) were stationed in Mauritius. 464(70%) of the students suffered from the psychological impacts of lockdown whereas 634(95.6%) of students suffered from the educational impact thereof. Mauritian students suffered a greater educational impact aOR4.236[1.606-11.173]. Psychological impacts aOR 1.280 [0.917-1.789] and educational impacts aOR 2.464 [1.076-5.647] were more prevalent in hometown-based students. Students pursuing their clinical studies had aOR1.219 [ 0.531-2.798] a greater educational impact as compared to preclinical studies. CONCLUSION: Lockdown triggered both educational and psychological impacts on medical students. On a psychological basis it was proven that the lockdown induced a feeling of guilt and had a greater psychological impact in pre-clinical students. The COVID-19 situation was simultaneously indicated to be a motivator in the majority of students; however, juxtaposed to this was the fact that various students felt as if they couldn't study at the same level that they were accustomed to due to the uncertainty of the situation.

13.
Nepal J Epidemiol ; 11(4): 1103-1125, 2021 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-35070470

RESUMO

BACKGROUND: The novel Coronavirus Disease 2019 (COVID-19) outbreak, caused by the pathogenic severe acute respiratory syndrome-2 (SARS-CoV-2) virus, is exponentially spreading across the globe. METHODS: The current systematic review was performed utilising the following electronic databases PubMed, MEDLINE and EMBASE. We searched for the keywords "COVID-19 AND "pregnancy" between January 1, 2020 until December 31, 2020. RESULTS: Out of 4005 records which were identified, 36 original studies were included in this systematic review. Pooled prevalence of vertical transmission was 10%, 95% CI: 4-17%. Pooled prevalence of neonatal mortality was 7%, 95% CI: 0-21%. CONCLUSION: The contemporary evidence suggests that the incubation period of COVID-19 is 2-14 days, and this infection could be transmitted even from the infected asymptomatic individuals. It is found that the clinical presentation of pregnant women with COVID-19 infection is comparable with the infected non-pregnant females, and the frequent symptoms were fever, cough, myalgia, sore throat and malaise. Some cases have severe maternal morbidity and perinatal deaths secondary to COVID-19 infection. Under these circumstances, pregnant women should focus on maintaining personal hygiene, proper nutrition and extreme social distancing to reduce the risk of COVID-19. Therefore, systematic data reporting for evidence based clinical assessment, management and pregnancy outcomes is essential for preventing of COVID-19 infection among pregnant women.

14.
Nepal J Epidemiol ; 11(1): 959-982, 2021 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-33868742

RESUMO

BACKGROUND: To date, there is no comprehensive systematic review and meta-analysis to assess the suitability of COVID-19 vaccines for mass immunization. The current systematic review and meta-analysis was conducted to evaluate the safety and immunogenicity of novel COVID-19 vaccine candidates under clinical trial evaluation and present a contemporary update on the development and implementation of a potential vaccines. METHODS: For this study PubMed, MEDLINE, and Embase electronic databases were used to search for eligible studies on the interface between novel coronavirus and vaccine design until December 31, 2020. RESULTS: We have included fourteen non-randomized and randomized controlled phase I-III trials. Implementation of a universal vaccination program with proven safety and efficacy through robust clinical evaluation is the long-term goal for preventing COVID-19. The immunization program must be cost-effective for mass production and accessibility. Despite pioneering techniques for the fast-track development of the vaccine in the current global emergency, mass production and availability of an effective COVID-19 vaccine could take some more time. CONCLUSION: Our findings suggest a revisiting of the reported solicited and unsolicited systemic adverse events for COVID-19 candidate vaccines. Hence, it is alarming to judiciously expose thousands of participants to COVID-19 candidate vaccines at Phase-3 trials that have adverse events and insufficient evidence on safety and effectiveness that necessitates further justification.

15.
Nepal J Epidemiol ; 10(4): 923-927, 2020 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-33495710

RESUMO

The Coronavirus disease 2019 (COVID-19) pandemic is caused by rapidly spreading pathogenic virus known as severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), that affects vast majority of population worldwide. Although, around 80% of the cases had mild infection but still remaining 20% had developed respiratory failure and dysfunction of other organs that necessitate urgent oxygen therapy or specific interventions. Therefore, it is imperative to establish novel prognostic approaches to screen patients at high-risk of developing severe complications. The primary focus of current research for COVID-19 is to discover safe and efficacious vaccine for prevention and effective treatment for better management of the patients to overcome the pandemic. To achieve this goal, it is imperative to have better understanding of the molecular pathways involved in the pathophysiology and progression of severe COVID-19. The surge for reliable diagnostics and therapeutics targets for COVID-19 highlighted the great potential of high-throughput approach like metabolomics which may enable the development of personalized medicine.

16.
Nepal J Epidemiol ; 10(3): 905-914, 2020 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-33042594

RESUMO

BACKGROUND: The objective of this study was to find what undergraduate medical students and teaching faculty perceive success to be. METHODS: A descriptive phenomenological qualitative study was designed and conducted on faculty and medical students in Sir Seewoosagur Ramgoolam Medical College, Mauritius. NVivo 12 (Windows) Plus software was implemented for data analysis and thematic analysis was performed. RESULTS: The codes/nodes namely being: Satisfaction, Accomplishment, Actions, Motivations, Extrinsic Factors and Intrinsic Factors were identified in the transcribed data. Satisfaction was described as the positive emotions and notions intimately related as well as synonymously associated with success. Accomplishment as the attainment and fulfilment of any physical, mental, emotional, social, occupational, personal goal or desire by an individual. Actions was the arsenal of physical processes, acts of planning, goal setting or forethinking exercised by the individual. Motivations was the drive to attain the preset goal or notion be it positive or negative. This applies to factors that enable a subject to strive forwards. Extrinsic Factors were the external determinants and definition of success perceived by the subject. Intrinsic Factors were the subject's internal organic, comprehension and definition of success. The themes generated were: Products of Success, Mechanisms of Success and Concepts of success. CONCLUSION: A tangible demarcation is noticeable between the preconceived general impression of success and the vast multifactorial cohort of intrinsic and extrinsic factors coupled to the highly emotional aspects which were brought forth.

17.
Nepal J Epidemiol ; 10(2): 845-855, 2020 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-32874698

RESUMO

This narrative review of the literature aims to assess the impact of COVID-19 on the younger age group in terms of the Global mortality of COVID-19 in comparison to Nepal. An extensive literature survey of English literature was conducted using Pubmed, Medline, Google Scholar, Embase, WHO Nepal Situation Updates on COVID-19, Situation update report, Ministry of Health and Population-Nepal from January 25, 2020 to June 20, 2020. According to the Ministry of Health and population of The Government of Nepal, as of June 20, 2020, out of a total of 8,605 laboratory confirmed cases reported to date, the pattern shows that most of the cases fell into the cohort of 21-30 years (37.72%), followed by 11-20 years (24.35 %), 31-40 years (21.97%) and 41-50 years (9.2%). To date Nepal has recorded a total of twenty-two deaths. At first evaluation these figures may not strike one as alarming, but on further investigation it is noted that the mean age is 42. 32 ± 19.632 SD years, and out of which male patients accounted for 77.3% and female accounted for 22.7%. The current situation of COVID-19 and how it develops in Nepal should be closely monitored and could be of international concern as it may be the early indicator of a changing pattern in COVID-19 infections. Nepal may therefore act as a global watch dog, due to the fact that the world could very possibly expose the younger age group under the notion that they are more resilient to the virus, when in reality that notion may be changing. This trend must be monitored and further investigated in order to establish the risk of the events unfolding in Nepal.

18.
Nepal J Epidemiol ; 10(3): 878-887, 2020 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-33042591

RESUMO

Background: The World Health Organization has reported more than 31,186,000 confirmed cases of coronavirus disease-19 (COVID-19), including 962,343 deaths, worldwide as on September 21, 2020. The current COVID-19 pandemic is affecting clinical research activities in most parts of the world. The focus on developing a vaccine for SARS-CoV-2 and the treatment of COVID-19 is, in fact, disrupting many upcoming and/or ongoing clinical trials on other diseases around the globe. On March 18, 2020, the United States Food and Drug Administration (FDA) issued an updated guideline for the conduct of clinical trials during the current health emergency situation. The potential challenges, such as social distancing and quarantines, result in study participants' inaccessibility and trial personnel for in-person scheduled study visits and/or follow-up. Due to the sudden onset and wide-spread impact of COVID-19, its influence on the management of clinical trials and research necessitates urgent attention. Therefore, our systematic review of the literature aims to assess the impact of the COVID-19 pandemic on the conduction of clinical trials and research. The search for the relevant articles for review included the keywords "COVID-19" AND "clinical trial" in PubMed, MEDLINE, Embase, Google scholar and Google electronic databases. Key findings include: delaying subject enrollment and operational gaps in most ongoing clinical trials, which in turn has a negative impact on trial programmes and data integrity. Globally, most sites conducting clinical trials other than COVID-19 are experiencing a delay in timelines and a complete halt of operations in lieu of this pandemic, thus affecting clinical research outcomes.

19.
Nepal J Epidemiol ; 10(1): 821-829, 2020 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-32257512

RESUMO

BACKGROUND: Worldwide, tobacco smoking is a major risk factor for morbidity and early mortality among adult population. The present study aimed to find out the association between current smoking and suicidal ideation among young people in Nepal. MATERIALS AND METHODS: A cross-sectional questionnaire-based survey was carried out among 452 youths from Pokhara, Nepal. The present study included both genders (age 18-24 years) who were smokers as well as non-smokers. RESULTS: Across the study period, 452 participants were identified after matching for age, and sex (226 in the smoking group and 226 in the non-smoking group). The mean age of participants was 21.6±1.2 years and 58.8% were males. The overall rate of suicidal ideation in our cohort was 8.9%. Smokers were slightly more likely to report suicidal ideation than non-smokers (aOR 1.12). The risk of developing suicidal ideation was 3.56 (95% CI 1.26-10.09) times more in individuals who smoked greater than 3.5 cigarettes per week (p=0.01). CONCLUSION: The rate of suicidal ideation was slightly higher among smokers and a dose-response relationship was identified with the number of cigarettes smoked per week. Being aware of the link between smoking and suicidal ideation may help health care professionals working with young people to address more effectively the issues of mental well-being and thoughts about suicide.

20.
Heliyon ; 5(5): e01822, 2019 May.
Artigo em Inglês | MEDLINE | ID: mdl-31193957

RESUMO

The issue addressed in this exposition is the classification of multivariate data collected through different sensors for water quality monitoring. Multivariate data are sequences that have various attributes in every instance of the sequences. A few endeavours exist to address this issue; however, none of them has given full emphasis on continuous dataset. Another solution for this issue is to reduce the instances to a single attribute while losing significant information. Different arrangements address both the multivariate and the sequential part of the data yet give an un-versatile solution. The proposed algorithm is not only able to monitor continuous water quality, but it also produces a better classification model for other continuous datasets as well. Instead of decreasing the attributes of the dataset, we introduce three additional reference indicators which are dependent on the actual attributes. We compare the classification accuracy of our proposed algorithm with standard classification models. The proposed method gives better classification accuracy compared to existing methods.

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