International Journal of Science for Global Sustainability最新文献

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Local Rock Sample as Catalytic Material for Biodiesel Production via Transesterification of Used Cooking Oil 本地岩石样品作为废食用油酯交换制备生物柴油的催化材料
International Journal of Science for Global Sustainability Pub Date : 2023-03-31 DOI: 10.57233/ijsgs.v9i1.392
A. Galadima, A. Lawal, R. Muhammad, M. Abubakar
{"title":"Local Rock Sample as Catalytic Material for Biodiesel Production via Transesterification of Used Cooking Oil","authors":"A. Galadima, A. Lawal, R. Muhammad, M. Abubakar","doi":"10.57233/ijsgs.v9i1.392","DOIUrl":"https://doi.org/10.57233/ijsgs.v9i1.392","url":null,"abstract":"Sufficient energy supply is increasingly becoming an important mechanism for catalyzing the development of a nation. A gradual shift to biofuels development was considered advantageous in reducing the pollution and other challenges associated with fossil fuels. Specifically, biodiesel production is one of those options prioritized in the literature. Herein, we demonstrated how a local rock sample can catalyze the upgrading of used groundnut oil into fuel-grade biodiesel at the laboratory scale via transesterification with methanol. The rock-based catalyst was characterized mainly to compose of oxides in the order SiO2 > Al2O3 > CaO > MgO > Fe2O3 with traces of Na2O, K2O, MnO and P2O5. The overall catalysis was believed to be initiated and aided by support, active sites participation and promotion effect. The optimum properties of 65oC, 6:1 (methanol: oil), moderate stirring and 100 mg catalyst loading were responsible for deriving 98.05% biodiesel yield. All the assessed fuel properties were also within the standard limits approved by ASTM. Thus, this suggests the feasibilities of the process parameters employed.","PeriodicalId":332500,"journal":{"name":"International Journal of Science for Global Sustainability","volume":"51 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127148110","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Antibiotic Resistance pattern/ Multiple drug Resistance Index of Water-borne Bacteria isolated from Underground well Water of some Wards in Gusau Metropolis Zamfara State 古苏大都市区扎姆法拉州部分病房地下井水分离水源性细菌耐药模式/多重耐药指数
International Journal of Science for Global Sustainability Pub Date : 2023-03-31 DOI: 10.57233/ijsgs.v9i1.404
Nusaiba Danmaliki, A. Haroun, P. Vantsawa, A. Alhaji
{"title":"Antibiotic Resistance pattern/ Multiple drug Resistance Index of Water-borne Bacteria isolated from Underground well Water of some Wards in Gusau Metropolis Zamfara State","authors":"Nusaiba Danmaliki, A. Haroun, P. Vantsawa, A. Alhaji","doi":"10.57233/ijsgs.v9i1.404","DOIUrl":"https://doi.org/10.57233/ijsgs.v9i1.404","url":null,"abstract":"Resistance of bacteria to many antibiotics is now a challenge that has become a source of mortality in many countries. Pathogens that are previously susceptible are now becoming resistant and are spreading among water bodies. This study will determine the Antibiotic Resistance pattern and Multiple drug Resistance Index of Water-borne bacteria isolated from Underground well Water of some Wards in Gusau metropolis. Eighteen water samples were collected from 6 locations (three from each) in Gusau. These samples were plated, cultured and emerging strain of bacteria were isolated and characterized using standard biochemical method. 24 bacterial isolates were found and characterized into eight genera. The bacteria with the highest frequency was Pseudomonas spp. (29.2%) followed by Shigella spp.and Alicaligenes with (16.7%) then (12.5%) Citrobacter freudii, Salmonella spp and Proteus mirabilis with (8.3%) followed finally by Serratia and Yersinia (4.2%). Antibiotic resistance patterns were determined using disk-diffusion method. Twelve antibiotics belonging to the class B-lactams were tested. The isolates show 96 % resistance to Cefotaxime, 92% Ampiclox, 87.5% Cefuroxime, 75% Amoxicillin and Imipenem, 50% Nalidixic acid, 33.3% Gentamycin, 8.3% Oflaxacin and 4.2 % Cefexime.  It was observed that the isolates were 100% susceptible to Lovofloxacin, 96% Cefexime, 92% Ofloxacin, 75% Ceftriaxone sulbactarm, 66.7% Gentamycin, 58% Nitrofurantoin, 50% Nalidixic acid, 25% Amoxicillin, 12.5% Cefuroxime, 8.3% Ampiclox, and 4.2% Cefotaxime.   A MAR index > 0.2 was observed for the isolates, indicating frequent antibiotic use in the area.","PeriodicalId":332500,"journal":{"name":"International Journal of Science for Global Sustainability","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132427873","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Socio-Economic and Environmental Benefits of Waste Scavenging in Maiduguri, Borno State 博尔诺州迈杜古里废物清理的社会经济和环境效益
International Journal of Science for Global Sustainability Pub Date : 2023-03-31 DOI: 10.57233/ijsgs.v9i1.408
Muhammed Kodiya, Mustapha Shettima, M. Modu, F. Yusuf
{"title":"The Socio-Economic and Environmental Benefits of Waste Scavenging in Maiduguri, Borno State","authors":"Muhammed Kodiya, Mustapha Shettima, M. Modu, F. Yusuf","doi":"10.57233/ijsgs.v9i1.408","DOIUrl":"https://doi.org/10.57233/ijsgs.v9i1.408","url":null,"abstract":"This study aimed at assessing the economic and environmental benefits of waste scavenging in Maiduguri, which has been presumably neglected by formal sector. The objectives of the study were to: identify the types of waste materials recovered by scavengers, determine the average monthly income and factors that influence the income of Scavengers and examine the environmental benefits of waste scavenging. Data were collected using Questionnaire and observation checklists. Five wards out of the 15 wards that constituted the study area were purposively selected for the study. 210 scavengers were randomly selected and administer Questionnaire at the depots in each of the sampled wards where they sell recovered materials. The data collected were analyzed using descriptive statistics and chi square test. The study found that scavenging is a male dominated occupation, with a mean age of 20.2 and average monthly income of N13, 500. The Chi-square test performed to demonstrate the influence of socio demographic factors on income of scavengers revealed a significant association between Age, Educational attainment, length of practice, marital status and categories of waste scavengers. Gender and alternative occupation were the only insignificant factors. The study also showed that, Scrap metals and aluminum were the major materials recovered by scavengers as ascertain by 65.71%, and that the materials are recovered base on their economic value, quality and state. Seasonal differences also contribute to the pricing of recyclable materials recovered by scavengers. The study also revealed that despite the significant contribution of scavengers to environmental sustenance, economic growth and poverty reduction, their activities is still not acknowledge by local authorities in the study area. The study recommends that Government should recognize their contributions as important stakeholders in the waste management sector in Maiduguri by diversifying the types of recyclables and establishing recycling plants, more permanent employment could be provided for the scavengers and other people, thereby improving the economy. Also, Successful integration of scavengers into a formal programme can help optimize waste collection and recycling in an integrated waste management programme. If well organized, scavengers could be given the necessary training that would enable them overcome the challenges they encounter in their activities, especially those related to vulnerability of hazards.","PeriodicalId":332500,"journal":{"name":"International Journal of Science for Global Sustainability","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131074056","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of a Computerized System for Fashion Business 服装企业计算机化系统的开发
International Journal of Science for Global Sustainability Pub Date : 2023-03-31 DOI: 10.57233/ijsgs.v9i1.399
J. Ogbiti, Oyaimare Uddin
{"title":"Development of a Computerized System for Fashion Business","authors":"J. Ogbiti, Oyaimare Uddin","doi":"10.57233/ijsgs.v9i1.399","DOIUrl":"https://doi.org/10.57233/ijsgs.v9i1.399","url":null,"abstract":"Although physical storefronts are still widely valuable and used, there has been substantial increase in electronic commerce in the fashion sector in recent years in Nigeria. The fashion sector alone presently accounts for 37% of e-commerce revenues to Nigeria’s economy and the Nigerian eCommerce revenue is led by Electronics & Media with 39.3%, followed by Fashion with 22.3% (Otaru, A. 2022).  The globalization of e-commerce has also had a significant impact on Nigeria’s fashion industry while the wider African e-commerce landscape is being pushed by sales in fashion despite the prevalent challenges. This study provides a literary resource to the body of knowledge of the Nigerian fashion and e-commerce industry. It identifies the key factors that contribute to the success of e-commerce fashion businesses in Nigeria and develops a workable computerized system specifically designed for e-commerce fashion businesses. By leveraging technology, fashion businesses can streamline their operations, improve customer experiences, and stay competitive in the ever-changing fashion industry. Observations were made to understand the current state of the fashion industry and the challenges faced by fashion businesses. Documentation was used to gather information about the history of the fashion industry and the evolution of e-commerce. Interviews were conducted with fashion designers, fashion business owners, e-commerce experts and customers to gain insights into the key factors that contribute to the success of e-commerce fashion businesses. The outcome of this study is a workable computerized system specifically designed for the fashion industry. The system is designed to help fashion businesses streamline their operations, improve customer experiences, and stay competitive in the ever-changing fashion industry.","PeriodicalId":332500,"journal":{"name":"International Journal of Science for Global Sustainability","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132218254","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Bone Turnover Markers for Diagnosis of postmenopausal osteoporosis – A review 骨转换标志物在绝经后骨质疏松症诊断中的应用综述
International Journal of Science for Global Sustainability Pub Date : 2023-03-31 DOI: 10.57233/ijsgs.v9i1.402
S. Mada, S. Ibrahim, M. Abarshi, B. Sanusi, P. Abaya, N. Garba, Kabiru Usman, A. Hamza, M. Umar, Muttaka Auwalu, A. Jabbi, Kabiru Samaila
{"title":"Bone Turnover Markers for Diagnosis of postmenopausal osteoporosis – A review","authors":"S. Mada, S. Ibrahim, M. Abarshi, B. Sanusi, P. Abaya, N. Garba, Kabiru Usman, A. Hamza, M. Umar, Muttaka Auwalu, A. Jabbi, Kabiru Samaila","doi":"10.57233/ijsgs.v9i1.402","DOIUrl":"https://doi.org/10.57233/ijsgs.v9i1.402","url":null,"abstract":"Postmenopausal osteoporosis is an age related skeletal metabolic disorder that affects most elderly women worldwide owing to the loss of estrogen activity, increase in bone turnover rate and circulating level of bone turnover markers. Although osteocalcin, bone specific alkaline phosphatase, and pro-collagen type I N- and C-terminal pro-peptides are considered as the most sensitive markers of bone formation however, they suffer some limitations. Consequently, periostin, sclerostin and dickkopf-1 protein (Dkk-1) are emerging diagnosis markers of bone pathologies and monitoring therapeutic interventions and management of postmenopausal osteoporosis. These markers serve as effective tools for diagnosis of bone disorders, predict reduction in fracture risk, reflect metabolic effect of drugs during bone remodeling and could be used to establish the lowest dose that elicit the required change in bone mineral density. Biological variability from different sources including controllable and uncontrollable factors could serve as the major limitations of these established markers of bone formation (BFMs). This review, therefore focus on the therapeutic applications of selected bone turnover markers for early diagnosis of postmenopausal osteoporosis.","PeriodicalId":332500,"journal":{"name":"International Journal of Science for Global Sustainability","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121703998","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Nanoporous carbon from waste egg shells modified with copper-nanoparticles – An Efficient material for removal of microbial contaminants from polluted water 用铜纳米颗粒修饰的废蛋壳制备的纳米多孔碳-一种去除污水中微生物污染物的有效材料
International Journal of Science for Global Sustainability Pub Date : 2023-01-16 DOI: 10.57233/ijsgs.v8i4.360
T. Izuagie, Saifya A. Muazu, Halilu A. Anka
{"title":"Nanoporous carbon from waste egg shells modified with copper-nanoparticles – An Efficient material for removal of microbial contaminants from polluted water","authors":"T. Izuagie, Saifya A. Muazu, Halilu A. Anka","doi":"10.57233/ijsgs.v8i4.360","DOIUrl":"https://doi.org/10.57233/ijsgs.v8i4.360","url":null,"abstract":"The paper examines the efficiency of nanoporous carbon modified with copper nanoparticles (nC@CuNPs) for the removal of microbial contaminants from polluted waters. The modified material was prepared by wet impregnation of the unmodified carbon material in a solution of as-prepared Cu-nanoparticles. The materials were characterized by UV-Visible Spectroscopy, Fourier Transform-Infrared (FTIR) Spectroscopy, and Thermogravimetric Analysis. The materials were then investigated for their ability to remove copper and lead using Atomic Absorption Spectroscopy (AAS), methylene blue using Ultraviolet-Visible (UV-Vis) Spectroscopy and microbial contaminants from simulated polluted water. The results showed that in addition to retaining its heavy metals (Cu and Pb), and methylene blue removal capacity, the modified material, nC@CuNPs was efficient in removing microbial contaminants (E. coli and Salmonella) from the polluted water. The study provides an avenue for the provision of easy access to a range of such water purification materials to the increasing world population and contributes towards meeting the United Nationals Sustainable Development Goals (UN SDGs).","PeriodicalId":332500,"journal":{"name":"International Journal of Science for Global Sustainability","volume":"49 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131461609","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mixed Convection Flow in a Micro-channel in the Presence of Magnetic Field and Thermal Property 微通道中存在磁场和热特性的混合对流流动
International Journal of Science for Global Sustainability Pub Date : 2023-01-16 DOI: 10.57233/ijsgs.v8i4.366
Hamza M. Murtala, U. Abdullahi, Samaila K. Ahmad, E. Omokhuale
{"title":"Mixed Convection Flow in a Micro-channel in the Presence of Magnetic Field and Thermal Property","authors":"Hamza M. Murtala, U. Abdullahi, Samaila K. Ahmad, E. Omokhuale","doi":"10.57233/ijsgs.v8i4.366","DOIUrl":"https://doi.org/10.57233/ijsgs.v8i4.366","url":null,"abstract":"The fully developed MHD mixed convection flow in a micro channel having variable thermal conductivity is considered. The velocity slip and temperature jump at both plates were taken into consideration. The effects of various flow parameters entering into the problem such as Hartmann number, variable thermal conductivity, mixed convection parameter, rarefaction parameter, fluid-wall interaction parameter and wall-ambient temperature difference ratio were discussed with the aid of line graphs. It is revealed that greater values of variable thermal conductivity tend to significantly improve the temperature and velocity gradients respectively. Furthermore, mixed convection parameter, significantly influence the flow pattern.","PeriodicalId":332500,"journal":{"name":"International Journal of Science for Global Sustainability","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123901630","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effects of Garlic (Allium sativum) on Growth and Haematological Parameters in African Catfish (Clarias gariepinus) Juveniles 大蒜对非洲鲶鱼(Clarias gariepinus)幼鱼生长和血液参数的影响
International Journal of Science for Global Sustainability Pub Date : 2023-01-16 DOI: 10.57233/ijsgs.v8i4.364
Jabbi A.M., Ayeku P.O., Asiru R.A., Sani K.A.
{"title":"Effects of Garlic (Allium sativum) on Growth and Haematological Parameters in African Catfish (Clarias gariepinus) Juveniles","authors":"Jabbi A.M., Ayeku P.O., Asiru R.A., Sani K.A.","doi":"10.57233/ijsgs.v8i4.364","DOIUrl":"https://doi.org/10.57233/ijsgs.v8i4.364","url":null,"abstract":"Fishes are most abundant aquatic vertebrates; they are being consumed by humans as protein supplements and as well serve as raw materials in drugs industries and source of foreign exchange. Juveniles Clarias gariepinus were sourced from ABU Institute of Agriculture Mando, Zaria Kaduna State and acclimatized for two weeks and fed 4mm Bluecrown feed containing 45% crude protein diet at 3% body weight twice daily at 12hours interval. Feed was formulated with garlic extract in to five groups; A (0.0g/kg), B (0.5g/kg), C (1.0g/kg), D (2.0g/kg) and E (5.0g/kg) diet. Fishes were grouped into five (triplicates) and feed different diets. Fish fed with 0.5g/kg garlic mixture supplemented diet increases significantly in growth when compared with the control groups and those other groups fed with 1.0 g/kg, 2.0 g/kg and 5.0 g/kg Garlic supplement. Similarly, among dietary groups, food conversion ratio (FCR) improved significantly (p < 0.05) in fish fed with 1.0 g/kg and 0.5 g/kg Garlic supplemented diet when compared with those fed with D (2.0 g/kg), D (5.0 g/kg) and control (0.0 g/kg). Percentage weight gain, mean weight and survival rate decreases as garlic supplements in the diets increases. Differences observed in packed cell volume (PCV) and White blood cell (WBC) were significantly high in 0.5g/kg garlic supplemented groups (PCV 33% and WBC 23.1 x103µL-1) when compared with the control group (PCV 27% and WBC 19.1 x103µL-1) and other groups with higher garlic supplements. Overall, fish fed with 0.5 g/kg garlic mixture extracts had improved haematological indices when compared with those fed with higher concentrations and control group. The study concluded that, 0.5g/kg level of garlic could effectively improve the growth performance, healthier and survival rate of Clarias gariepinus. This study was conducted to evaluate the dietary effects of garlic on growth and haematological parameters of Clarias gariepinus.","PeriodicalId":332500,"journal":{"name":"International Journal of Science for Global Sustainability","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126849254","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Growth Performance of Clarias gariepinus Fingerlings Fed with Allium sativum Extract as Natural Feed Additives 葱提取物作为天然饲料添加剂对加里宾Clarias gariepinus鱼种生长性能的影响
International Journal of Science for Global Sustainability Pub Date : 2023-01-16 DOI: 10.57233/ijsgs.v8i4.367
Jabbi A.M., Asiru R.A., Ayeku P.O., Sani K.A.
{"title":"Growth Performance of Clarias gariepinus Fingerlings Fed with Allium sativum Extract as Natural Feed Additives","authors":"Jabbi A.M., Asiru R.A., Ayeku P.O., Sani K.A.","doi":"10.57233/ijsgs.v8i4.367","DOIUrl":"https://doi.org/10.57233/ijsgs.v8i4.367","url":null,"abstract":"Fish is an important aspect of global dietary consumption and its demand makes it an important source of income and means of livelihood. 120 Clarias gariepinus fingerlings were sourced from Nagwamatse Farms Gusau, Zamfara State. They were acclimatized for 14 days and fed 4mm Bluecrown containing 45% crude protein diet at 3% body weight twice daily at 12hours interval and later subjected to varying concentrations of garlic extract for the period of twelve weeks. Cloves of garlic were sorted to remove the off types. Garlic dried scales were removed to allow easy air-dry in the laboratory. Dried samples were pulverized using mechanical blender. Ethanolic extraction was done using 100g of powdered samples to 500ml of ethanol. The extract was used to compound fish feed in three treatment (0.5%, 1% and 1.5%). The C. gariepinus samples were divided into eight groups (three treatments and a control with one replicates each). Water parameters were measured daily. The average highest mean weight gain was recorded in 1% extract treatment with 155.8±6.4 and the least mean weight was observed in the fish fed with 0.5g/kg of concentrates (140.5±8.73). C. gariepinus showed evidence of positive growth response however, high and very low concentrations of garlic extracts had lower positive growth response. Further research should be carried out on the physiological effects of high concentration, its durational effects and, palatability test to further ascertain its potency. The aim of this research study was to evaluate the growth performance of Clarias gariepinus fingerlings fed with diets containing varying concentrations of Allium sativum extract.","PeriodicalId":332500,"journal":{"name":"International Journal of Science for Global Sustainability","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121145114","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparative Between Three Machine Learning Algorithms to Predict and Improve Students’ Academic Performance 预测和提高学生学习成绩的三种机器学习算法的比较
International Journal of Science for Global Sustainability Pub Date : 2023-01-16 DOI: 10.57233/ijsgs.v8i4.365
Bashiru Aliyu Sani, Samaila Baoku I.G, Bashir Jamilu Ahmed, Samaila Musa
{"title":"Comparative Between Three Machine Learning Algorithms to Predict and Improve Students’ Academic Performance","authors":"Bashiru Aliyu Sani, Samaila Baoku I.G, Bashir Jamilu Ahmed, Samaila Musa","doi":"10.57233/ijsgs.v8i4.365","DOIUrl":"https://doi.org/10.57233/ijsgs.v8i4.365","url":null,"abstract":"The greatest aim of every educational setup is giving the best educational experience and knowledge to the students. Discovering the students who need extra support and guidance so as to carry out the necessary actions to enhance their performance plays an important role in achieving that aim. In this research work, three machine learning algorithms have been used to build a classifier that can predict the performance of the students in higher institutions considering three Tertiary institutions which are: Federal University Dutsinma, Katsina State, Abdu Gusau Polytechnic Talata Mafara and College of Education Maru, Zamfara State. The machine learning algorithms includ: Support Vector Machine, Linear Regression and Stochastic Gradient descent algorithms. The models have been compared using the Mean Absolute Error, Mean Square Error and Root Mean Square Error classification accuracy. The dataset used to build the models is collected based on a survey given to the students and the students’ grade book. The support vector machine model achieved the best performance that is equal to 99.1%.","PeriodicalId":332500,"journal":{"name":"International Journal of Science for Global Sustainability","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122066661","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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