Pub Date : 2022-04-30DOI: 10.47760/ijcsma.2022.v10i04.001
Sushil Chandra, U. Raj, Rajeev Sonkar, Ujjwal Yadav, P. Srivastava, Rishikesh Gond
The main objective of this paper is to use of open source geospatial and software development technologies. Technologies emerging day by day, Internet make this possible, to connect across the world from one point and collect information of whole world. We can also collect data of earth through satellite imagery. GIS played a vital role in development, it make data visualize, store, analyze and helps in making of maps. It is able to analyses past data and present data based on that make future predictions. Now a day, All the data is collected with its geographical extents, this data is prepared as Geo-spatial data, it can be easily show on maps. The portal developed based on GIS makes better experience and interactive for users. We can easily make planning and other decision making.
{"title":"A Comparative Performance Analysis on GIS based Web Development using Geoserver versus without using Geoserver","authors":"Sushil Chandra, U. Raj, Rajeev Sonkar, Ujjwal Yadav, P. Srivastava, Rishikesh Gond","doi":"10.47760/ijcsma.2022.v10i04.001","DOIUrl":"https://doi.org/10.47760/ijcsma.2022.v10i04.001","url":null,"abstract":"The main objective of this paper is to use of open source geospatial and software development technologies. Technologies emerging day by day, Internet make this possible, to connect across the world from one point and collect information of whole world. We can also collect data of earth through satellite imagery. GIS played a vital role in development, it make data visualize, store, analyze and helps in making of maps. It is able to analyses past data and present data based on that make future predictions. Now a day, All the data is collected with its geographical extents, this data is prepared as Geo-spatial data, it can be easily show on maps. The portal developed based on GIS makes better experience and interactive for users. We can easily make planning and other decision making.","PeriodicalId":441238,"journal":{"name":"International Journal of Computer Science and Mobile Applications","volume":"108 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117260044","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}
Pub Date : 2022-03-30DOI: 10.47760/ijcsma.2022.v10i03.001
Amal Abdulbaqi Maryoosh, E. Hussein
Data mining is a set of processes by which knowledge is extracted from huge amounts of data. Data mining is used to extract useful patterns and hidden information from this data. Machine learning techniques help in the comprehension of the hidden knowledge in the data. Data mining is considered an important field of research and is used in many different fields such as fraud detection, financial banking, education, healthcare, agriculture, industry, etc. In this paper, we will highlight some fundamentals of data mining and its applications. Also, we will conduct a comparative study among different reviews, combining literary studies that employed data mining techniques in various fields and reviewing the latest developments in this field.
{"title":"A Review: Data Mining Techniques and Its Applications","authors":"Amal Abdulbaqi Maryoosh, E. Hussein","doi":"10.47760/ijcsma.2022.v10i03.001","DOIUrl":"https://doi.org/10.47760/ijcsma.2022.v10i03.001","url":null,"abstract":"Data mining is a set of processes by which knowledge is extracted from huge amounts of data. Data mining is used to extract useful patterns and hidden information from this data. Machine learning techniques help in the comprehension of the hidden knowledge in the data. Data mining is considered an important field of research and is used in many different fields such as fraud detection, financial banking, education, healthcare, agriculture, industry, etc. In this paper, we will highlight some fundamentals of data mining and its applications. Also, we will conduct a comparative study among different reviews, combining literary studies that employed data mining techniques in various fields and reviewing the latest developments in this field.","PeriodicalId":441238,"journal":{"name":"International Journal of Computer Science and Mobile Applications","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125130537","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}
Pub Date : 2022-02-28DOI: 10.47760/ijcsma.2022.v10i02.002
Akeem O. Yunus, M. A. Omoloye
Chlamydia disease caused by the Chlamydia trachomatis is one of the major sexually transmitted infectious diseases globally. The progression of this disease has deadly effects cumulating into millions of death. Chlamydia causes numerous complications such as infertility in female, chronic pelvic pain and inflammation. Previous studies did not consider the effects of undetected infected individuals on the dynamic spread of the disease. Hence, this work investigated the effects of undetected infected individuals and efficacy of condom as a contraceptive in the dynamic spread of the disease. A six compartmental model to study the dynamic spread of chlamydia disease was developed using system of ordinary differential equation. The population was divided into susceptible, exposed, infected undetected symptomatic, infected detected symptomatic, infected asymptomatic and recovered individuals. The well-posedness of the model was investigated by the positivity of solution technique. Basic reproduction number (R0) was computed using Next Generation Matrix Method. The endemic equilibrium was investigated by the use of Lyapunov function. The results showed that the disease free equilibrium was stable whenever the basic reproduction number is less than unity (R0<1). The endemic equilibrium was found to be stable as a results of constructed Lyapunov function being negative definite. Numerical analysis showed that increasing in the undetected infected individuals enhanced the spread of the disease. Findings showed that undetected infected individuals played a vital role in the spread of Chlamydia disease. Moreover, using condom as a contraceptive reduced the spread of the disease.
{"title":"Mathematical Analysis of Efficacy of Condom as a Contraceptive on the Transmission of Chlamydia Disease","authors":"Akeem O. Yunus, M. A. Omoloye","doi":"10.47760/ijcsma.2022.v10i02.002","DOIUrl":"https://doi.org/10.47760/ijcsma.2022.v10i02.002","url":null,"abstract":"Chlamydia disease caused by the Chlamydia trachomatis is one of the major sexually transmitted infectious diseases globally. The progression of this disease has deadly effects cumulating into millions of death. Chlamydia causes numerous complications such as infertility in female, chronic pelvic pain and inflammation. Previous studies did not consider the effects of undetected infected individuals on the dynamic spread of the disease. Hence, this work investigated the effects of undetected infected individuals and efficacy of condom as a contraceptive in the dynamic spread of the disease. A six compartmental model to study the dynamic spread of chlamydia disease was developed using system of ordinary differential equation. The population was divided into susceptible, exposed, infected undetected symptomatic, infected detected symptomatic, infected asymptomatic and recovered individuals. The well-posedness of the model was investigated by the positivity of solution technique. Basic reproduction number (R0) was computed using Next Generation Matrix Method. The endemic equilibrium was investigated by the use of Lyapunov function. The results showed that the disease free equilibrium was stable whenever the basic reproduction number is less than unity (R0<1). The endemic equilibrium was found to be stable as a results of constructed Lyapunov function being negative definite. Numerical analysis showed that increasing in the undetected infected individuals enhanced the spread of the disease. Findings showed that undetected infected individuals played a vital role in the spread of Chlamydia disease. Moreover, using condom as a contraceptive reduced the spread of the disease.","PeriodicalId":441238,"journal":{"name":"International Journal of Computer Science and Mobile Applications","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121032563","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}
Pub Date : 2022-02-28DOI: 10.47760/ijcsma.2022.v10i02.001
Desmond Bala Bisandu, Obateru Joshua Adedotun, F. L. Gambo
The need for people to transport goods or send and receive packages across different locations in Nigeria is growing, and the consumers need. Other methods of transporting goods and different companies that handle this transportation have sprung up over the years, but only a small number of these cut across the entire country while still providing an efficient solution. This research presents an innovative solution that simplifies logistics processes for both the consumer and the service provider, from the point of request to the end of delivery, while also addressing other issues involving delivery speed and reliability. The findings of this study show massive agreement with theoretical predictions and a significant improvement over previous research efforts. The work presented in this research has important implications for future studies involving delivery system optimisation and may help solve all problems involving the entire delivery process system in Nigeria and beyond.
{"title":"A Reliable Mobile Application Package Picker and Delivery System","authors":"Desmond Bala Bisandu, Obateru Joshua Adedotun, F. L. Gambo","doi":"10.47760/ijcsma.2022.v10i02.001","DOIUrl":"https://doi.org/10.47760/ijcsma.2022.v10i02.001","url":null,"abstract":"The need for people to transport goods or send and receive packages across different locations in Nigeria is growing, and the consumers need. Other methods of transporting goods and different companies that handle this transportation have sprung up over the years, but only a small number of these cut across the entire country while still providing an efficient solution. This research presents an innovative solution that simplifies logistics processes for both the consumer and the service provider, from the point of request to the end of delivery, while also addressing other issues involving delivery speed and reliability. The findings of this study show massive agreement with theoretical predictions and a significant improvement over previous research efforts. The work presented in this research has important implications for future studies involving delivery system optimisation and may help solve all problems involving the entire delivery process system in Nigeria and beyond.","PeriodicalId":441238,"journal":{"name":"International Journal of Computer Science and Mobile Applications","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114804948","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}
Pub Date : 2022-01-30DOI: 10.47760/ijcsma.2022.v10i01.001
Sushil Chandra, Rajeev Sonkar, Ujjwal Yadav, P. Srivastava, Sanghmitra Sanghmitra
The main objective of writing this paper is to use innovative blend of open source geospatial and software development technologies, for maximizing benefits to both exporter/buyer and grower/farmer, by establishing smart supply chain of the fruit crops of UP, India The striving endeavour drone to build and/or utilize develop GIS, web GIS Portal, and Mobile Application by synergizing computer . In this, this anomalous problem can be solved by creating a web GIS portal and mobile application by coordinating computer science, GIS, remote sensing and mobile technology. After analyzing the satellite remote sensing data, the information of various Orchards are extracted and converted to GIS feature geodatabase. The format is converted and imported into the mobile application, with the help of Geographical Coordinates, the fruit related information of their field be filled by grower/farmer through handy user-friendly vernacular Mobile Application. The submitted information pulled on created user-friendly GIS Portal. After filling it, the web will be updated automatically on the GIS portal. With the help of latitude and longitude, all the information of crop information of the farmer such as which variety of fruit is available in the field and how much quantity can be filled in the mobile application. After filling it, the web will be updated automatically on the GIS portal. All buyer's list will already be available on the web GIS portal, this will end the problems of both the farmer and the buyer.
撰写本文的主要目的是使用开源地理空间和软件开发技术的创新融合，通过建立印度北方邦水果作物的智能供应链，最大限度地提高出口商/买方和种植者/农民的利益。通过协同计算机，无人机努力建立和/或利用开发GIS, web GIS门户和移动应用程序。通过计算机科学、地理信息系统、遥感和移动技术的协调，创建一个web GIS门户和移动应用程序，可以解决这一异常问题。通过对卫星遥感数据的分析，提取各类果园信息，并将其转换为GIS特征地理数据库。该格式被转换并导入到移动应用程序中，在地理坐标的帮助下，种植者/农民可以通过方便易用的本地移动应用程序填写田地的水果相关信息。提交的信息拉上创建了用户友好的GIS门户。填好后，网页将在GIS门户上自动更新。在经纬度的帮助下，可以在手机应用中填写农民的所有作物信息，如田间有哪些水果品种，数量多少等。填好后，网页将在GIS门户上自动更新。所有买家的名单将已经在web GIS门户网站上提供，这将结束农民和买家的问题。
{"title":"Design and Develop the B2C Farming Information System Solution using Mobile and Web Geospatial Development Technologies for Smart Supply Chain of Fruit Crops of UP, India","authors":"Sushil Chandra, Rajeev Sonkar, Ujjwal Yadav, P. Srivastava, Sanghmitra Sanghmitra","doi":"10.47760/ijcsma.2022.v10i01.001","DOIUrl":"https://doi.org/10.47760/ijcsma.2022.v10i01.001","url":null,"abstract":"The main objective of writing this paper is to use innovative blend of open source geospatial and software development technologies, for maximizing benefits to both exporter/buyer and grower/farmer, by establishing smart supply chain of the fruit crops of UP, India The striving endeavour drone to build and/or utilize develop GIS, web GIS Portal, and Mobile Application by synergizing computer . In this, this anomalous problem can be solved by creating a web GIS portal and mobile application by coordinating computer science, GIS, remote sensing and mobile technology. After analyzing the satellite remote sensing data, the information of various Orchards are extracted and converted to GIS feature geodatabase. The format is converted and imported into the mobile application, with the help of Geographical Coordinates, the fruit related information of their field be filled by grower/farmer through handy user-friendly vernacular Mobile Application. The submitted information pulled on created user-friendly GIS Portal. After filling it, the web will be updated automatically on the GIS portal. With the help of latitude and longitude, all the information of crop information of the farmer such as which variety of fruit is available in the field and how much quantity can be filled in the mobile application. After filling it, the web will be updated automatically on the GIS portal. All buyer's list will already be available on the web GIS portal, this will end the problems of both the farmer and the buyer.","PeriodicalId":441238,"journal":{"name":"International Journal of Computer Science and Mobile Applications","volume":"97 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127058791","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}
Pub Date : 2021-12-30DOI: 10.47760/ijcsma.2021.v09i12.001
S. M
Today the entire world is in the exigency state-COVID-19 quarantine days. We should stay home to live. To avoid a fight over the spread of corona, the governments of all the countries have enforced a nationwide lockdown. Though the lockdown may have helped to control the spread of COVID, it has had a devastating impact on numerous domains like health, agriculture, education, global supply chains, trade, and various industries like automotive, power – electronics, travel, aeronautical, tourism industry…etc, which are the basic roots of the growth of a nation. This censorious situation can be wielded with the eminent technology “IoT”. Anytime, Anything, Anywhere”- this is the most significant feature of IoT. Any real-world object can be transformed into an intelligent object by the technology “IoT”. Because of the affordability and availability of smart devices, the entire world is more connected with IoT than ever before. From this standpoint, the authors have chosen five real-time areas health, education, industry, agriculture, and society. This survey initiates from the impacts of COVID in the above-chosen areas, how it diminishes the day-to-day events of human life, the vitality of IoT, how it helps to tackle the COVID issues without any quality degradation in this quarantine period. This systematic review completely appraises the innovations and contributions of IoT used by various researchers to defend the impacts of COVID and concludes with the pros and cons. A detailed exploration has been done in this article particularly on “IoT in COVID pandemic”. This will be more useful to the researchers to acquire clear-cut knowledge about the power of IoT, in particular how IoT plays a significant role in the period of COVID and further assists them to travel towards an innovative and serviceable direction in their research.
{"title":"Significant Applications of IoT in Covid Pandemic: A Systematic Review","authors":"S. M","doi":"10.47760/ijcsma.2021.v09i12.001","DOIUrl":"https://doi.org/10.47760/ijcsma.2021.v09i12.001","url":null,"abstract":"Today the entire world is in the exigency state-COVID-19 quarantine days. We should stay home to live. To avoid a fight over the spread of corona, the governments of all the countries have enforced a nationwide lockdown. Though the lockdown may have helped to control the spread of COVID, it has had a devastating impact on numerous domains like health, agriculture, education, global supply chains, trade, and various industries like automotive, power – electronics, travel, aeronautical, tourism industry…etc, which are the basic roots of the growth of a nation. This censorious situation can be wielded with the eminent technology “IoT”. Anytime, Anything, Anywhere”- this is the most significant feature of IoT. Any real-world object can be transformed into an intelligent object by the technology “IoT”. Because of the affordability and availability of smart devices, the entire world is more connected with IoT than ever before. From this standpoint, the authors have chosen five real-time areas health, education, industry, agriculture, and society. This survey initiates from the impacts of COVID in the above-chosen areas, how it diminishes the day-to-day events of human life, the vitality of IoT, how it helps to tackle the COVID issues without any quality degradation in this quarantine period. This systematic review completely appraises the innovations and contributions of IoT used by various researchers to defend the impacts of COVID and concludes with the pros and cons. A detailed exploration has been done in this article particularly on “IoT in COVID pandemic”. This will be more useful to the researchers to acquire clear-cut knowledge about the power of IoT, in particular how IoT plays a significant role in the period of COVID and further assists them to travel towards an innovative and serviceable direction in their research.","PeriodicalId":441238,"journal":{"name":"International Journal of Computer Science and Mobile Applications","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131219035","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}
Pub Date : 2021-11-30DOI: 10.47760/ijcsma.2021.v09i11.001
Zaibunnisa Begum, Noor Banu Noorein, Shenaz Begum Modi
Litsea glutinosa (Lour) Maida Lakdi is an evergreen tree belonging to family Lauraceae it is a native to India.1,2,3 Ethinomedically the bark is used by the traditional practitioners as a demulcent, emollient and in the treatment of diarrhea and dysentery. According to ancient Unani classical text books by our ancient scholars which was used for mostly bony diseaseslike Fracture (kasar), Joint pain(Hudaar), gout(Naqras), sciatica(lrqun nasa), anti inflammatory(Muhalil e Auram), spacity of nerves(Tashannunj e Asab), nervine tonic(Muqavi e Asab)etc. and now a days further activities were found by various scientific studies paving a way for multi functional activities like Anti oxidant , analgesic anti inflammatory, anti pyretic, anti microbial, anti bacterial, anti fungal anti helminthic, wound healing, hepatoprotective, nephro protective, anti infertility,anti hyperglycemic and anti hyperlipidemic.
Litsea glutinosa (Lour) Maida Lakdi是一种常绿树木，属于樟科，原产于印度。在医学上，树皮被传统从业者用作镇痛、润湿和治疗腹泻和痢疾。根据我们古代学者的古代Unani经典教科书，它主要用于骨疾病，如骨折(kasar)，关节痛(Hudaar)，痛风(Naqras)，坐骨神经痛(lrqun nasa)，抗炎(Muhalil e Auram)，神经空间(Tashannunj e Asab)，神经补药(Muqavi e Asab)等。目前，多项科学研究发现其具有抗氧化、镇痛、抗炎、退热、抗微生物、抗菌、抗真菌、抗寄生虫、伤口愈合、保肝、保肾、抗不孕、抗高血糖、抗高脂血症等多种功能。
{"title":"Various Phytochemicals Present in Maida Lakdi Litsea glutinosa (Lour) acts in the Management of Waja ul Mafasil (Arthritis) in a Clinical Trials","authors":"Zaibunnisa Begum, Noor Banu Noorein, Shenaz Begum Modi","doi":"10.47760/ijcsma.2021.v09i11.001","DOIUrl":"https://doi.org/10.47760/ijcsma.2021.v09i11.001","url":null,"abstract":"Litsea glutinosa (Lour) Maida Lakdi is an evergreen tree belonging to family Lauraceae it is a native to India.1,2,3 Ethinomedically the bark is used by the traditional practitioners as a demulcent, emollient and in the treatment of diarrhea and dysentery. According to ancient Unani classical text books by our ancient scholars which was used for mostly bony diseaseslike Fracture (kasar), Joint pain(Hudaar), gout(Naqras), sciatica(lrqun nasa), anti inflammatory(Muhalil e Auram), spacity of nerves(Tashannunj e Asab), nervine tonic(Muqavi e Asab)etc. and now a days further activities were found by various scientific studies paving a way for multi functional activities like Anti oxidant , analgesic anti inflammatory, anti pyretic, anti microbial, anti bacterial, anti fungal anti helminthic, wound healing, hepatoprotective, nephro protective, anti infertility,anti hyperglycemic and anti hyperlipidemic.","PeriodicalId":441238,"journal":{"name":"International Journal of Computer Science and Mobile Applications","volume":"141 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124689038","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}
Pub Date : 2021-11-30DOI: 10.47760/ijcsma.2021.v09i11.002
Zaibunnisa Begum, Noor Banu Noorein, Mazharul Hasan S
sumbul-ut-teeb (Nardostachys jatamansi) & khulanjan (Alpinia galanga)are extensively used drugs by our ancient Unani physicians for the management of Gastro hepatic diseases due to cold temperament such as gastritis,metabolic disorders, tashhamul kabid (fatty liver)
{"title":"Role of Unani Herbal Formulation of Sumbul-Ut-teeb (Nardostachys jatamansi) & Khulanjan (Alpinia galangal) in the Management of Tashhamul kabid (Fatty Liver) in a Clinical Study","authors":"Zaibunnisa Begum, Noor Banu Noorein, Mazharul Hasan S","doi":"10.47760/ijcsma.2021.v09i11.002","DOIUrl":"https://doi.org/10.47760/ijcsma.2021.v09i11.002","url":null,"abstract":"sumbul-ut-teeb (Nardostachys jatamansi) & khulanjan (Alpinia galanga)are extensively used drugs by our ancient Unani physicians for the management of Gastro hepatic diseases due to cold temperament such as gastritis,metabolic disorders, tashhamul kabid (fatty liver)","PeriodicalId":441238,"journal":{"name":"International Journal of Computer Science and Mobile Applications","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124819728","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}
Sentiment analysis is the methodical recognition, extraction, quantification, and learning of affective states and subjective information using natural language processing, text analysis, computational linguistics, and biometrics. People frequently use Twitter, one of numerous popular social media platforms, to convey their thoughts and opinions about a business, a product, or a service. Analysis of tweet sentiments is particularly useful in detecting if people have a good, negative, or neutral opinion. This study assesses public opinion about an individual, activity, commodity, or organization. The Twitter API is utilised in this article to directly get tweets from Twitter and develop a sentiment categorization for the tweets. This paper has used Twitter data for two separate approaches, viz., Lexicon & Machine Learning. Lexicon based approach further categorized in Corpus-based and Dictionary-based. And various Machine learning-based approaches like Support Vector Machine (SVM), Naïve Bayes, Maximum entropy are used to analyse Twitter data. Neural Network (NN), Decision tree-based sentiment analysis is also covered in this research work, to find out better accuracy of the approaches in the various data range. Graphs and confusion matrices are used to visualise the results of the analysis for positive, negative, and neutral remarks regarding their opinions.
{"title":"Sentiment Analysis on Twitter Data: A Comparative Approach","authors":"Subhadip Chandra, Randrita Sarkar, Sayon Islam, Soham Nandi, Avishto Banerjee, K. Chatterjee","doi":"10.47760/ijcsma.2021.v09i10.001","DOIUrl":"https://doi.org/10.47760/ijcsma.2021.v09i10.001","url":null,"abstract":"Sentiment analysis is the methodical recognition, extraction, quantification, and learning of affective states and subjective information using natural language processing, text analysis, computational linguistics, and biometrics. People frequently use Twitter, one of numerous popular social media platforms, to convey their thoughts and opinions about a business, a product, or a service. Analysis of tweet sentiments is particularly useful in detecting if people have a good, negative, or neutral opinion. This study assesses public opinion about an individual, activity, commodity, or organization. The Twitter API is utilised in this article to directly get tweets from Twitter and develop a sentiment categorization for the tweets. This paper has used Twitter data for two separate approaches, viz., Lexicon & Machine Learning. Lexicon based approach further categorized in Corpus-based and Dictionary-based. And various Machine learning-based approaches like Support Vector Machine (SVM), Naïve Bayes, Maximum entropy are used to analyse Twitter data. Neural Network (NN), Decision tree-based sentiment analysis is also covered in this research work, to find out better accuracy of the approaches in the various data range. Graphs and confusion matrices are used to visualise the results of the analysis for positive, negative, and neutral remarks regarding their opinions.","PeriodicalId":441238,"journal":{"name":"International Journal of Computer Science and Mobile Applications","volume":"14 5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128982845","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}
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