Advance Sustainable Science Engineering and Technology最新文献

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Fast and Accurate Indonesian QnA Chatbot Using Bag-of-Words and Deep-Learning For Car Repair Shop Customer Service 基于词袋和深度学习的印尼语QnA聊天机器人,用于汽车修理店客户服务
Advance Sustainable Science Engineering and Technology Pub Date : 2023-07-31 DOI: 10.26877/asset.v5i2.14891
M. T. Anwar, Azzahra Nurwanda, Fajar Rahmat, Muhammad Aufal, H. Purnomo, A. Supriyanto
{"title":"Fast and Accurate Indonesian QnA Chatbot Using Bag-of-Words and Deep-Learning For Car Repair Shop Customer Service","authors":"M. T. Anwar, Azzahra Nurwanda, Fajar Rahmat, Muhammad Aufal, H. Purnomo, A. Supriyanto","doi":"10.26877/asset.v5i2.14891","DOIUrl":"https://doi.org/10.26877/asset.v5i2.14891","url":null,"abstract":"A chatbot is a software that simulates human conversation through a text chat. Chatbot is a complex task and recent approaches to Indonesian chatbot have low accuracy and are slow because it needs high resources. Chatbots are expected to be fast and accurate especially in business settings so that they can increase customer satisfaction. However, the currently available approach for Indonesian chatbots only has low to medium accuracy and high response time. This research aims to build a fast and accurate chatbot by using Bag-of-Words and Deep-Learning approach applied to a car repair shop customer service. Sixteen different intents with a set of their possible queries were used as the training dataset. The approach for this chatbot is by using a text classification task where intents will be the target classes and the queries are the text to classify. The chatbot response then is based on the recognized intent. The deep learning model for the text classification was built by using Keras and the chatbot application was built using the Flask framework in Python. Results showed that the model is capable of giving 100% accuracy in predicting users’ intents so that the chatbot can give the appropriate responses and the response time is near zero milliseconds. This result implies that developers who aim to build fast and accurate chatbot software can use the combination of bag-of-words and deep-learning approaches. Several suggestions are presented to increase the probability of the chatbot’s success when released to the general public.","PeriodicalId":414022,"journal":{"name":"Advance Sustainable Science Engineering and Technology","volume":"51 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122871472","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
Spatial Analysis of Water Infiltration Potential in the Miu Watershed of Sigi Regency 锡吉县缪流域水入渗潜力空间分析
Advance Sustainable Science Engineering and Technology Pub Date : 2023-07-31 DOI: 10.26877/asset.v5i2.16626
Amati Eltriman Hulu, H. Muis, Sudirman Daeng Massiri, Naharuddin Naharuddin, B. Toknok, H. Pribadi, Abdul Rahman, Arman Maiwa, Rhamdhani Fitrah Baharuddin, Muhammad Adam Suni, N. Istiqamah
{"title":"Spatial Analysis of Water Infiltration Potential in the Miu Watershed of Sigi Regency","authors":"Amati Eltriman Hulu, H. Muis, Sudirman Daeng Massiri, Naharuddin Naharuddin, B. Toknok, H. Pribadi, Abdul Rahman, Arman Maiwa, Rhamdhani Fitrah Baharuddin, Muhammad Adam Suni, N. Istiqamah","doi":"10.26877/asset.v5i2.16626","DOIUrl":"https://doi.org/10.26877/asset.v5i2.16626","url":null,"abstract":"Abstract. The sustainable management of the Miu watershed Basin is something that needs to be considered in line with the increasing complexity of environmental sustainability challenges and current water availability, not limited to maintaining the flow of water but need to pay attention to the balance of the ecosystem. Ecosystem conditions that are maintained influence high water absorption capacity, thereby reducing surface water runoff.. This research was conducted in the Miu watershed Basin with the aim of identifying the potential for water absorption, the method used in this study was a scoring method with four parameters, namely soil type, slope, rainfall, and land use. Data analysis was carried out using a Geographic Information System (GIS) approach. The results showed that the water absorption conditions in the Miu watershed Basin were classified as good (8.29%), normal good (73.91%), starting to be critical (14.51%), moderately critical (3.29%), and critical ( 0.00%).","PeriodicalId":414022,"journal":{"name":"Advance Sustainable Science Engineering and Technology","volume":"166 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124637567","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
Quality Assurance Plan on a Linear Accelerator (LINAC) Plane on Nasopharynx Cancer (NFC) by using Prowess Panther 5.10 at Radiotherapy Installation Ken Saras Hospital 在肯萨拉斯医院放射治疗装置中使用勇猛豹5.10在鼻咽癌直线加速器(LINAC)平面上的质量保证计划
Advance Sustainable Science Engineering and Technology Pub Date : 2023-07-31 DOI: 10.26877/asset.v5i2.15247
Pandu Kurnianto, G. Maslebu, J. Muninggar, Muhammad Hidayatullah
{"title":"Quality Assurance Plan on a Linear Accelerator (LINAC) Plane on Nasopharynx Cancer (NFC) by using Prowess Panther 5.10 at Radiotherapy Installation Ken Saras Hospital","authors":"Pandu Kurnianto, G. Maslebu, J. Muninggar, Muhammad Hidayatullah","doi":"10.26877/asset.v5i2.15247","DOIUrl":"https://doi.org/10.26877/asset.v5i2.15247","url":null,"abstract":"Radiotherapy is the treatment of cancer by using electromagnetic and particle radiation. Nasopharyngeal Cancer (NPC) is one of the difficult case to be treated in radiotherapy because its anatomical location. Precision of radiation dose is part of Quality Assurance Program as the key factor in this treatment. Thus, it is very important to ensure that the output dose of Linear Accelerator (LINAC) matched with result of Treatment Planning System (TPS). This study used Siemens LINAC Type Primus MACH Series 5633 and a set of detectors for Nasopharynx Cancer analysis with 8 field. The total dose of 5,000 cGy divided into 25 fractions with 200 cGy dose per fraction. The 8 fields are irradiated with a target on a detector device. It is then accumulated with PTW-Verisoft software by plotting the results obtained from the detector tool with PTW (phantom) which we have CT Scanned first in PTW-Verisoft. From the total detectors exposed to the radiation, the detector corresponding to PTW is 372 detectors (100%) with unsuitable detector of 0 detectors (0.00%). It is proved that the planning is 100% match for NPC with 8 fields of radiation. Thus, this method is recomended to be implemented for NPC treatment","PeriodicalId":414022,"journal":{"name":"Advance Sustainable Science Engineering and Technology","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115372981","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
Design Optimization of DR3AM Vapor Polishing Device for ABS 3D-Printed Parts ABS 3d打印零件DR3AM蒸汽抛光装置的设计优化
Advance Sustainable Science Engineering and Technology Pub Date : 2023-07-31 DOI: 10.26877/asset.v5i2.16271
Rosa Mae D. Baluyut, Jan Rapaela B. Bartolome, H. R. B. De Guzman, Josefa L. Morales, Anthony N. Moscosa, Angeline D. Olavides, Jan Aubrey B. Sanchez, M. T. Espino, Ciara Catherine L. Gache, B. Tuazon, J. Dizon
{"title":"Design Optimization of DR3AM Vapor Polishing Device for ABS 3D-Printed Parts","authors":"Rosa Mae D. Baluyut, Jan Rapaela B. Bartolome, H. R. B. De Guzman, Josefa L. Morales, Anthony N. Moscosa, Angeline D. Olavides, Jan Aubrey B. Sanchez, M. T. Espino, Ciara Catherine L. Gache, B. Tuazon, J. Dizon","doi":"10.26877/asset.v5i2.16271","DOIUrl":"https://doi.org/10.26877/asset.v5i2.16271","url":null,"abstract":"3D printing is an additive manufacturing method that turns digital design into an actual product. A 3D-printed part sometimes requires post-processing to enhance its physical and mechanical properties. Acetone vapor polishing is one of those techniques which is highly beneficial in smoothing ABS 3D-printed parts. Previously, an acetone vapor polishing device has been developed which uses a mist maker. However, for a more efficient polishing method, an optimized vapor polishing device using heat has been fabricated in this study. To assess the efficiency of this device, the researchers test the dimensional accuracy, surface roughness, tensile strength, and impact strength of polished and unpolished ABS 3D-printed specimens. The findings showed that the surface smoothness of the polished cube specimens did not significantly alter its physical geometry. The tensile test reveals that the overall elasticity of the polished tensile specimen has increased significantly while the impact test also shows that the polished specimens have the capacity to sustain a resistive impact from a swinging pendulum. Thus, all testing procedures indicated that post-processing using the optimized vapor polishing device has improved the overall physical and mechanical properties of the polished specimens.","PeriodicalId":414022,"journal":{"name":"Advance Sustainable Science Engineering and Technology","volume":"14 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125081832","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
Single Sign On Using Keycloak Integrated Public Key Infrastructure for User Authentication In Indonesia’s Electronic Based Government System 基于Keycloak集成公钥基础设施的印尼电子政务系统用户认证单点登录
Advance Sustainable Science Engineering and Technology Pub Date : 2023-07-31 DOI: 10.26877/asset.v5i2.15795
W. Hermawan
{"title":"Single Sign On Using Keycloak Integrated Public Key Infrastructure for User Authentication In Indonesia’s Electronic Based Government System","authors":"W. Hermawan","doi":"10.26877/asset.v5i2.15795","DOIUrl":"https://doi.org/10.26877/asset.v5i2.15795","url":null,"abstract":"The government in carrying out its function as a public administration servant is regulated in law of the Republic of Indonesia number 25/2009 on public services. In this regulated about electronic government (e-government), many individuals use various web applications that require users to authenticate themselves to access each application. Many entities require various web- based applications for operational activities. This makes centralized access management for web-based applications very much needed. Currently, access management is often implemented using Single Sign On (SSO) with password authentication method. Security considerations arise against the use of passwords. This is because passwords have a vulnerability to brute forcing using a password list, and human nature often uses repeated or uncomplicated passwords. There is an alternative authentication method, namely Mutual TLS which utilizes Public Key Infrastructure (PKI). Users authenticate with X.509 digital certificates, so the authentication factor becomes something you have. This research aims to implement an integrated PKI SSO system and RBAC access automation. The approach of this project is research, design, implementation, and testing. The entire system is built with open-source software and implemented on a cloud infrastructure. The system has three subsystems, namely registration, login and RBAC access automation. All subsystems are tested according to the specified flow. The test results show that the registration subsystem has been successfully carried out as evidenced by the success of filling in personal data, approval flow, and downloading of certificates. The login subsystem was also successfully implemented, as evidenced by the existence of mTLS authentication with certificate validation. In testing the RBAC access automation subsystem, it is shown that the script created can perform access checks and access remediation if needed.","PeriodicalId":414022,"journal":{"name":"Advance Sustainable Science Engineering and Technology","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130605330","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
INCREASING MATERNAL KNOWLEDGE IN PREVENTING STUNTING THROUGH COMMUNITY-BASED NUTRITION EDUCATION 通过社区营养教育提高孕产妇预防发育迟缓的知识
Advance Sustainable Science Engineering and Technology Pub Date : 2023-07-31 DOI: 10.26877/asset.v5i2.16252
Ade Emaniar Emaniar, Nabila Shafira Octafania, Arie Maulana Buchori, Diah Ayu Anggraeni, Rachma Widyawati Widyawati, Anastasya Yushinta Mawardhani, Derina Fuji Astuti, Rifa Safitri Anggrena, Andi Zahra Putri.M.S, Mia Roosana Roosana, Yuliana Dwi Kurniawati, Belinda Dian Septianingrum, Vilda Ana Veria Setyawati
{"title":"INCREASING MATERNAL KNOWLEDGE IN PREVENTING STUNTING THROUGH COMMUNITY-BASED NUTRITION EDUCATION","authors":"Ade Emaniar Emaniar, Nabila Shafira Octafania, Arie Maulana Buchori, Diah Ayu Anggraeni, Rachma Widyawati Widyawati, Anastasya Yushinta Mawardhani, Derina Fuji Astuti, Rifa Safitri Anggrena, Andi Zahra Putri.M.S, Mia Roosana Roosana, Yuliana Dwi Kurniawati, Belinda Dian Septianingrum, Vilda Ana Veria Setyawati","doi":"10.26877/asset.v5i2.16252","DOIUrl":"https://doi.org/10.26877/asset.v5i2.16252","url":null,"abstract":"Stunting is a disorder of growth and development of children due to chronic malnutrition and recurrent infections, which is characterized by their length or height being below the standards set by the minister who organizes government affairs in the health sector. The respondents in this activity were mothers and toddlers in RW 02, RT 01, 02, and 03. The sample in this activity was 42 toddler. The purpose of this activity is to increase mothers' knowledge about feeding, especially fruits and vegetables with balanced nutritional content for toddlers. The method used is the Wilcoxon Test with a confidence level of 95% and α = 0.05. The results and discussion using the Wilcoxon test showed an increase in maternal knowledge related to stunting. There are 5 toddlers affected by stunting. There are efforts to change behavior for the better and increase maternal knowledge in stunting prevention, namely by socialization about the importance of preventing stunting, nutritious food demos, posters of processed fruit and vegetable creations, and distribution of PMT (Supplementary Feeding).","PeriodicalId":414022,"journal":{"name":"Advance Sustainable Science Engineering and Technology","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115378462","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
Optimizing Project Performance by Applying the Crashing Method to Road Construction Project 应用碰撞法优化道路建设项目绩效
Advance Sustainable Science Engineering and Technology Pub Date : 2023-07-31 DOI: 10.26877/asset.v5i2.15944
Pramudya Febryanti Dewi, Z. R. Kamandang
{"title":"Optimizing Project Performance by Applying the Crashing Method to Road Construction Project","authors":"Pramudya Febryanti Dewi, Z. R. Kamandang","doi":"10.26877/asset.v5i2.15944","DOIUrl":"https://doi.org/10.26877/asset.v5i2.15944","url":null,"abstract":"In the implementation of projects, various obstacles are often encountered which cause delays which have an impact not only on the duration of implementation but also on the costs incurred. These constraints can be in the form of a lack of resources, weather factors to social factors. Thus, it is necessary to accelerate and optimize what can be done to overcome the delay. As well as efficient resource management. One of the acceleration methods that can be used is the Crashing method. One of them is the application of the crashing method to the Ringinrejo - BTS road construction project. Regency. Malang STA 2+350 – 6+300 which experienced delays in its implementation. After analyzing the remaining work, the duration of the remaining work was 273 days or completed on December 31, 2022. In the initial planning, the project was scheduled for completion on October 3, 2022, so based on this, the project experienced a delay of 89 days. The total minimum fee that must be incurred is IDR 1,524,960.00 with an additional fee of IDR 21,180,000.00 per day. Daily productivity for ordinary excavation works, which was originally 303.20 m³/hour, increased to 909.59 m³/hour. For daily productivity on ordinary embankment work which was originally 371.92 m³/hour to 743.84 m³/hour and productivity on road construction work which was originally 330.91 m³/hour to 661.81 m³/hour. After the acceleration using the crashing analyzing method on existing critical paths, it is known that the duration of project implementation which was originally 273 days became 184 days by adding the number of heavy equipment. with an additional fee of IDR 1,524,960,000","PeriodicalId":414022,"journal":{"name":"Advance Sustainable Science Engineering and Technology","volume":"5 6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128931669","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
Analysis Determination of the Best Employee Using the Simple Additive Weighting Method 用简单加性加权法确定最佳员工的分析
Advance Sustainable Science Engineering and Technology Pub Date : 2023-04-30 DOI: 10.26877/asset.v5i1.15062
H. Kusumo, Achmad Solechan, Febryantahanuji Febryantahanuji
{"title":"Analysis Determination of the Best Employee Using the Simple Additive Weighting Method","authors":"H. Kusumo, Achmad Solechan, Febryantahanuji Febryantahanuji","doi":"10.26877/asset.v5i1.15062","DOIUrl":"https://doi.org/10.26877/asset.v5i1.15062","url":null,"abstract":"In a company, quality human resources are very important to carry out business processes in accordance with the vision and mission that has been set. CV. Jaya Abadi is a company engaged in the procurement and repair services of various electronic devices and was founded in 2015. To encourage the creation of ever-increasing performance productivity, CV. Jaya Abadi selects the best employees using a decision support system. One of the methods used is the Simple Additive Weighting (SAW) method. In this study, the data used consisted of internal data and external data. There are several criteria that are taken into consideration in selecting the best employees, namely discipline, quality of work, cooperation, and behavior. The SAW method is proven to be effective and practical in calculating to determine the best employee recommendations at CV. Jaya Abadi. Thus, decision makers can consider these recommendations according to the priorities set.","PeriodicalId":414022,"journal":{"name":"Advance Sustainable Science Engineering and Technology","volume":"21 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133466577","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
Utilization of Heat from Geothermal Well Pipes as Electricity for Road Lighting Based on The Internet of Things 基于物联网的地热井管道热能发电用于道路照明
Advance Sustainable Science Engineering and Technology Pub Date : 2023-04-30 DOI: 10.26877/asset.v5i1.14980
Rizani Firdaus, Muhamad Ariandi
{"title":"Utilization of Heat from Geothermal Well Pipes as Electricity for Road Lighting Based on The Internet of Things","authors":"Rizani Firdaus, Muhamad Ariandi","doi":"10.26877/asset.v5i1.14980","DOIUrl":"https://doi.org/10.26877/asset.v5i1.14980","url":null,"abstract":"PT. Pertamina Geothermal Energy Area Lumut Balai has a very extreme work location with various contours, safety factors and lack of access to electricity for street lighting are things that need attention given the importance of street lighting in the company's operations. Street lighting is an important element that supports the comfort and safety of road users in their activities at night. The research objective is to design an IoT (Internet Of Things) system that can monitor the utilization of pipe heat into electrical energy for street lighting and provide street lighting needs around geothermal well pipes. In this study used thermoelectric as a tool to generate electrical energy from available heat. The IoT system is used to read data parameters as a tool to display temperature, voltage and current values on the LCD (Liquid Crystal Display) and the Thingspeak website. The temperature value is read by the MAX6675 thermocouple sensor while the INA219 sensor is used to read the voltage and current values. The focus of this research is to heat the thermoelectric so that it can produce electrical energy to turn on the lights as lighting and can monitor parameter data directly. The highest thermoelectric electrical energy output is at a temperature of 75.1˚C. Where at this temperature a voltage of 2.32 V is generated and a current of 0.03 A. The lamp will turn on if the thermoelectric heat is fulfilled. The light turns on when the environment is dark and the light turns off when the environment is bright","PeriodicalId":414022,"journal":{"name":"Advance Sustainable Science Engineering and Technology","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127171478","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
Aspect-based Sentiment Analysis on Car Reviews Using SpaCy Dependency Parsing and VADER 基于空间依赖句法和VADER的汽车评论情感分析
Advance Sustainable Science Engineering and Technology Pub Date : 2023-04-30 DOI: 10.26877/asset.v5i1.14897
M. T. Anwar, Dedy Trisanto, Ahmad Juniar, Fitra Aprilindo Sase
{"title":"Aspect-based Sentiment Analysis on Car Reviews Using SpaCy Dependency Parsing and VADER","authors":"M. T. Anwar, Dedy Trisanto, Ahmad Juniar, Fitra Aprilindo Sase","doi":"10.26877/asset.v5i1.14897","DOIUrl":"https://doi.org/10.26877/asset.v5i1.14897","url":null,"abstract":"All businesses, including car manufacturers, need to understand what aspects of their products are perceived as positive and negative based on user reviews so that they can make improvements for the negative aspects and maintain the already positive aspects of their products. One of the available tools for this task is Sentiment Analysis. The traditional document-level and sentence-level sentiment analysis will only classify each document / sentence into a class. This approach is incapable of finding the more fine-grained sentiment for a specific aspect of interest, for example, comfort, price, engine, paint, etc. Therefore, in this case, Aspect-based Sentiment Analysis is used. A total of 22.702 rows of car review data are scraped from the Edmunds website (www.edmunds.com) for a specific car manufacturer. Dependency Parsing and noun phrase extraction were carried out using the SpaCy module in Python, and VADER sentiment analysis was used to determine the polarity of the sentiment for each noun phrase. Results showed that the vast majority of the sentiments are on the positive aspects: comfortable to drive, good fuel economy / mileage, reliability, spaciousness, value for money, helpful rear camera, quiet ride, good acceleration, well-designed, good sound system, and solid build. The results for the negative aspects have some similar aspects with those in the positive class but has a very low frequency. This finding means that the vast majority of the users are satisfied with multiple aspects of the produced cars. The limitation of this research and future research direction are discussed.","PeriodicalId":414022,"journal":{"name":"Advance Sustainable Science Engineering and Technology","volume":"45 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122131761","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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