{"title":"Analysis of Deep Learning Approach Based on Convolution Neural Network (CNN) for Classification of Web Page Title and Description Text","authors":"A. Murdiyanto, Muhammad Habibi","doi":"10.28989/compiler.v11i2.1327","DOIUrl":"https://doi.org/10.28989/compiler.v11i2.1327","url":null,"abstract":"The volume of digital documents available online is growing exponentially due to the increasing use of the internet. Categorization of information obtained online is needed to make it easier for recipients of information to determine and filter which information is needed. Classification of web pages can be based on titles and descriptions, which are text data that can be done by utilizing deep learning technology for text classification. This study aimed to conduct data training and analysis experiments to determine the accuracy of the proposed deep learning architecture in classifying web page titles and descriptions. In this research, we proposed a Convolution Neural Network (CNN) architecture that generates few parameters. The training and evaluation set was conducted on the web page dataset provided by DMOZ. As a result, the proposed CNN architecture with the number of N (Dropout + 1D Convolution + ReLU activation) equal to 1 achieves the best validation accuracy. It achieves 79.51% with only generates 825,061 parameters. The proposed CNN architecture achieved outperformed performance on the accuracy of the five other technologies in the state-of-the-art.","PeriodicalId":93739,"journal":{"name":"Compiler construction : ... International Conference, CC ... : proceedings. CC (Conference)","volume":"27 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90500855","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}
Danis Putra Perdana, Puspa Ira Dewi Candra Wulan, Rofiq Fauzi
{"title":"FEASIBILITY STUDY OF WEB-BASED ACADEMIC INFORMATION SYSTEMS AT BHAKTI SEMESTA SALATIGA POLYTECHNIC USING THE FEASIBILITY METHOD OF TELOS","authors":"Danis Putra Perdana, Puspa Ira Dewi Candra Wulan, Rofiq Fauzi","doi":"10.28989/compiler.v11i2.1257","DOIUrl":"https://doi.org/10.28989/compiler.v11i2.1257","url":null,"abstract":"In the process of developing information systems, there are often problems that are detrimental in terms of time and money in an organization. Bhakti Semesta Polytechnic, which is a polytechnic that was only established in 2021, needs to develop an Academic Information System after observations and interviews with the academic community have been carried out, so that development can run according to needs and does not cause losses. The feasibility test is carried out using the Telos method. This method is used to determine the feasibility of a project with several criteria, namely Technical, Economy, Legal, Operational and Schedule. The results of this study indicate the value of the feasibility factor is 8.4 with an evaluation design for developing a feasible information system (B) and the risk of developing a system is relatively low","PeriodicalId":93739,"journal":{"name":"Compiler construction : ... International Conference, CC ... : proceedings. CC (Conference)","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74355030","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}
{"title":"Simulasi Kestabilan Statik Pesawat PUNA Menggunakan Perangkat Lunak XFLR5","authors":"Bangga Dirgantara Adiputra, Agus Rohmanto","doi":"10.28989/compiler.v11i2.1364","DOIUrl":"https://doi.org/10.28989/compiler.v11i2.1364","url":null,"abstract":"","PeriodicalId":93739,"journal":{"name":"Compiler construction : ... International Conference, CC ... : proceedings. CC (Conference)","volume":"31 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76517124","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}
Hermawan Arief Putranto, T. Rizaldi, W. Dewanto, Rokhimatus Zahro
{"title":"Classification of Twitter User Sentiments Against Government Policies in Overcoming Covid-19 in Indonesia","authors":"Hermawan Arief Putranto, T. Rizaldi, W. Dewanto, Rokhimatus Zahro","doi":"10.28989/compiler.v11i2.1286","DOIUrl":"https://doi.org/10.28989/compiler.v11i2.1286","url":null,"abstract":"","PeriodicalId":93739,"journal":{"name":"Compiler construction : ... International Conference, CC ... : proceedings. CC (Conference)","volume":"13 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73266127","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}
{"title":"Design of automatic aircraft parking system module visually guidance display using ESP32 Microcontroller as practical media","authors":"Nurwijayanti Kusumaningrum, Y. Setiawan","doi":"10.28989/compiler.v11i1.1231","DOIUrl":"https://doi.org/10.28989/compiler.v11i1.1231","url":null,"abstract":"A visual guidance display is a module that was created to assist the pilot task when parking his plane or helping to control aircraft parking at the airport. Up to now, the pilot task is still assisted by a parking attendant (Marshaller) whose aim is to guide the movement of the aircraft to the parking lot. So, a practicum module was made as a medium of learning and knowledge along with the use of alternative technology. This module uses a Visual Guidance Display (automatic aircraft parking aid). This module design uses 3 32x8 pixel dot matrix display boards with dimensions of 13x3.5 cm which are combined into one to form an appropriate combination to produce a parking direction display. The display used is a super right led dot matrix. The controller is an ESP32 microcontroller and a series of shift registers to display the right, left, straight, and stop motion views as well as the distance display of the aircraft to the parking stop point on the apron.","PeriodicalId":93739,"journal":{"name":"Compiler construction : ... International Conference, CC ... : proceedings. CC (Conference)","volume":"11 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81848631","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}
{"title":"Implementation of independent leg muscle training aids using Wemos D1 mini","authors":"Agus Hariyanto, Bekti Maryuni Susanto","doi":"10.28989/compiler.v11i1.1253","DOIUrl":"https://doi.org/10.28989/compiler.v11i1.1253","url":null,"abstract":"Badminton is a game that uses a shuttlecock as a tool which is played by hitting it with a racket. One form of exercise that is most often applied in training leg muscle strength is shadow training. This exercise aims to simulate athletes to do footwork properly and correctly. Shadow training is an exercise to train leg muscle strength and leg agility. Usually athletes when training leg muscles and leg agility use shadow exercises manually, namely by moving the shuttlecock or cone from one side to the other with instructions from the trainer. client and server applications. The connection between the client application and the server application uses a wifi network. The server application can control the light on the client application. There were tests by players on the badminton court which were carried out as many as 20 trials with a time of 30 seconds for each trial; the results obtained with the sequential method obtained an average of 5.84 muscle exercises, with the random method obtained an average of 5.9 times muscle training, with the method determined by the system the average time was 30.12 seconds.","PeriodicalId":93739,"journal":{"name":"Compiler construction : ... International Conference, CC ... : proceedings. CC (Conference)","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78417352","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}
Puspa Ira Dewi Candra Wulan, Danis Putra Perdana, A. Kurniawan
{"title":"Performance analysis and development of OPD interconnection network using NDLC method in Boven Digoel diskominfo papua province","authors":"Puspa Ira Dewi Candra Wulan, Danis Putra Perdana, A. Kurniawan","doi":"10.28989/compiler.v11i1.1202","DOIUrl":"https://doi.org/10.28989/compiler.v11i1.1202","url":null,"abstract":"Computer network analysis is very important to help improve network performance. Many companies, including digoel boven diskominfo designed their network but not according to their business goals, so their current performance is not what they expected. Boven Digoel Diskominfo uses internet interconnection between Local Government Organizations (OPD) to manage the system. Network analysis at the Boven Diego Diskominfo is carried out using the Network Development Life Cycle (NDLC) method relying on the previous infrastructure development process which has several stages, namely analysis, design, prototype simulation, implementation, monitoring, and management. The results of this network analysis are the optimization of the core router and the optimization of the Wireless Access Point","PeriodicalId":93739,"journal":{"name":"Compiler construction : ... International Conference, CC ... : proceedings. CC (Conference)","volume":"4 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81795987","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}
{"title":"Information system to determine study programs for prospective students based on Android","authors":"Murti Retnowo, Ikrimach -","doi":"10.28989/compiler.v11i1.1211","DOIUrl":"https://doi.org/10.28989/compiler.v11i1.1211","url":null,"abstract":"The development of information technology, especially the technology that exists on smartphones is very large, so many people have smartphones, with the existing smartphones at this time it can be used for various things, one of which is the determination of study programs for prospective new students. The selection of study programs that are permanent and in accordance with their abilities is one way for students to be able to complete their studies at universities. Many students are confused and careless in choosing a study program. There are also those who choose a study program only to go along with their friends so that during the lecture process there are many obstacles to achieve a bachelor's degree, even having to take education until the end of the study period. Multi Criteria Decision Making is one of the ways that can be used to help prospective students based on their own abilities, especially since the program is made specifically for Android-based Smartphones. Thus, prospective students can try to choose the best based on the values that match the criteria determined by the desired study program without being embarrassed to know whether to be accepted in the chosen study program or not. The use of the Android platform is because almost everyone now has an Android-based smartphone so that applications can be downloaded for free on the Play Store.","PeriodicalId":93739,"journal":{"name":"Compiler construction : ... International Conference, CC ... : proceedings. CC (Conference)","volume":"10 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89525503","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}
{"title":"Application development to measure PKP-PK readiness in aviation operations","authors":"S. Mulyani, Rianto Rianto","doi":"10.28989/compiler.v11i1.1254","DOIUrl":"https://doi.org/10.28989/compiler.v11i1.1254","url":null,"abstract":"PKP-PK (Pertolongan Kecelakaan Penerbangan dan Pemadam Kebakaran) is the most important thing in preventing aviation accidents, with the aim of preventing or reducing losses to fatalities. Based on General Air Transportation Regulation KP Number 14 of 2015, every airport is required to provide and provide PKP-PK services in accordance with the required airport PKP-PK categories. Thus the feasibility of airport operations is an important factor in an airport, measuring readiness for airport operational feasibility is important in order to meet general air transportation regulations KP No. 14 of 2015. With an application that can be used to measure airport operational readiness, it is increasingly providing convenience to airport managers for airport operational readiness.","PeriodicalId":93739,"journal":{"name":"Compiler construction : ... International Conference, CC ... : proceedings. CC (Conference)","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77995183","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}
{"title":"Training of Deep Learning Pipelines on Memory-Constrained GPUs via Segmented Fused-Tiled Execution.","authors":"Yufan Xu, Gerald Sabin, Saurabh Raje, Aravind Sukumaran-Rajam, Atanas Rountev, P Sadayappan","doi":"10.1145/3497776.3517766","DOIUrl":"https://doi.org/10.1145/3497776.3517766","url":null,"abstract":"<p><p>Training models with massive inputs is a significant challenge in the development of Deep Learning pipelines to process very large digital image datasets as required by Whole Slide Imaging (WSI) in computational pathology and analysis of brain fMRI images in computational neuroscience. Graphics Processing Units (GPUs) represent the primary workhorse in training and inference of Deep Learning models. In order to use GPUs to run inference or training on a neural network pipeline, state-of-the-art machine learning frameworks like PyTorch and TensorFlow currently require that the collective memory on the GPUs must be larger than the size of the activations at any stage in the pipeline. Therefore, existing Deep Learning pipelines for these use cases have been forced to develop sub-optimal \"patch-based\" modeling approaches, where images are processed in small segments of an image. In this paper, we present a solution to this problem by employing tiling in conjunction with check-pointing, thereby enabling arbitrarily large images to be directly processed, irrespective of the size of global memory on a GPU and the number of available GPUs. Experimental results using PyTorch demonstrate enhanced functionality/performance over existing frameworks.</p>","PeriodicalId":93739,"journal":{"name":"Compiler construction : ... International Conference, CC ... : proceedings. CC (Conference)","volume":"2022 ","pages":"104-116"},"PeriodicalIF":0.0,"publicationDate":"2022-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/b6/0e/nihms-1819777.PMC9302555.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40623464","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}