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Annotated data for semantic role labeling of crisis events in Indonesian Tweets

Data in Brief 2025年 61卷

作者： Amelia Devi Putri Ariyanto Diana Purwitasari Bilqis Amaliah Chastine Fatichah Muhammad Ghifari Taqiuddin Haikal Department of Informatics Faculty of Intelligent Electrical and Informatics Technology Institut Teknologi Sepuluh Nopember Surabaya 60111 Indonesia Information Technology and Systems Study Program Widya Husada University Semarang 50146 Indonesia Department of Public Health Faculty of Health Science Universitas Dian Nuswantoro Semarang 50131 Indonesia

Social media platforms like Twitter provide essential real-time information about crisis events. Although the text data generated is rich, its vast volume and unstructured format make manual analysis challenging. information extraction technologies such as Semantic Role Labeling (SRL) are needed to identify a sentence's semantic roles, such as who is the victim, what happened, when and where the event occurred, and what objects are affected in the crisis text to speed up and facilitate the emergency response process. However, the availability of public SRL datasets, especially for Indonesian, still considered a low-resource language, is very limited. We aim to develop an Indonesian-language SRL dataset based on Twitter text focusing on crisis events. This dataset includes entity labels for Named Entity Recognition (NER), another information extraction technique besides SRL. Text data was obtained through a crawling process on Twitter using specific keywords from 2018–2023, then preprocessed to obtain clean and relevant data for crisis events in Indonesia. The cleaned text data was then manually annotated by two experts based on guidelines designed to maintain consistency, resulting in 99,206 tokens labeled with SRL and NER. The high inter-annotator agreement value (Cohen's Kappa >0.90) indicates reliable data quality. This dataset is designed to support the development of automated models for information extraction, such as SRL and NER. The results of this extraction will be used for disaster impact analysis, mapping affected areas, and planning for crisis mitigation. By providing this dataset, the research opens up new opportunities for developing Natural Language Processing (NLP) in Indonesian, especially in crisis event analysis.

关键词： Semantic role labeling Named entity recognition Crisis event Twitter data Low-resource languages Indonesian Tweets

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Testing Real-Time Applications on Windows 10 IOT Using the Nyquist Theory 1

Testing Real-Time Applications on Windows 10 IOT Using the N...

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1st International Conference on Computer Science and Applied Mathematic, ICCSAM 2018

作者： Syahputa, Zulfahmi Zarlis, M. Nasution, Beny B. Informatics Engineering Study Program Magister Faculty of Computer Science Information Technology Universitas Sumatera Utara Medan Indonesia

Raspberry Pi is a mini-computer that is provided to carry out activities quickly and precisely, but Raspberry Pi was created to not be able to do the real-time system with the support of Windows 10 IoT operating system, so the real-time system can be done on Raspberry Pi. The real-time applied in the application needs to be tested with the Nyquist theory. The purpose of this study was to get real-time system measurements available on Windows 10 IoT. This test is done using the Nyquist theory by calculating the results of measurements on mp3 streaming performed on Windows 10 IoT. © Published under licence by IOP Publishing Ltd.

关键词： Real time systems

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Analysis of Decision Tree and Smooth Support Vector Machine Methods on Data Mining 1

Analysis of Decision Tree and Smooth Support Vector Machine ...

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1st International Conference on Computer Science and Applied Mathematic, ICCSAM 2018

作者： Sitepu, Natalina Br Sawaluddin Zarlis, M. Efendi, Syahril Dhany, Hanna Willa Informatic Engineering Study Program Magister Faculty of Computer Science and Information Technology Universitas Sumatra Utara Medan Indonesia

This research is about smooth support vector machine (SSVM) and Decision Tree in data mining. Many researchers conduct and develop methods to improve the accuracy and classification of data on good results. This research was conducted by conducting an experiment on STMIK Neumann Medan student data. In this study, it was concluded that Decision Tree performance is better than SSVM, Decision Tree gets very good results that promise to help find the best students to get scholarships. This study is better than SSVM. The training process has a difference of 11.04% and the testing process is 10.08% with each Accuracy. © Published under licence by IOP Publishing Ltd.

关键词： Decision trees

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Dijkstra and Bidirectional Dijkstra on Determining Evacuation Routes 2

Dijkstra and Bidirectional Dijkstra on Determining Evacuatio...

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2020 2nd International Conference on Enhanced Research and Industrial Application 2020

作者： Rahayuda, I.G.S. Santiari, N.P.L. Program Study of Information Systems Faculty of Informatics and Computers Institute of Technology and Business STIKOM Bali Bali Denpasar Indonesia

Determination of the best path or often called the shortest path finding is a method that has many benefits and can be applied in various cases and fields of science. In previous studies, authors have developed the shortest path finding program using various algorithms, such as held-karp, iterative deepening search, bidirectional depth first search and depth limited search. In this research author implements shortest path finding on information system for determining fire disaster evacuation route using Dijkstra and bidirectional Dijkstra. The program was developed based on web using *** framework. Both algorithms were tested on several datasets and the results will be compared to find out the strengths and weaknesses. Based on the research, the algorithm was successfully developed based on the web using the *** framework and successfully tested on several datasets, it is known that 40% of the test results show that bidirectional Dijkstra is better than Dijkstra, 10% vice versa and 50% get the same results from both algorithms. From this comparison it can be concluded that the bidirectional Dijkstra algorithm is better than Dijkstra. This research succeeded in proving that the bidirectional Dijkstra algorithm can produce a better route than the standard or classic Dijkstra algorithm. © Published under licence by IOP Publishing Ltd.

关键词： Iterative methods

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Software Development Based on Sign Language Video Integration to Increase Accessibility of Port information for the Deaf in Sanur-Bali 10

Software Development Based on Sign Language Video Integratio...

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10th International Conference on Smart Computing and Communication, ICSCC 2024

作者： Indrashwara, Decky Cipta Dananjaya, Md. Wira Putra Fery Surya Tapa, I Gede Indra Kumara, I Nyoman Trisna Adhiswari Wedagama, Dewa Ayu Agus Ariana, I Komang Universitas Pendidikan Nasional Civil Engineering Study Program Denpasar Indonesia Universitas Pendidikan Nasional Technology Information Study Program Denpasar Indonesia Environmental Engineering Universitas Pendidikan Nasional Denpasar Indonesia

ISBN: (纸本)9798350363104

This research focuses on Sanur Harbor, an inter-island ferry port located in southern Bali. The majority of visitors to Sanur Harbor are tourists who want to travel to Nusa Penida Island. At this port, facilities are available in the form of a Public Address System (PAS) and information officers whose job is to provide information regarding the arrival and departure of ships. However, the effectiveness of this facility is limited for deaf people. Deaf people often have difficulty getting this information independently and often have to rely on manual assistance from officers. This research aims to develop software based on sign language video integration which aims to increase the accessibility of departure and arrival information at Sanur Harbor for deaf people in Bali. The software development method uses a user-centered design development approach which involves the stages of needs analysis, design, implementation, and evaluation. Sign language videos will be integrated into the software as a medium to convey important information about ship departure and arrival schedules, travel routes, pier names, fast boat names, and other important information to deaf users. Evaluation is carried out through user testing and collecting feedback from users regarding understandability, usability, and user satisfaction with the software being developed. It is hoped that the results of this research can make a positive contribution to increasing information accessibility for deaf people in Sanur Harbor and can become a basis for developing similar technology in other locations. © 2024 IEEE.

关键词： User centered design

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Online Handwritten Recognition for Alphabet Writing Practice 4

Online Handwritten Recognition for Alphabet Writing Practice

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4th International Conference on Cybernetics and Intelligent System, ICORIS 2022

作者： Santiari, Ni Putu Linda Rahayuda, I Gede Surya Institute of Technology and Business STIKOM Bali Information System Study Program Faculty of Informatics and Computer Denpasar Indonesia Informatics Study Program Faculty of Math and Natural Sciences Udayana University Mangupura Indonesia

ISBN: (纸本)9781665453950

Learning to write in children requires the child's habit of using a pencil to write on paper. The manual method has drawbacks such as the use of a lot of paper when children have to study harder to keep repeating the exercises and also cannot be done online remotely. In addition to this, writing exercises on the touchscreen can also train children to be more skilled at using the touchscreen. To overcome these problems, the author will discuss the use of handwriting recognition technology to practice writing capital letters (A-H), where the technology will be built on a web-based basis. The recognition algorithm used is K-NN. Testing the use of the website was carried out at Tunas Mekar Sari Kindergarten, Denpasar. The identification number and result will be stored on the web server. Based on the experiment, it was found that from 80 image data, the K-NN algorithm succeeded in providing accurate recognition results on 60 image data, and obtained an accuracy of 78.75%. © 2022 IEEE.

关键词： Websites

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YoBagi's User Experience Evaluation using User Experience Questionnaire 7

YoBagi's User Experience Evaluation using User Experience Qu...

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7th International Conference on Informatics and Computing, ICIC 2022

作者： Juniawan, Fransiskus Panca Sylfania, Dwi Yuny Putra, Rendy Rian Chrisna Henderi Program Study of Technology Information University of Bangka Belitung Pangkalpinang Indonesia Program Study of Informatics Engineering Institut Sains Dan Bisnis Atma Luhur Pangkalpinang Indonesia University of Raharja Informatics Engineering Faculty of Science and Technology Tangerang Indonesia

ISBN: (纸本)9798350345711

The pandemic has brought many negative impacts on human life. One of the negative impacts is economic downturn of Micro, Small, and Medium Enterprise (MSME) actors in Bangka Belitung Province. To solve this problem, a website-based marketplace platform called Yobagi was created. As we know, a new software product must have a good user experience. By having a good user experience means that the product has met the needs of its users. For this reason, an evaluation of the user experience is necessary. This study aims to measure the user experience of using Yobagi. The evaluation uses the User Experience Questionnaire (UEQ) tool, which consists of six scales: Attractiveness, Efficiency, Perspicuity, Dependability, Stimulation, and Novelty. There were 40 respondents who were taken from the top of MSME actors. As the UX evaluation results, it is known that the final score of the six scales is above 0.8 and at the excellent level. This means that Yobagi users have a very good user experience in using Yobagi. In addition, Yobagi has met the criteria for good software by having an excellent user experience value. © 2022 IEEE.

关键词： User experience

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Application of Web Based Learning to Measure Students Learning Interest 1

Application of Web Based Learning to Measure Students Learni...

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1st Paris Van Java International Seminar on Computer, Science, Engineering, and technology, PVJ ISComSET 2020

作者： Sulyanah, Selvy Hasanah, Fitria Nur Untari, Rahmania Sri Information Technology Education Study Program Universitas Muhammadiyah Sidoarjo Jl. Majapahit 666B Sidoarjo Indonesia

The advancement of information and communication technology requires teachers to create various innovative learning media based on information technology;one of those media is database learning. Database is a course which uses to discuss the framework in developing the application programs. Hence, the technology needs to be intensified in improving skills in the field of software engineering and as a source of learning for students in secondary schools. This research is designed to develop web based learning media and measure student interest in learning through media that have been developed. This media was developed by using ADDIE (Analysis, Design, Development, Implementation, and Evaluation). Questionnaire was used as the instrument in collecting data. Then, questionnaire data were analyzed using descriptive quantitative. The feasibility of web based learning is assessed by media experts, material experts, and tested on students. The population of this research is the vocational high school students grade XI majoring in Software Engineering. The results show that web based learning media is declared very feasible with a percentage of 82.6%. Student learning interest is measured using three indicators;attention, feeling happy, and activity. Those all indicators are in high category because the design of web based learning media is fit to students needs and makes learning fun, moreover the students are able to access it outside the class. © Published under licence by IOP Publishing Ltd.

关键词： Students

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Android Based Heart-rate Monitoring System using ECG Sensor 2

Android Based Heart-rate Monitoring System using ECG Sensor

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2nd International Conference on Sustainable Engineering and Creative Computing, ICSECC 2020

作者： Rosalina Selina, Grace Mandala, Rila Faculty of Computing Information Technology Study Program President University Bekasi Indonesia School of Electrical Engineering and Informatics Bandung Institute of Technology Bandung Indonesia

ISBN: (纸本)9781728175881

This research aims to help the user monitor their heart’s condition and notify other people in case of an emergency due to an abnormal heartbeat (normal heartbeat around 60-100 beats per minute). From the heart rate graph, the user could do a consultation with an expert in the nearest hospital using a map feature that will show the nearest hospital with a 1 KM radius from the user’s current location. The heart is undeniably an essential part of the human body system. The heart's missions are to pump blood to the lungs to expel the waste carbon dioxide that resulted from the respiration and pump blood that will deliver oxygen throughout the human body's circulation system. While the blood that carries oxygen being pumped throughout the human body, the heart will provide the oxygen to all cells. Body cells need to use oxygen to get the energy from food through a process called cellular respiration. Monitoring our heartbeat and pulse rate can increase people’s awareness about their heart’s health, motivating, and encouraging people to maintain a healthy eating plan and exercise. This research will be implemented ECG Sensor. The sensor will then send the data to the android application via HC-06 Bluetooth module. Monitoring the heart rate and analyzing the user’s heartbeat will be done in the android with a microcontroller device's help. © 2020 IEEE.

关键词： Electrocardiograms

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Contextual teaching and learning of physics at elementary school

Contextual teaching and learning of physics at elementary sc...

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Seminar on Advances in Mathematics, Science and Engineering for Elementary School, SAMSES 2018

作者： Hendawati, Y. Pratomo, S. Suhaedah, S. Lestari, N.A. Ridwan, T. Majid, N.W.A. Study Program of Elementary School Teacher Training Universitas Pendidikan Indonesia Bandung Indonesia Teacher Elementary School Bandung Indonesia Study Program of System and Information Technology Education Universitas Pendidikan Indonesia Bandung Indonesia

The student should be a master for science comprehension concepts, especially in material styles found in everyday life. The research aims to know influence approaching Contextual Teaching and Learning on the improve ability to comprehend the science concept. The experiment was carried out for 3 weeks involving 50 grade V elementary school students based on equal ability levels. pre-test and post-test refers to the falling motion material of an object due to gravitational force, how to enlarge and minimize friction force, as well as factors that influence the magnetic breakthrough force. As for each meeting an observation was carried out on 50 elementary school students conducted by the observer. The results of this test are processed and analyzed further using a t-test. The result showed that there is a significant difference between the ability of understanding concept students of experimental class using Contextual Teaching and Learning with control class students using direct learning method with pre-test post-test ≤ 0,05. Other than that the T test and N-gain of both classes showed the result of 0.000. That is approach Contextual Teaching and Learning influencing to improve understanding ability students' concept science learning method in elementary school. © Published under licence by IOP Publishing Ltd.

关键词： Students

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