Data Assimilation Technique for Social Agent-Based Simulation by Using Reinforcement Learning

Kang, Dong‐oh; Bae, Jang Won; Lee, Chunhee; Jung, Joon-Young; Paik, Euihyun

doi:10.1109/distra.2018.8600925

Cited by 5 publications

(3 citation statements)

References 4 publications

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“…Notably, [58] introduced a pioneering method for agent-based data assimilation by applying quantum mechanics field theory to reinterpret Equation (1) using annihilation and creation operators. The integration of reinforcement learning and other machine learning strategies can also be fruitful, as indicated by [59,60]. However, as of our latest understanding, no machine learning method has been firmly established with consistent outcomes for ABDA.…”

Section: Bayes Filtersmentioning

confidence: 99%

Data Assimilation for Agent-Based Models

Ghorbani,

Nazari-Heris

et al. 2023

Mathematics

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This article presents a comprehensive review of the existing literature on the topic of data assimilation for agent-based models, with a specific emphasis on pedestrians and passengers within the context of transportation systems. This work highlights a plethora of advanced techniques that may have not been previously employed for online pedestrian simulation, and may therefore offer significant value to readers in this domain. Notably, these methods often necessitate a sophisticated understanding of mathematical principles such as linear algebra, probability theory, singular value decomposition, optimization, machine learning, and compressed sensing. Despite this complexity, this article strives to provide a nuanced explanation of these mathematical underpinnings. It is important to acknowledge that the subject matter under study is still in its nascent stages, and as such, it is highly probable that new techniques will emerge in the coming years. One potential avenue for future exploration involves the integration of machine learning with Agent-based Data Assimilation (ABDA, i.e., data assimilation methods used for agent-based models) methods.

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Section: Bayes Filtersmentioning

confidence: 99%

Data Assimilation for Agent-Based Models

Ghorbani,

Nazari-Heris

et al. 2023

Mathematics

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“…[1] RT juga sebuah organisasi tingkat bawah dan sangat dekat dengan masyarakat serta memahami semua kondisi dan permasalahan yang dihadapi masyarakat di daerah dalam pemerintahan RT tersebut. [2] Dengan adanya RT diharapkan mampu membantu melaksanakan tugas Pemerintah dalam memberikan keyamanan pelayanan secara lebih maksimal kepada rakyat dilingkungan. [3] Agar interaksi ketua RT dengan rakyat memiliki dampak baik dan menjalankan proses peran serta fungsinya secara efisien maka di perlukan sebuah sistem pendataan yang Simple/mudah sesuai dengan tugas dan fungsinya melalui sebuah aplikasi berbasis web yang bernama Ruang 004.…”

Section: Pendahuluanunclassified

Rancang Bangun Sistem Informasi Pengolahan Data Berbasis Web

Akbar,

Surapati,

Poerwandono

et al. 2022

smartcomp

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System pengolahan File data (RT) dengan organisasi kependudukan yang diatur sebuah negara yang memakai peraturan mendasarkan sebuah daerah di desa atau di kota yang ada di Indonesia. Organisasi Rukun Tangga (RT) berfungsi menambahkan aktifitas, bentuk pelayanan, kesejahteraan, dan partisipasi masyarakat. RT juga sebuah organisasi tingkat bawah dan sangat dekat dengan masyarakat serta memahami semua kondisi dan permasalahan yang dihadapi masyarakat di daerah dalam pemerintahan RT tersebut. Hal ini sangat sering terjadi secara umum di daerah kekuasaan Ketua RT 004 masih menggunakan system manual dengan pencatatan dikertas atau sebuah buka secara tradisional ,sehingga pengolahan pemberitahuan informasi ke pada masyarakat tidak terlalu efektif. dalam masalah yang ada maka kami melakukan sebuah penelitian. Penelitian ini bertujuan untuk membantu memajukan proses system pengolahan data lebih cepat ,dengan Web Apk/Aplikasi RT 004 Berbasis Web. Penelitian dilakukan dalam tahap-tahap: identifikasi/pengenalan masalah, proses pendataan data, studi literature, dan mempercepat proses sistem dengan menggunakan metode mudah yaitu Waterfall, lalu dengan tahap berurutan: Penerimaan, Update fitur, implementation, verification dan maintance. Dengan adanya web Apk ini Ketua RT 004 serta Staf tidak harus lagi menggunakan cara tradisional dalam proses pendataan ataupun mengnge cek data penduduk yang selama ini masih menggunakan kertas.

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“…Starting from cognitive abilities (Marisa & Fitriyanti, 2019;Asfarina et al, 2019), enthusiasm for learning (Lin et al, 2018;Asrori & Tjalla, 2021), to learning skills (Juniyarti et al, 2018;Subtikasari & Neviyarni) , 2019;Folastri et al, 2018). However, other research states that classical guidance services for content mastery are also relevant to improve the emotional intelligence (Putri et al, 2019), the development of prosocial attitudes (Widiana et al, 2020;Kang et al, 2018;Ashraf et al, 2019;Sunarich & Rowan, 2017), moral development (Tobing & Pamungkas, 2020), and even career development (Hanifah, 2020).…”

Section: Kata Kuncimentioning

confidence: 99%

Does Adlerian Play Therapy Increase Social, Physical, and Task Appeal More Than Content Mastery Services in Elementary School Students?

Bilqis

2021

CEJ

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This study examined the difference in effectiveness between Adlerian Play Therapy and content mastery services in increasing physical, social, and task attractiveness to students in primary schools. The factorial design experimental method was applied to 72 fifth-grade students from two public elementary schools in Bandung, Indonesia, whose dimensions of attractiveness were lower than the other study groups. Each intervention carried out six meetings in different schools. Adlerian Play Therapy starts from the one-session relationship-building stage, the lifestyle investigation stage through the three-session secret book, the lifestyle understanding stage through one-session games, and the reorientation & re-education stage through one-session games. Classical guidance services for content mastery with a community circle strategy start from building relationships in two sessions, introducing the importance of one session, improving the social aspects of one session, improving the physical aspects of one session, and improving the aspects of one session assignments. Manova analyzed the Interpersonal Attraction Scale (IAS) instrument. Adlerian Play Therapy further enhances all dimensions of interpersonal attractiveness than content mastery services. Recommendations are aimed at counseling teachers to use Adlerian Play Therapy to increase children's social, physical, and assignment attractiveness. It is hoped that other researchers will research further related to increasing task attractiveness.

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Data Assimilation Technique for Social Agent-Based Simulation by Using Reinforcement Learning

Cited by 5 publications

References 4 publications

Data Assimilation for Agent-Based Models

Data Assimilation for Agent-Based Models

Rancang Bangun Sistem Informasi Pengolahan Data Berbasis Web

Does Adlerian Play Therapy Increase Social, Physical, and Task Appeal More Than Content Mastery Services in Elementary School Students?

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