Deep Reinforcement Learning Emerging Trends In Macroeconomics And Future Prospects
DOWNLOAD
Download Deep Reinforcement Learning Emerging Trends In Macroeconomics And Future Prospects PDF/ePub or read online books in Mobi eBooks. Click Download or Read Online button to get Deep Reinforcement Learning Emerging Trends In Macroeconomics And Future Prospects book now. This website allows unlimited access to, at the time of writing, more than 1.5 million titles, including hundreds of thousands of titles in various foreign languages. If the content not found or just blank you must refresh this page
Deep Reinforcement Learning Emerging Trends In Macroeconomics And Future Prospects
DOWNLOAD
Author : Tohid Atashbar
language : en
Publisher: International Monetary Fund
Release Date : 2022-12-16
Deep Reinforcement Learning Emerging Trends In Macroeconomics And Future Prospects written by Tohid Atashbar and has been published by International Monetary Fund this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-12-16 with Business & Economics categories.
The application of Deep Reinforcement Learning (DRL) in economics has been an area of active research in recent years. A number of recent works have shown how deep reinforcement learning can be used to study a variety of economic problems, including optimal policy-making, game theory, and bounded rationality. In this paper, after a theoretical introduction to deep reinforcement learning and various DRL algorithms, we provide an overview of the literature on deep reinforcement learning in economics, with a focus on the main applications of deep reinforcement learning in macromodeling. Then, we analyze the potentials and limitations of deep reinforcement learning in macroeconomics and identify a number of issues that need to be addressed in order for deep reinforcement learning to be more widely used in macro modeling.
Ai And Macroeconomic Modeling Deep Reinforcement Learning In An Rbc Model
DOWNLOAD
Author : Tohid Atashbar
language : en
Publisher: International Monetary Fund
Release Date : 2023-02-24
Ai And Macroeconomic Modeling Deep Reinforcement Learning In An Rbc Model written by Tohid Atashbar and has been published by International Monetary Fund this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-02-24 with Business & Economics categories.
This study seeks to construct a basic reinforcement learning-based AI-macroeconomic simulator. We use a deep RL (DRL) approach (DDPG) in an RBC macroeconomic model. We set up two learning scenarios, one of which is deterministic without the technological shock and the other is stochastic. The objective of the deterministic environment is to compare the learning agent's behavior to a deterministic steady-state scenario. We demonstrate that in both deterministic and stochastic scenarios, the agent's choices are close to their optimal value. We also present cases of unstable learning behaviours. This AI-macro model may be enhanced in future research by adding additional variables or sectors to the model or by incorporating different DRL algorithms.
Handbook Of Us Consumer Economics
DOWNLOAD
Author : Andrew Haughwout
language : en
Publisher: Academic Press
Release Date : 2019-08-13
Handbook Of Us Consumer Economics written by Andrew Haughwout and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-08-13 with Business & Economics categories.
Handbook of U.S. Consumer Economics presents a deep understanding on key, current topics and a primer on the landscape of contemporary research on the U.S. consumer. This volume reveals new insights into household decision-making on consumption and saving, borrowing and investing, portfolio allocation, demand of professional advice, and retirement choices. Nearly 70% of U.S. gross domestic product is devoted to consumption, making an understanding of the consumer a first order issue in macroeconomics. After all, understanding how households played an important role in the boom and bust cycle that led to the financial crisis and recent great recession is a key metric.
Recent Advances In Sciences Engineering Information Technology Management
DOWNLOAD
Author : Dinesh Goyal
language : en
Publisher: CRC Press
Release Date : 2025-02-14
Recent Advances In Sciences Engineering Information Technology Management written by Dinesh Goyal and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-14 with Technology & Engineering categories.
This conference covered various interdisciplinary areas such as applied science, physics, material science, and engineering. The audience got a chance to encircle the various interdisciplinary areas and people working on recent technologies in science, engineering, information technology and management. It was based on the theme of converging interdisciplinary topics into a single platform, which helped the participants to think beyond their area and increase their canvas of research.
Research Anthology On Macroeconomics And The Achievement Of Global Stability
DOWNLOAD
Author : Management Association, Information Resources
language : en
Publisher: IGI Global
Release Date : 2022-08-05
Research Anthology On Macroeconomics And The Achievement Of Global Stability written by Management Association, Information Resources and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-08-05 with Business & Economics categories.
The COVID-19 pandemic has shocked economies around the world and created an era of global instability. As the pandemic comes to a close, it is essential to examine global economies in order to achieve and maintain global stability. By maintaining global stability, the world may be prepared for future economic shocks. The Research Anthology on Macroeconomics and the Achievement of Global Stability discusses the emerging opportunities, challenges, and strategies within the field of macroeconomics. It features advancements in the field that encourage global economic stability. Covering topics such as Islamic banking, international trade, and Econophysics, this major reference work is an ideal resource for economists, government leaders and officials, business leaders and executives, finance professionals, students and educators of higher education, librarians, researchers, and academicians.
Bulletin Of The Atomic Scientists
DOWNLOAD
Author :
language : en
Publisher:
Release Date : 1969-02
Bulletin Of The Atomic Scientists written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1969-02 with categories.
The Bulletin of the Atomic Scientists is the premier public resource on scientific and technological developments that impact global security. Founded by Manhattan Project Scientists, the Bulletin's iconic "Doomsday Clock" stimulates solutions for a safer world.
DOWNLOAD
Author : 尼克•伯斯特隆姆
language : zh-CN
Publisher: 讀書共和國╱感電出版
Release Date : 2023-07-05
written by 尼克•伯斯特隆姆 and has been published by 讀書共和國╱感電出版 this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-07-05 with Travel categories.
我們創造的，是否終將毀滅我們？ ★ 洞悉AI本質必讀，比爾?蓋茲極力推薦 ★ 人工智慧狂潮再起——軟、硬體、相關零組件產業迅速改變世界， ??為何上千名科技巨擘、AI專家反而連署警告？ ??為何AI毀滅人類的風險，等同核武戰爭與傳染病？ ??為何AI帶來的改變有多積極，它的負面影響就令人感到多絕望？ ╲╲╲這本書都有答案！╱╱╱ 本書以一篇「未完的麻雀寓言」開場， 講述一群麻雀企圖馴服貓頭鷹為己所用， 但最終沒能解決最重要的難題：如何控制牠？ 這篇如同啟示錄的寓言，在在提醒人類與人工智慧的關係， 我們發現，人工智慧和人類價值之間的連結相當鬆散， AI專家與菁英學者、企業家們，尚未解決最重要的「控制難題」。 重點不是人工智慧將扮演什麼角色， 而是我們「設計」它為人類社會扮演什麼角色？ ╲╲╲人工智慧領域的經典之作，出版至今仍是科技思想最前沿╱╱╱ 人腦擁有其他動物所缺乏的能力。因為這些獨特能力，我們在地球上居主宰地位。其他動物有更強的肌肉或更尖利的爪子，但我們有更聰明的頭腦。我們在常態智慧上的優勢，讓我們發展了語言、技術和複雜的社會組織。但如果有一天我們打造了常態智慧上超越人腦的機器腦，那麼這個全新的超智慧就會變得十分強大。 就如猩猩的命運如今多半操之於我們人類，而非牠們自己手中一樣，我們的命運接著也將操之於超智慧之行動。但我們有優勢，就是我們可以先發制人。因為它們是我們所創造的東西，因此我們可以打造出一種能保護人類價值的超智慧，來控制超智慧的行徑，好讓人類在這場智慧爆炸下仍能存活。但，我們該如何達成一場可控制的爆發？ ╲╲╲全球五十歲以下引用次數最多的哲學家╱╱╱ 本書作者伯斯特隆姆從當前人工智慧研究取徑和現況中，找出可能達成超智慧的途徑，包括人工智慧、全腦仿真、生物認知、腦機介面、網路和組織的強化，並帶領我們思考，這樣一個超智慧一旦出現，可能會如何行動，以及它的行動是否會對我們的生存造成威脅，而我們是否有方法在它變成超智慧之前，該如何做好能力控制和動機選擇。 身為牛津大學哲學系教授，作者特別強調強調動機選擇的關鍵性，但要植入哪一種價值的決定，有非常深遠的影響；而人類的價值又如何能轉譯成人工智慧所能理解的形式語言。這些都是嚴峻的挑戰。作者從頭到尾都謹慎地為人類尋找出路。 在這本極具創見的書中，呈現了超智慧的前景和面臨的挑戰，以及我們該如何應對。這可能是人類有史以來要面對的最重要、最艱難挑戰。
Books In Series 1876 1949
DOWNLOAD
Author : R.R. Bowker Company
language : en
Publisher: R. R. Bowker
Release Date : 1982
Books In Series 1876 1949 written by R.R. Bowker Company and has been published by R. R. Bowker this book supported file pdf, txt, epub, kindle and other format this book has been release on 1982 with Language Arts & Disciplines categories.
Ak Ll Otomasyon A Nda Uluslar N Rekabeti
DOWNLOAD
Author : Prof. Dr. Nurullah Gür
language : tr
Publisher: İstanbul Ticaret Odası
Release Date : 2024-04-24
Ak Ll Otomasyon A Nda Uluslar N Rekabeti written by Prof. Dr. Nurullah Gür and has been published by İstanbul Ticaret Odası this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-04-24 with Computers categories.
İstanbul Ticaret Odası Stratejik Araştırmalar Merkezi tarafından hazırlanan “Akıllı Otomasyon Çağında Ulusların Rekabeti: Yapay Zekâ, Robotlar ve Gelişen Ülkeler” başlıklı rapor, akıllı otomasyon ve yapay zekâ teknolojilerinin yükselişiyle birlikte, uluslararası rekabet ortamını detaylı bir şekilde ele almaktadır. Raporda, yapay zekâ ve robot teknolojilerinin gelişim süreçlerini ve bu teknolojileri hangi ülkelerin ne ölçüde benimsediğini güncel verilerle değerlendiriliyor. Burada özellikle ülkeler arası veri odaklı yapılan karşılaştırmalar Türkiye'nin yeni teknolojileri benimseme hızını ve konumunu ortaya koyuyor. Ayrıca raporda, gelişen ülkelerde akıllı otomasyon teknolojilerinin reel sektör üzerinde ortaya çıkarabileceği riskler ve fırsatlar da detaylı bir şekilde ele alınıyor. Raporda yapılan veri odaklı değerlendirmeler, ülkemizin teknoloji benimseme sürecindeki güçlü ve zayıf yönleri ortaya koyuyor. Bu da raporun, politika yapıcılar için rekabet gücü ve ekonomik kalkınma stratejileri belirlerken bir rehber niteliği taşımasını sağlıyor.
Deep Reinforcement Learning And Macroeconomic Modelling
DOWNLOAD
Author : Rui Shi (Aruhan)
language : en
Publisher:
Release Date : 2023
Deep Reinforcement Learning And Macroeconomic Modelling written by Rui Shi (Aruhan) and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023 with Adaptability (Psychology) categories.