{"id":27987,"date":"2019-10-18T11:22:46","date_gmt":"2019-10-18T02:22:46","guid":{"rendered":"https:\/\/smallake.kr\/?p=27987"},"modified":"2019-10-18T11:22:46","modified_gmt":"2019-10-18T02:22:46","slug":"the-future-of-trading-technology-in-2024","status":"publish","type":"post","link":"https:\/\/smallake.kr\/?p=27987","title":{"rendered":"The Future of Trading: Technology in 2024"},"content":{"rendered":"<p>1.<br \/>\n \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uacfc \uad00\ub828\ud55c \uc77c\uc744 \ud569\ub2c8\ub2e4. \uadf8\ub807\ub2e4\uace0 \uc54c\uace0\ub9ac\uc998\uc744 \uc5f0\uad6c\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \ub04a\uc784\uc5c6\uc774 \ubcc0\ud654\ud558\uace0 \uc0c8\ub85c\uc6b4 \uc5f0\uad6c \ubc0f \uc2dc\ub3c4\ub4e4\uc774 \ub098\uc624\uace0 \uc77d\uc9c0\ub9cc \uc801\uc6a9\ud560 \uc0dd\uac01\uc744 \ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. tensor flow\ub85c \uc774\ub7f0\uc800\ub7f0 \uc2dc\ud5d8\uc744 \ud574\ubcf4\uc790\uace0 \uba87 \ubc88 \uc791\uc2ec\ud588\uc9c0\ub9cc tensor flow\ub97c \uc124\uce58\ud558\uc9c0\ub3c4 \ubabb\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7fc\uc5d0\ub3c4 \ubcc0\ud654\uc5d0 \ub4a4\uc9c0\uc9c0 \uc54a\uc73c\ub824\uace0 \ub178\ub825\ud569\ub2c8\ub2e4. \ucad3\uc544\uac00\uc9c0 \ubabb\ud560\uc9c0\ub77c\ub3c4&#8230;<\/p>\n<p> \uc5bc\ub9c8\uc804 bobsguide\uc5d0 \uc62c\ub77c\uc628  <a href=\"https:\/\/www.bobsguide.com\/guide\/news\/2019\/Oct\/11\/algo-trading-innovations-stoke-fear-despite-increased-popularity\/\" rel=\"noopener noreferrer\" target=\"_blank\">Algo trading innovations stoke fear despite increased popularity<\/a>\uc744 \ubcf4\uba74  \uae08\uc735\uc0b0\uc5c5\uc774 \uc54c\uace0\ub9ac\uc998\ud2b8\ub808\uc774\ub529\uc744 \uc5b4\ub290 \uc218\uc900\uc5d0\uc11c \ub3c4\uc785\ud558\ub294\uc9c0\ub97c \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4.  \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub77c\ub294 \ud45c\ud604\uc744 \uc0ac\uc6a9\ud558\uc600\uc9c0\ub9cc \uc720\ud589\ud558\ub294 \ub2e8\uc5b4\ub85c \ud558\uba74 AI\uc785\ub2c8\ub2e4. \uc774\uc911\uc5d0\uc11c \uac15\ud654\ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uacfc \uad00\ub828\ud55c \ubd80\ubd84\uc785\ub2c8\ub2e4. \uc800\ub3c4 \ub450\ubc88 \uc815\ub3c4 \uc18c\uac1c\ud558\uc600\ub358 \ub0b4\uc6a9\uc785\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/www.smallake.kr\/?p=21544\" rel=\"noopener noreferrer\" target=\"_blank\">JPMorgan\uacfc Deep Reinforcement Learning<\/a><br \/>\n<a href=\"https:\/\/www.smallake.kr\/?p=21539\" rel=\"noopener noreferrer\" target=\"_blank\">Morgan Stanley\uc640 JP Morgan\uc774 \uc5f0\uad6c\ud558\ub294 RL<\/a><\/p>\n<blockquote><p>Reinforcement learning (RL) algorithms are increasing in popularity<\/p>\n<p>RL algorithms work by penalising algo strategies for making the wrong decision while rewarding them for making the right one. They were championed by JPMorgan in 2018 and play a large role in the future development of algo trading. RL is part of a broader family of AI referred to as deep learning, which fintechs such as Sentient have been developing in recent years.<\/p>\n<p>Algorithms must have a dynamic approach to fluctuating market conditions, and RL algos provide a robust quality to algo trading that has become integral to its success, according to JPMorgan. RL\u2019s impressive self-teaching capabilities take further control from an organisation\u2019s human hands \u2013 an impact which has both cynics, wary of too much responsibility being placed on the machine, as well as advocates, who celebrate the lack of emotion with which the systems learn to better enter and exit positions.<\/p><\/blockquote>\n<p>\uc774\uc0c1\uc758 \uae30\uc220\uc740  \ucd5c\uadfc \uc5ec\uc758\ub3c4\uc758 \uad00\uc2ec\uc744 \ud55c \ubab8\uc5d0 \ubc1b\uace0 \uc788\ub294 \ud06c\ub798\ud504\ud2b8\ud14c\ud06c\ub180\ub85c\uc9c0\uc2a4\ub3c4 \uc774\uc640 \uad00\ub828\ud55c \uae30\uc220\uc744 \uc801\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><iframe loading=\"lazy\" width=\"560\" height=\"315\" src=\"https:\/\/www.youtube.com\/embed\/o3m6Ewjc7Lw\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/p>\n<p>\uac19\uc740 \uae30\uc0ac\uc911 \ud5e4\uc9c0\ud380\ub4dc\ub4e4\uc774 \uc54c\uace0\ub9ac\uc998\uc744 \uc5b4\ub5bb\uac8c \ubc14\ub77c\ubcf4\ub294\uc9c0\ub97c \uc870\uc0ac\ud55c \uc790\ub8cc\ub97c \ubcf4\uba74 \ud765\ubbf8\ub85c\uc6b4 \ub0b4\uc6a9\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 &#8220;\uc65c \uc54c\uace0\ub9ac\uc998\uc744 \ub3c4\uc785\ud558\ub290\ub0d0?&#8221;\ub294 \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub2f5\ubcc0\ub4e4\uc774 \ub2e4\uc591\ud569\ub2c8\ub2e4. \uac1c\uc778\uc801\uc73c\ub85c Improve trade productivity\uc774 \uac00\uc7a5 \ub9ce\uc744 \uc904 \uc608\uc0c1\ud588\ub294\ub370. Reduce market impact, Execution consistency, Cost \ub4f1 \uc5ec\ub7ec \uc694\uc778\ub4e4\uc774 \ube44\uc2b7\ud55c \ube44\uc911\uc744 \ucc28\uc9c0\ud569\ub2c8\ub2e4.<\/p>\n<iframe src=\"\/\/docs.google.com\/viewer?url=https%3A%2F%2Fwww.smallake.kr%2Fwp-content%2Fuploads%2F2019%2F10%2FTheTRADE2019AlgoSurvey-HedgeFund.pdf&hl=ko&embedded=true\" class=\"gde-frame\" style=\"width:100%; height:500px; border: none;\" scrolling=\"no\"><\/iframe>\n<p class=\"gde-text\"><a href=\"https:\/\/www.smallake.kr\/wp-content\/uploads\/2019\/10\/TheTRADE2019AlgoSurvey-HedgeFund.pdf\" class=\"gde-link\">Download (PDF, 591KB)<\/a><\/p>\n<p>\uc880\ub354 \uc2dc\uc57c\ub97c \uc881\ud600\uc11c \ub85c\ubcf4\uc5b4\ub4dc\ubc14\uc774\uc800\uc640 \uad00\ub828\ud55c \ubd80\ubd84\uc785\ub2c8\ub2e4. <a href=\"https:\/\/www.bobsguide.com\/guide\/news\/2019\/Oct\/8\/using-ai-for-safekeeping-capital-investments-and-portfolio-optimisation\/\" rel=\"noopener noreferrer\" target=\"_blank\">Using AI for safekeeping capital investments and portfolio optimisation<\/a>\uc740 \uc790\uc0b0\uc6b4\uc601\uc0b0\uc5c5\uacfc \uad00\ub828\ud55c AI\uc601\uc5ed\uc744 \ub2e4\ub8e8\uace0 \uc788\uc9c0\ub9cc \uadf8 \uc911\uc5d0\uc11c \ud504\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654 \ubd80\ubd84\uc785\ub2c8\ub2e4.<\/p>\n<blockquote><p>\nAccurate NAV calculations is an essential part of an institution\u2019s fund administration process. AI-based applications automate NAV and pricing calculations, which can also be applied across an institution\u2019s range of funds, including more complex funds like multi-class and master-feeder funds, while also having variation checks and pricing controls.(\uc911\ub7b5)<\/p>\n<p>When used for portfolio optimisation, AI-based applications seek to minimise risk metrics that use advanced models such as volatility, tracking error, parametrical and historical expected shortfall, Monte Carlo expected shortfall and maximum drawdown. Wealth managers will be able to visualise graphically a portfolio\u2019s components, benchmarks and credit risks, as well as how those credit risks are being reduced. <\/p><\/blockquote>\n<p><a href=\"http:\/\/e.tradersmagazine.com\/news\/technology\/reimagining-performance-measurement-in-an-ai-world-119975-1.html\" rel=\"noopener noreferrer\" target=\"_blank\">Reimagining Performance Measurement in an AI World<\/a>\uc740 \uc790\uc0b0\uc6b4\uc6a9\uc0b0\uc5c5\ub0b4\uc758 Performance Analyst\uc758 \uc0c8\ub85c\uc6b4 \uc5ed\ud560\uc744  \uc81c\uc2dc\ud569\ub2c8\ub2e4.<\/p>\n<blockquote><p>That being said, domain expertise and human intuition will be no less valuable in the future. Regardless of how powerful and intuitive AI becomes, domain expertise will be required to outline the objectives of the technology, recalibrate the algorithm when circumstances change, and serve as the arbiter of efficacy. Technological experience will be valuable of course, but if the programmer doesn\u2019t understand the difference between a Sharpe and a Sortino Ratio, they will need to pair themselves with performance veteran who does.<\/p>\n<p>Moreover, the performance analyst of the future will still be counted on to understand the unique needs of clients, and then explain how a specific fund or strategy is positioned to meet these objectives. What are the client\u2019s future funding liabilities? What are their return expectations and risk tolerance for a given allocation, in both the near-term and longer-term time horizons?  How does a given strategy complement other fund commitments? And how should they interpret performance at a given point in time, in a given market environment? Natural language generation, while it can transform raw data into a conversational narrative, still lacks the intuition and nuance that characterizes the most successful and valued performance analysts today.<\/p><\/blockquote>\n<p>2.<br \/>\n\uc624\ub298 \uae00\uc744 \uc4f4 \uc774\uc720\uc785\ub2c8\ub2e4.  <a href=\"https:\/\/www.refinitiv.com\/en\/resources\/special-report\/automation-trading-and-future-technologies\" rel=\"noopener noreferrer\" target=\"_blank\">The Future of Trading: Technology in 2024 &#8211; The Impact of AI, Big Data and Analytics on Your Trading Desk<\/a>\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.smallake.kr\/wp-content\/uploads\/2019\/10\/future1.png?w=1130&#038;ssl=1\" alt=\"\"  class=\"aligncenter size-full wp-image-27998\" srcset=\"https:\/\/i0.wp.com\/smallake.kr\/wp-content\/uploads\/2019\/10\/future1.png?w=1081&amp;ssl=1 1081w, https:\/\/i0.wp.com\/smallake.kr\/wp-content\/uploads\/2019\/10\/future1.png?resize=281%2C300&amp;ssl=1 281w, https:\/\/i0.wp.com\/smallake.kr\/wp-content\/uploads\/2019\/10\/future1.png?resize=187%2C200&amp;ssl=1 187w\" sizes=\"(max-width: 1081px) 100vw, 1081px\" \/><br \/>\n<img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.smallake.kr\/wp-content\/uploads\/2019\/10\/future2.png?w=1130&#038;ssl=1\" alt=\"\"  class=\"aligncenter size-full wp-image-27997\" srcset=\"https:\/\/i0.wp.com\/smallake.kr\/wp-content\/uploads\/2019\/10\/future2.png?w=1108&amp;ssl=1 1108w, https:\/\/i0.wp.com\/smallake.kr\/wp-content\/uploads\/2019\/10\/future2.png?resize=300%2C115&amp;ssl=1 300w, https:\/\/i0.wp.com\/smallake.kr\/wp-content\/uploads\/2019\/10\/future2.png?resize=200%2C77&amp;ssl=1 200w\" sizes=\"(max-width: 1108px) 100vw, 1108px\" \/><br \/>\n<img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.smallake.kr\/wp-content\/uploads\/2019\/10\/future3.png?w=1130&#038;ssl=1\" alt=\"\"  class=\"aligncenter size-full wp-image-27996\" srcset=\"https:\/\/i0.wp.com\/smallake.kr\/wp-content\/uploads\/2019\/10\/future3.png?w=1116&amp;ssl=1 1116w, https:\/\/i0.wp.com\/smallake.kr\/wp-content\/uploads\/2019\/10\/future3.png?resize=300%2C108&amp;ssl=1 300w, https:\/\/i0.wp.com\/smallake.kr\/wp-content\/uploads\/2019\/10\/future3.png?resize=200%2C72&amp;ssl=1 200w\" sizes=\"(max-width: 1116px) 100vw, 1116px\" \/><\/p>\n<iframe src=\"\/\/docs.google.com\/viewer?url=https%3A%2F%2Fwww.smallake.kr%2Fwp-content%2Fuploads%2F2019%2F10%2Ffuture-of-trading-technology-in-2024.pdf&hl=ko&embedded=true\" class=\"gde-frame\" style=\"width:100%; height:500px; border: none;\" scrolling=\"no\"><\/iframe>\n<p class=\"gde-text\"><a href=\"https:\/\/www.smallake.kr\/wp-content\/uploads\/2019\/10\/future-of-trading-technology-in-2024.pdf\" class=\"gde-link\">Download (PDF, 1.24MB)<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uacfc \uad00\ub828\ud55c \uc77c\uc744 \ud569\ub2c8\ub2e4. \uadf8\ub807\ub2e4\uace0 \uc54c\uace0\ub9ac\uc998\uc744 \uc5f0\uad6c\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \ub04a\uc784\uc5c6\uc774 \ubcc0\ud654\ud558\uace0 \uc0c8\ub85c\uc6b4 \uc5f0\uad6c \ubc0f \uc2dc\ub3c4\ub4e4\uc774 \ub098\uc624\uace0 \uc77d\uc9c0\ub9cc \uc801\uc6a9\ud560 \uc0dd\uac01\uc744 \ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. tensor flow\ub85c \uc774\ub7f0\uc800\ub7f0 \uc2dc\ud5d8\uc744 \ud574\ubcf4\uc790\uace0 \uba87 \ubc88 \uc791\uc2ec\ud588\uc9c0\ub9cc tensor flow\ub97c \uc124\uce58\ud558\uc9c0\ub3c4 \ubabb\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7fc\uc5d0\ub3c4 \ubcc0\ud654\uc5d0 \ub4a4\uc9c0\uc9c0 \uc54a\uc73c\ub824\uace0 \ub178\ub825\ud569\ub2c8\ub2e4. \ucad3\uc544\uac00\uc9c0 \ubabb\ud560\uc9c0\ub77c\ub3c4&#8230; \uc5bc\ub9c8\uc804 bobsguide\uc5d0 \uc62c\ub77c\uc628 Algo trading innovations stoke fear despite increased popularity\uc744 \ubcf4\uba74 \uae08\uc735\uc0b0\uc5c5\uc774 \uc54c\uace0\ub9ac\uc998\ud2b8\ub808\uc774\ub529\uc744 \uc5b4\ub290 \uc218\uc900\uc5d0\uc11c \ub3c4\uc785\ud558\ub294\uc9c0\ub97c \uc54c&#8230;<br \/><a class=\"read-more-button\" href=\"https:\/\/smallake.kr\/?p=27987\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":28001,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"AI\ub97c  \uc911\uc2ec\uc73c\ub85c \ub2e4\uc591\ud55c \uae30\uc220\ub4e4\uc774 \ud2b8\ub808\uc774\ub529\uc601\uc5ed\uc744 \ubc14\uafb8\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubbf8\ub798\uc758 \ud2b8\ub808\uc774\ub529\uae30\uc220\uc744 \uc124\ubb38\uc870\uc0ac\ud615\uc2dd\uc73c\ub85c \ubd84\uc11d\ud55c \ubcf4\uace0\uc11c\uc785\ub2c8\ub2e4. The Future of Trading: Technology in 2024","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[4,2684],"tags":[3370,3301,2000,3394],"class_list":["post-27987","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category--it","category-2684","tag-ai","tag-3301","tag-2000","tag-3394"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.8 - aioseo.com -->\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"smallake\"\/>\n\t<meta name=\"keywords\" content=\"ai,\uac15\ud654\ud559\uc2b5,\uc778\uacf5\uc9c0\ub2a5,\ud2b8\ub808\uc774\ub529\uae30\uc220\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/smallake.kr\/?p=27987\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO 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