Agent
(Investor)
Order
Price
Mechanism
(Exchange)
Determination market price
Artificial Market Model (Agent Based Model)
1
SPARX Asset Management Co., Ltd.
Takanobu Mizuta
http://www.mizutatakanobu.com/
Note that the opinions contained herein are solely those of the authors and do not necessarily
reflect those of SPARX Asset Management Co., Ltd.
Agents (Artificial Investors)

Price Mechanism (Artificial Exchange)
Complete Computer Simulation needing NO Empirical Data
Virtual and Artificial financial Market built on Computers
to investigate situations that have never occurred in actual financial markets
→ No empirical data
to isolate the direct effect of changing regulations to price formation
→ So many factors cause price formation in actual markets
to investigate situations that have never occurred in actual financial markets
→ No empirical data
to isolate the direct effect of changing regulations to price formation
→ So many factors cause price formation in actual markets
Difficulty of Empirical Study
2
Discussion for regulations and rules in financial markets
Artificial Market Model
 can isolate the pure contribution of the changes to the
price formation
 can treat the changes that have never been employed
what happened
in the past
what will happen
in the future
Empirical Study
Strong point of Artificial Market Model
3
Find “possible” changes
Columbus’
Egg
Columbus’
Egg
Contribute to discussion by finding
“possible” side effects
Contribute to discussion by finding
“possible” side effects
Artificial Market Model
JPX Working Papers
http://www.jpx.co.jp/english/corporate/research-study/working-paper/
4
Many studies on Artificial Market Model
The Japanese Society for Artificial Intelligence,
Special Interest Group on Financial Informatics
http://sigfin.org/
5
Many studies on Artificial Market Model are presented
Sorry for no English web page
Contributions
6
Future Discussion
Reduction of Tick Size, Up-Tick Rule,
Price Variation Limit, Dark Pool, Frequently Batch Auction,
Contribution of HFTs for share competition among Exchanges,
Suitable Latency of Exchange System, VaR Shock,
Chain Bankruptcy of Banks,
Regulations and Rules to prevent Financial Crush
Monetary Policy, Monitoring Financial Systems
* Mizuta (2016) SSRN Working Paper Series http://ssrn.com/abstract=2710495
* Battiston et al. (2016) SCIENCE 19 Feb 2016, Vol. 351, Issue 6275, pp. 818-819. http://science.sciencemag.org/content/351/6275/818
My Expectation for AI Except Artificial Market
Screening Insider Trades and Manipulations of Stock Price;
AI have already contributed to arrest Money Laundering and Unauthorized using
Credit Cards.

More Related Content

PDF
人工垂堎シミュレヌションを甚いたバッチオヌクションの分析
PDF
Affecting Market Efficiency by Increasing Speed of Order Matching Systems on ...
PDF
人工垂堎シミュレヌションを甚いたレバレッゞドETFが原資産䟡栌倉動に䞎える圱響分析
PDF
その䌚瀟はいくらなのか スパヌクス・アセット・マネゞメント氎田孝信
PDF
Creative OOH & Retail
PDF
Snug Harbor Arts and Horticulture Curriculum
PDF
Pioneer Systems Telcoma sliding gate
PPTX
La fotografía
人工垂堎シミュレヌションを甚いたバッチオヌクションの分析
Affecting Market Efficiency by Increasing Speed of Order Matching Systems on ...
人工垂堎シミュレヌションを甚いたレバレッゞドETFが原資産䟡栌倉動に䞎える圱響分析
その䌚瀟はいくらなのか スパヌクス・アセット・マネゞメント氎田孝信
Creative OOH & Retail
Snug Harbor Arts and Horticulture Curriculum
Pioneer Systems Telcoma sliding gate
La fotografía

Similar to 18th Annual Japan International Banking & Securities System Forum 2017 (20)

PDF
Cifer2017
PDF
Why do Active Funds that Trade Infrequently Make a Market more Efficient? -- ...
PDF
Artificial Financial Markets: Historical and Interdisciplinary Perspective
PDF
Why do Active Funds that Trade Infrequently Make a Market more Efficient? --...
PPT
Algorithmic Trading-An Introduction
PDF
The Impact of Algorithmic Trading
PPT
Swarm Intelligence
DOCX
Report writing on Indian stock market
PDF
Applications of Artificial Neural Network in Forecasting of Stock Market Index
PDF
How Many Orders does a Spoofer Need? - Investigation by Agent-Based Model -
PDF
Essay For Gce O Level
PDF
Are good companies good stocks evidence from nairobi stock exchange
PDF
Summertrainingprojectreportonfluctuationofindianstockmarketprabathfinancialse...
 
PDF
Summertrainingprojectreportonfluctuationofindianstockmarketprabathfinancialse...
PDF
Forecasting Stocks with Multivariate Time Series Models.
PDF
bitsian proof of spoof
PDF
SocialTraders: A practical examples of agents.
PDF
hushbot Revolutionizing Cryptocurrency Trading
PDF
2022CIFEr
PDF
How to start forex trading from home: forex trading using intermarket analysis
Cifer2017
Why do Active Funds that Trade Infrequently Make a Market more Efficient? -- ...
Artificial Financial Markets: Historical and Interdisciplinary Perspective
Why do Active Funds that Trade Infrequently Make a Market more Efficient? --...
Algorithmic Trading-An Introduction
The Impact of Algorithmic Trading
Swarm Intelligence
Report writing on Indian stock market
Applications of Artificial Neural Network in Forecasting of Stock Market Index
How Many Orders does a Spoofer Need? - Investigation by Agent-Based Model -
Essay For Gce O Level
Are good companies good stocks evidence from nairobi stock exchange
Summertrainingprojectreportonfluctuationofindianstockmarketprabathfinancialse...
 
Summertrainingprojectreportonfluctuationofindianstockmarketprabathfinancialse...
Forecasting Stocks with Multivariate Time Series Models.
bitsian proof of spoof
SocialTraders: A practical examples of agents.
hushbot Revolutionizing Cryptocurrency Trading
2022CIFEr
How to start forex trading from home: forex trading using intermarket analysis
Ad

More from Takanobu Mizuta (20)

PDF
人工知胜の可胜性ず限界 ヌこの幎間の発展ヌ
PDF
人工垂堎による垂堎制床の蚭蚈
PDF
人工垂堎シミュレヌションによる 倀幅制限ずサヌキットブレむカヌの効果比范
PDF
金融業界における人工知胜、高速取匕、人工垂堎による垂堎制床の蚭蚈
PPTX
日本CFA協䌚アドボカシヌりェビナヌ 資産運甚業界における人工知胜
PDF
Chapter 13 Artificial Intelligence (AI) for Financial Markets: A Good AI for ...
PDF
投資戊略の最適化の䞍安定性による金融垂堎の䞍安定性 -人工垂堎を甚いた分析-
PDF
人工垂堎による垂堎制床の蚭蚈
PDF
投資戊略の最適化の䞍安定性による金融垂堎の䞍安定性 -人工垂堎を甚いた分析-
PDF
人工垂堎による垂堎制床の蚭蚈
PDF
L'intelligence artificielle utilisée sur les marchés financiers
PDF
Artificial Intelligence Used in Financial Markets
PDF
投資戊略の最適化の䞍安定性による金融垂堎の䞍安定性 -人工垂堎を甚いた分析-
PDF
金融・経枈分野におけるマルチ゚ヌゞェントシステム  簡単なレビュヌ 
PDF
Zoom䞊にタむマヌを衚瀺させる
PDF
金融業界における人工知胜 2022/1/17
PDF
株匏の高速取匕ず取匕所の高速化
PDF
人工垂堎による垂堎制床の蚭蚈
PDF
What is a Hight-Speed Trade? Why does a Stock Exchange Speed-Up?
PDF
新しい株匏投資戊略は既存の戊略からリタヌンを奪うのか? ―人工垂堎によるシミュレヌション分析―
人工知胜の可胜性ず限界 ヌこの幎間の発展ヌ
人工垂堎による垂堎制床の蚭蚈
人工垂堎シミュレヌションによる 倀幅制限ずサヌキットブレむカヌの効果比范
金融業界における人工知胜、高速取匕、人工垂堎による垂堎制床の蚭蚈
日本CFA協䌚アドボカシヌりェビナヌ 資産運甚業界における人工知胜
Chapter 13 Artificial Intelligence (AI) for Financial Markets: A Good AI for ...
投資戊略の最適化の䞍安定性による金融垂堎の䞍安定性 -人工垂堎を甚いた分析-
人工垂堎による垂堎制床の蚭蚈
投資戊略の最適化の䞍安定性による金融垂堎の䞍安定性 -人工垂堎を甚いた分析-
人工垂堎による垂堎制床の蚭蚈
L'intelligence artificielle utilisée sur les marchés financiers
Artificial Intelligence Used in Financial Markets
投資戊略の最適化の䞍安定性による金融垂堎の䞍安定性 -人工垂堎を甚いた分析-
金融・経枈分野におけるマルチ゚ヌゞェントシステム  簡単なレビュヌ 
Zoom䞊にタむマヌを衚瀺させる
金融業界における人工知胜 2022/1/17
株匏の高速取匕ず取匕所の高速化
人工垂堎による垂堎制床の蚭蚈
What is a Hight-Speed Trade? Why does a Stock Exchange Speed-Up?
新しい株匏投資戊略は既存の戊略からリタヌンを奪うのか? ―人工垂堎によるシミュレヌション分析―
Ad

Recently uploaded (20)

PDF
Modern Advanced Accounting in Canada, 9th Edition by Darrell Herauf, Murray H...
PDF
Very useful ppt for your banking assignments BANKING.pptx.pdf
PPT
Project_finance_introduction in finance.ppt
PPTX
Lesson Environment and Economic Growth.pptx
PDF
01 KEY PROVISIONS on NGPA and PROFESSIONALIZATION.pdf
PDF
Fintech Regulatory Sandbox: Lessons Learned and Future Prospects
PDF
Lundin Gold Corporate Presentation August 2025
PPT
Managerial Accounting Chap 1. Guide to managerial accounting
PPTX
ANALYZE MARKET DEMAND, MARKET SUPPLY AND MARKET.pptx
PPTX
Very useful ppt for your banking assignments Banking.pptx
PPTX
28 - relative valuation lecture economicsnotes
PDF
NewBase 22 August 2025 Energy News issue - 1818 by Khaled Al Awadi_compresse...
PPTX
Group Presentation Development Econ and Envi..pptx
PPTX
Machine Learning (ML) is a branch of Artificial Intelligence (AI)
PPTX
2. RBI.pptx202029291023i38039013i92292992
PPT
Relevant Information & Alternative Choice Decisions
PPTX
RISK MANAGEMENT IN MEDICAL LABORATORIES 2.pptx
PPTX
Rise of Globalization...................
PDF
2018_Simulating Hedge Fund Strategies Generalising Fund Performance Presentat...
PPTX
Risk Based Audit - Key to managhe the bussines & Creating the value
Modern Advanced Accounting in Canada, 9th Edition by Darrell Herauf, Murray H...
Very useful ppt for your banking assignments BANKING.pptx.pdf
Project_finance_introduction in finance.ppt
Lesson Environment and Economic Growth.pptx
01 KEY PROVISIONS on NGPA and PROFESSIONALIZATION.pdf
Fintech Regulatory Sandbox: Lessons Learned and Future Prospects
Lundin Gold Corporate Presentation August 2025
Managerial Accounting Chap 1. Guide to managerial accounting
ANALYZE MARKET DEMAND, MARKET SUPPLY AND MARKET.pptx
Very useful ppt for your banking assignments Banking.pptx
28 - relative valuation lecture economicsnotes
NewBase 22 August 2025 Energy News issue - 1818 by Khaled Al Awadi_compresse...
Group Presentation Development Econ and Envi..pptx
Machine Learning (ML) is a branch of Artificial Intelligence (AI)
2. RBI.pptx202029291023i38039013i92292992
Relevant Information & Alternative Choice Decisions
RISK MANAGEMENT IN MEDICAL LABORATORIES 2.pptx
Rise of Globalization...................
2018_Simulating Hedge Fund Strategies Generalising Fund Performance Presentat...
Risk Based Audit - Key to managhe the bussines & Creating the value

18th Annual Japan International Banking & Securities System Forum 2017

  • 1. Agent (Investor) Order Price Mechanism (Exchange) Determination market price Artificial Market Model (Agent Based Model) 1 SPARX Asset Management Co., Ltd. Takanobu Mizuta http://www.mizutatakanobu.com/ Note that the opinions contained herein are solely those of the authors and do not necessarily reflect those of SPARX Asset Management Co., Ltd. Agents (Artificial Investors)  Price Mechanism (Artificial Exchange) Complete Computer Simulation needing NO Empirical Data Virtual and Artificial financial Market built on Computers
  • 2. to investigate situations that have never occurred in actual financial markets → No empirical data to isolate the direct effect of changing regulations to price formation → So many factors cause price formation in actual markets to investigate situations that have never occurred in actual financial markets → No empirical data to isolate the direct effect of changing regulations to price formation → So many factors cause price formation in actual markets Difficulty of Empirical Study 2 Discussion for regulations and rules in financial markets Artificial Market Model  can isolate the pure contribution of the changes to the price formation  can treat the changes that have never been employed
  • 3. what happened in the past what will happen in the future Empirical Study Strong point of Artificial Market Model 3 Find “possible” changes Columbus’ Egg Columbus’ Egg Contribute to discussion by finding “possible” side effects Contribute to discussion by finding “possible” side effects Artificial Market Model
  • 5. The Japanese Society for Artificial Intelligence, Special Interest Group on Financial Informatics http://sigfin.org/ 5 Many studies on Artificial Market Model are presented Sorry for no English web page
  • 6. Contributions 6 Future Discussion Reduction of Tick Size, Up-Tick Rule, Price Variation Limit, Dark Pool, Frequently Batch Auction, Contribution of HFTs for share competition among Exchanges, Suitable Latency of Exchange System, VaR Shock, Chain Bankruptcy of Banks, Regulations and Rules to prevent Financial Crush Monetary Policy, Monitoring Financial Systems * Mizuta (2016) SSRN Working Paper Series http://ssrn.com/abstract=2710495 * Battiston et al. (2016) SCIENCE 19 Feb 2016, Vol. 351, Issue 6275, pp. 818-819. http://science.sciencemag.org/content/351/6275/818 My Expectation for AI Except Artificial Market Screening Insider Trades and Manipulations of Stock Price; AI have already contributed to arrest Money Laundering and Unauthorized using Credit Cards.