Stock market model first to reproduce main properties of the real market
July 14, 2010 By Lisa Zyga
(PhysOrg.com) -- Since the early '90s, researchers have been developing simulations of financial markets with the goal to better understand market dynamics. While their models have improved since then to explain more features of the markets, no model has yet been able to fully reproduce the main statistical properties of financial markets in a single framework. In a new study, a team of researchers has developed an artificial stock market that, for the first time, can reproduce these main properties. Overall, the model shows how information exchange among agents can be used to understand the role of information in real markets.
The researchers, who are from various institutions in Italy, explain that their model consists of agents that are represented by nodes in a sparsely connected graph. At the beginning of the simulation, each agent has the same amount of cash and stocks. The agents decide to trade an asset based on a value of their "sentiment" (ranging from -1 to 1, where -1 is a strong sell and 1 a strong buy). Agents’ sentiments influence each other in a unidirectional way; that is, if Agent A influences Agent B, then Agent B does not necessarily influence Agent A. The stock price depends on the interaction between agents’ sentiments and market feedback, and is fixed each day by a clearing house mechanism. In this way, all the properties of the artificial market originate directly from the interactions among agents.
“This interaction graph is the ultimate factor in determining the dynamics of the systems, and it demonstrates the effectiveness of our model in reproducing the main properties of the real market so accurately,” Stefano Pastore of the University of Trieste told PhysOrg.com.
By performing simulations based on this model, the researchers found that the distribution of wealth tends to follow a Zipf power law distribution, where the rank of an agent is inversely proportional to the agent’s wealth. As some agents become richer than others, they start showing behaviors that reinforce their growth. For instance, agents (such as big traders and banks) that are strongly influenced by their own previous sentiment are poorly influenced by the sentiment of their neighboring agents (such as individual investors). In particular, richer agents influence a larger number of agents with a higher strength, they do not account strongly for market behavior, and they aim to conserve their opinion.
In their simulations, the researchers found that the interaction between agents’ sentiments yielded a price process that could reproduce the main properties of real markets. For example, the simulations produced fat tails of returns distributions, which can lead to large moves in the market. Another feature produced by the simulations was volatility clustering, where large changes tend to be followed by large changes. These properties and other large market trends can occur due to the collective behavior of large groups of agents, reflecting a herding phenomenon, which results from the agents' interactions driven by the information network. As Pastore explained, understanding these properties could have several applications.
“[Artificial stock markets are] mostly devoted to develop and validate of stock market models, to provide tools for volatility forecast (risk analysis), to identify optimization procedure for parameter estimations, to set-up a learning suite and Interacting and strategy game (edutainment), to perform what-if analysis (e.g., trading strategies, risk management, law and regulations), etc.,” Pastore said. “These objectives clearly point out the needs of adequate stock market models.”
More information: S. Pastore, L. Ponta, and S. Cincotti. “Heterogeneous information-based artificial stock market.” New Journal of Physics 12 (2010) 053035. DOI:10.1088/1367-2630/12/5/053035
Copyright 2010 PhysOrg.com.
All rights reserved. This material may not be published, broadcast, rewritten or redistributed in whole or part without the express written permission of PhysOrg.com.
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Jul 14, 2010
Rank: 2.5 / 5 (8)
Jul 15, 2010
Rank: 4.9 / 5 (7)
?? The stock market is a ... market. They simply have a model that generates statistics that look like the market, they do not generate pricing predictions. Some people have more influence than others. Warren Buffet comes to mind. How would you design a market where Warren Buffet types have no more influence than, say, an 18 year old buying his first stock? In my long travels in life, I find that the people who are out of power are often as or more evil than those in power and that wealthy powerful people often want a well working general society since their wealth depends on this.
Jul 15, 2010
Rank: 3.8 / 5 (4)
Jul 15, 2010
Rank: 4 / 5 (3)
Jul 15, 2010
Rank: 4 / 5 (5)
Jul 15, 2010
Rank: 5 / 5 (3)
The herd behavior is not going away in the markets or any other aspect of human lives, so might as well learn about it through these types of models. And it's not all bad -- in the short run the market may be dominated by these technical idiots, but in the long run it's dominated by actual economic growth (or actual economic collapse if you're the doomsday type).
Jul 15, 2010
Rank: 1.3 / 5 (3)
Jul 15, 2010
Rank: 1.7 / 5 (6)
"Investment banks know the government will continue to bail them out if they follow its rules. If they are forced to play by the rules of the free market with no regulations, there will be no one to bail them out and therefore the banks will take far fewer risks."
http://www.statep...ulation/
Jul 16, 2010
Rank: 4 / 5 (3)
Jul 16, 2010
Rank: 5 / 5 (4)
Long-term company risks (company collapse in 2-3 years) were and are taken by individuals in exchange for short-term personal rewards (end-of-year bonuses). The individuals taking risks couldn't care less what happened to the company after they cashed in their $20,000,000 checks. Even more likely, many of these individuals simply didn't realize the kinds of risks they were taking. Stupidity and perverse incentives are all over the place and have nothing to do with "free markets" or government bailouts. Read "The Big Short" for details.
Jul 16, 2010
Rank: 2 / 5 (4)
Sounds like a structural problem which was enabled by the the government safety net.
The first real estate collapse was enabled by the government guaranteeing the assets of S&Ls. Banks have FDIC. How would banks and depositors act if there were no government guarantees?
Jul 16, 2010
Rank: 3.7 / 5 (3)
This has nothing to do with the government. It has everything to do with the fact that perverse incentives cannot be eliminated in any kind of society where individuals interact and form complex relationships. There will always be people willing to take advantage of others. They can't be eliminated but they can be monitored and punished if found to be breaking rules.
Jul 16, 2010
Rank: 2 / 5 (4)
Free markets work precisely because free markets recognize self interest.
Fool me once, shame on you. Fool me twice, shame on me.
All sorts of free market sources exist to evaluate companies and products: Amazon ratings, Angies list, Consumer Reports, etc. all exist to advise and inform.
How do such million dollar bonuses originate unless the company earns millions more? Such bonuses are not set up by companies, not the recipient. If such bonuses are economically stupid the company will be out of business soon and it is unlikely such bonuses will be offered by other companies in future unless the shareholders and employees believed it in the best interest of the company.
Jul 16, 2010
Rank: 2 / 5 (4)
Apple will have to make extraordinary efforts to fix their I-phone problem or be quickly punished. Past experience and capability will carry them a while, but if they don't fix their problems, competitors are hot on their heels.
Madoff was able to perpetuate his fraud because the SEC failed to investigate providing him a government stamp of approval.
Jul 16, 2010
Rank: 5 / 5 (3)
So either you have make sure such risk-taking is prevented in the future (which is regulation) or make sure that world's financial system is not so fragile that any one collapse can bring down the whole system (which is also regulation).
Jul 16, 2010
Rank: 2.7 / 5 (3)
Jul 16, 2010
Rank: 1.7 / 5 (3)
They were brought about by government regulations in the market, not government 'mandate'.
A small MA was punished by the FDIC because it did not make enough bad loans to meet their government CRA requirements.
The government controls the money. How many government officials used to work for those financial giants? They didn't quit their day jobs because of the pay. They work in government to control regulations to benefit their 'former' companies.
There is NO free market in the world financial system. ALL is regulated by governments.
Jul 16, 2010
Rank: 1 / 5 (3)
Do you give your money away without asking questions and demanding some assurance you will receive the product you are trading your money for?
Any investor could have demanded to see his books, demanded to verify all sorts of information before trusting their money with him. The customer has all the authority as it is his money. If Madoff refused, customer keeps his money. A Madoff competitor questioned Madof's performance, but was ignored by the SEC. His competitor should have shouted from the rooftops in advertising.
Nothing prevents the creation of free market agency like Consumer Reports or UL to audit financial managers.
Jul 16, 2010
Rank: 5 / 5 (3)
Jul 16, 2010
Rank: 1.3 / 5 (3)
It is called CYA. The government wanted banks to lend more money for houses. Read this: https://www.wacho...1872RCRD
They bundled mortgages of uncertain origin with and implied guarantee from Freddie and Fannie, government agencies.
CDS were insurance polices to cover those who bought that government promoted crap.
Jul 16, 2010
Rank: 1 / 5 (2)
""The securitization of these affordable mortgages allows us to redeploy capital back into our communities and to expand our ability to provide credit to low and moderate income individuals,""
"The $384.6 million in senior certificates are guaranteed by Freddie Mac and have an implied "AAA" rating."
https://www.wacho...1872RCRD
The high points.
Jul 16, 2010
Rank: 1 / 5 (2)
"For many of those mortgage-backed securities, credit default swaps were taken out to protect against default. "These structures were such a great deal, everyone and their dog decided to jump in, which led to massive growth in the CDS market,""
http://www.newswe...eet.html
Note too that CDS were created to get risky loans off the books to satisfy government regulators.
Jul 16, 2010
Rank: 5 / 5 (2)
Non-govenrment affiliated Goldman and other non-government affiliated banks went to non-government affiliated rating agencies and convinced them to slap AAA on crappy mortgage tranches. These were then sold off, including to Fannie+Freddie and Lehman. And AIG then chose to sell CDS to cover these to dig itself into an even deeper hole.
Nowhere in their was the government forcing anybody to take any of those actions (except, as I agreed, they did indirectly encourage Fannie+Freddie, but that was only one part of the problem).
Jul 16, 2010
Rank: 1 / 5 (4)
"In 1982 seven people died in Chicago from consuming Tylenol tainted with cyanide by some criminal who is yet to be caught. Overnight, Johnson & Johnson ( JNJ - news - people ) found no market for its global 30 million bottles of Tylenol. Talk about a toxic asset! "
J&J recalled all 30 million bottles, threw them away, and replaced them with safety-sealed bottles.
How govt does it:
"Dodd-Frank's approach is different. This law is akin to J&J restocking the shelves with the same unsealed bottles, hiring thousands of people to randomly inspect drug store aisles in the hope of catching the miscreant, and contracting with funeral companies to quickly pick up the dead. Indeed, a major part of Dodd-Frank focuses on arranging speedier funerals for failing financial institutions rather than preventing such funerals in the first place."
http://www.forbes...et_3.htm
Jul 16, 2010
Rank: 1 / 5 (3)
How would you expect banks to make loans to people who can't afford them to meet the government mandated CRA?
"Joseph A. Petrucelli is one of the most cautious bankers in America.
In fact, Petrucelli is so cautious that the Federal Deposit Insurance Corp. recently criticized his bank for not lending enough. "
"the FDIC slapped East Bridgewater Savings with a rare “needs to improve” rating after evaluating the bank under the Community Reinvestment Act…"
"Bad or delinquent loans?
Zero.
Foreclosures?
None.
Money set aside in 2008 for anticipated loan losses?
Nothing. "
http://sweetness-...ad-loans
Jul 16, 2010
Rank: 4.5 / 5 (2)
People gave him money because he had a good reputation. In the Free Market everything runs on reputation, or so you've said in the past. I'm not going to go down this path with you again. I just wanted to show you an egregious error in your argument.
Ralph_w,
You won't get an educated debate on this topic from your opponent. I'd cut your losses w
Jul 16, 2010
Rank: 5 / 5 (3)
Furthermore, as recently noted in NYT, a big chunk of foreclosures and defaults is actually high-income individuals walking away from an underwater mortgage.
Jul 16, 2010
Rank: 1 / 5 (3)
http://www.huffin...863.html
Fools and their money are soon parted.
Where did they get their money to lend?
Jul 16, 2010
Rank: 5 / 5 (3)
And again, these companies or their lines of credit were not in any way regulated by the CRA or any other government act. In fact, regulation that would've required loan originators to retain a big chunk of their loans on the books would've neutralized this perverse incentive of getting paid to make loans and not caring about their being repaid.
Jul 16, 2010
Rank: 1 / 5 (3)
What makes the free market better is its motive to make profit. What if the FDIC was the Free Market Depositors Insurance Company? Banks would still pay insurance to protect their depositors money, but it would not be mandated under law. Of course banks who bought the insurance would use it to attract customers. The FMDIC, has an incentive to price their insurance properly and would have a real incentive to sell their insurance to sound banks they had evaluated. Any regulator in the FMDIC that failed to do his job would be fired.
How many FDIC regulators have been fired for letting so many banks fail? If the FMDIC screws up, they are out of business. If the FDIC screws up, they get more money from taxpayers.
The banking system with FDIC has little incentive to be responsible as they are not punished for screwing up. They are rewarded with more power and more funding.
Jul 17, 2010
Rank: 5 / 5 (3)
2) Why are you bringing up FDIC? It had nothing to do with the this crisis other than preventing a massive bank run in Fall 2008 (and thank goodness for that). FDIC was established in response to the "free market" failing regulate itself and bringing on the Great Depression, and the Panic of 1907 before that, and the Long Depression before that, and so on.
3) FDIC "bails out" consumers, not companies. All the stockholders in busted banks still lose all their $$.
4) You said government involvement in the form of CRA and Fannie+Freddie was responsible. I explained to you how the crisis started and it was via unregulated companies being corrupt and/or stupid (though eventually Fannie+Freddie joined the party, which was yes, a failure of gov't oversight, but hardly responsible for the entire mess).
Jul 17, 2010
Rank: 5 / 5 (3)
And as I said in previous post, FDIC has had absolutely nothing to do with causing this last crisis. And FDIC has had an exemplary history of preventing financial collapses without costing taxpayers anything (all paid via bank fees), most recently in Fall of 2008. Please point out a "free market" financial institution with a similar history of 75+ years.
Jul 17, 2010
Rank: 1 / 5 (3)
As I pointed out FDIC monitors banks for CRA compliance among other regulations.
What motivates the FDIC? How are they judged successful?
"Flat-rate insurance premiums not only force relatively safe banks to subsidize those more likely to fail, but they provide no disincentives to excessive risk taking" "federal insurers will always be subject to political pressures. " "Indeed, FDIC risk-related premiums conceivably could be used to promote social goals. The number of loans to women-owned businesses, for example, or mortgages to specified sections of a city could be given special treatment in calculations designed to assign risk. "
"private insurers should have an incentive to monitor and exercise control over the institutions they insured, "http://www.cato.o...054.html
Jul 17, 2010
Rank: 1 / 5 (3)
If banks did pay those fees, the banks could pay more in interest or more to shareholders. It does cost taxpayers.
From the FDIC head:
"We've had too many years of unfettered risk-taking, and too many years of government subsidized risk. It's time we changed the rules of the game. It's time we closed the book on the doctrine of too big to fail. Only by instituting a credible resolution process and removing the existing incentives for size and complexity can we limit systemic risk, and the long-term competitive advantages and public subsidy it confers on the largest institutions."
http://www.garyno...6025.cfm
Jul 17, 2010
Rank: 1 / 5 (3)
We're referring to the federal deposit insurance fund, which has been shrinking faster than reservoirs in the California drought. The Federal Deposit Insurance Corp. reported late last week that the fund that insures some $4.5 trillion in U.S. bank deposits fell to $10.4 billion at the end of June, as the list of failing banks continues to grow. The fund was $45.2 billion a year ago, when regulators told us all was well and there was no need to take precautions to shore up the fund. "
"Rather than further soak capital from already weak banks, the FDIC ought to draw down at least $25 billion from its Treasury line of credit. Ms. Bair is going to have to ask for the cash sooner or latter, http://online.wsj...640.html
Jul 17, 2010
Rank: 1 / 5 (3)
Jul 17, 2010
Rank: 5 / 5 (3)
And yes, no kidding, FDIC had wants to eliminate too-big-to-fail. That's called regulation and that makes a hell of a lot of sense. Sadly, the current legislation failed to break up too-big-to-fail thanks to the likes of Cato and Forbes.
If you have something to say on topic on this crisis (or the stock model that is the subject of the article), then I'm all ears. If you continue to chant your anti-FDIC/CRA slogans, then I'm done with you.
Jul 17, 2010
Rank: 1 / 5 (4)
FDIC evalutated bank's performance to CRA.
"Kathleen C. Engel and Patricia A. McCoy noted that banks could receive CRA credit by lending or brokering loans in lower-income areas that would be considered a risk for ordinary lending practices. CRA regulated banks may also inadvertently facilitate these lending practices by financing lenders."
http://en.wikiped...ment_Act
"the FDIC was exploring how to get bankers to offer "pay-day" type loans for favorable consideration in their CRA ratings, blissfully unaware that the banking system was about to collapse. "
http://www.campai...?view=12
Jul 17, 2010
Rank: 1 / 5 (4)
http://www.americ...6-1.html
"The CRA was amended and neighborhood groups strengthened during every administration. The rapid expansion of mortgages did not begin until the 90s. Once the banks in response to CRA pressures reduced their standards for collateral, etc., and Fannie Mae and Freddie Mac came to be seen as likely guarantors of mortgages, even those with poor collateral, the impression gained currency that the U.S. government stood behind those mortgages. "
http://www.idealt...38.shtml
Jul 17, 2010
Rank: 5 / 5 (3)
"Some legal and financial experts note that CRA regulated loans tend to be safe and profitable, and that subprime excesses came mainly from institutions not regulated by the CRA. In the February 2008 House hearing, law professor Michael S. Barr, a Treasury Department official under President Clinton,[67][113] stated that a Federal Reserve survey showed that affected institutions considered CRA loans profitable and not overly risky. He noted that approximately 50% of the subprime loans were made by independent mortgage companies that were not regulated by the CRA, and another 25% to 30% came from only partially CRA regulated bank subsidiaries and affiliates. Barr noted that institutions fully regulated by CRA made "perhaps one in four" sub-prime loans, and that "the worst and most widespread abuses occurred in the institutions with the least federal oversight"
Jul 17, 2010
Rank: 1 / 5 (4)
http://www.americ...6-1.html
"The CRA was amended and neighborhood groups strengthened during every administration. The rapid expansion of mortgages did not begin until the 90s. Once the banks in response to CRA pressures reduced their standards for collateral, etc., and Fannie Mae and Freddie Mac came to be seen as likely guarantors of mortgages, even those with poor collateral, the impression gained currency that the U.S. government stood behind those mortgages. "
http://www.idealt...38.shtml
Jul 17, 2010
Rank: 4.3 / 5 (3)
A statement that could comprise a workable definition of enlightened self interest
Jul 17, 2010
Rank: 3 / 5 (2)
Any smart person can see that there is no universal punishment meeted out for hurting others for self gain. In fact nature rewards the ruthless. So we will always be ruled by ruthless tyrants, and only ruthless tyrants will be inspired to rule.
Enjoy your freedoms, your democracy, and your free markets and all that other nonsense that isn't real, just like communism and magic.
Jul 18, 2010
Rank: not rated yet
Now we can do away with messy humans and keep the market on automatic.
- Wall Street Master Computer.
Jul 18, 2010
Rank: not rated yet
Jul 18, 2010
Rank: not rated yet
Been done: love your neighbor as yourself. A very simple algorithm.
Jul 18, 2010
Rank: not rated yet
Jul 18, 2010
Rank: 1 / 5 (1)
How is that socialism? I love my liberty and property rights and I do the same for my neighbor.
I do not love having my rights and property stolen by my neighbor so I do not advocate and support socialism.
Jul 18, 2010
Rank: 5 / 5 (3)
Capitalism.
Catholicism.
All are forms of religion.
One prays to the People, the other prays to Money and the last one prays to imaginary friends.
Choose the lies you want to believe.
I believe none of the above.
Jul 18, 2010
Rank: 1 / 5 (1)
What lies do you believe?
Jul 18, 2010
Rank: 5 / 5 (1)
Quess what?
I don't believe in lies.
Duh.
Jul 19, 2010
Rank: 5 / 5 (1)
So true
Jul 19, 2010
Rank: not rated yet
it proberly says a lot more than that but i feel leaders are unlikly to tell - sending love
Jul 19, 2010
Rank: 1 / 5 (1)
Tell me what you believe and I will decide if they are lies.
Jul 19, 2010
Rank: 5 / 5 (1)
I have no beliefs.
Juste carefully weighted assumptions.
Which, understandably, are too numerous to list here...
Jul 19, 2010
Rank: 1 / 5 (1)
You have your heuristics, I have mine.