All Questions
18,012
questions
7
votes
1answer
500 views
What is the optimal strategy when there is an equal chance for gain or loss but the size of the potential gain is larger?
I'm investigating a situation where the chance for gain or loss is the same, but the amount gained is greater than the amount that is lost. For example, the gain would be about 30% of the trade ...
12
votes
1answer
957 views
One dimensional analog of cleansing a correlation matrix via random matrix theory
The general idea of cleansing a correlation matrix via random matrix theory is to compare its eigenvalues to that of a random one to see which parts of it are beyond normal randomness. These are then ...
2
votes
0answers
204 views
Can a higher P/E ratio be beneficial under certain circumstances? [closed]
I am new to investing. I understand that the P/E ratio along with other data can be used to determine whether a stock may or may not be undervalued.
Are there situations where a HIGH P/E is actually ...
12
votes
2answers
1k views
Can you fully hedge an option in the presence of counterparty risk?
The derivation of the Black-Scholes model assumes no counterparty risk. Does the presence of counterparty risk invalidate the argument behind the model?
EDIT: The question is about options in general,...
25
votes
1answer
3k views
How do different methods and techniques used in pairs trading compare?
I was going through the paper of Avellaneda (2008) on stat arb and I found it interesting that he uses asset returns vs. their respective ETFs to compute the s-score.
I am wondering if anyone has ...
11
votes
3answers
3k views
Is equity market making a game of speed?
I have always felt that equity market making was a speed game for HFTs. But recently I talked to someone on the buy side, who made a claim to the contrary. He argued that with the right market making ...
14
votes
5answers
2k views
How can higher co-moments be applied to portfolio optimization in an asset allocation context?
Traditional portfolio optimization involves mean variance optimization, where only the mean and covariance matrix of returns are estimated. What asset allocation and portfolio optimization techniques ...
8
votes
3answers
970 views
How to account for jumps in intraday data when calculating beta?
I am calculating betas on intraday trade data at 15-minute intervals. For simplicity sake, let's assume I am modeling
\begin{equation}
Y = \beta * X + c
\end{equation}
where $Y$ is the return of XLF ...
19
votes
3answers
4k views
Why do expected return models and risk models use different factors?
This is a question responding to weekly topic challenge. I happen to see an interesting question from SYMMYS by Michael Kapler.
I always approached expected return and risk modeling as separate
...
32
votes
3answers
5k views
How do you mix quantitative asset allocation with qualitative views?
Usually in asset allocation you have a quantitative approach (which can be from example mean-variance), but you (or you and your firm) also have a more qualitative approach given market-conditions, ...
5
votes
1answer
182 views
Are there quantitative models which can guide one's choice of target risk?
Note: This question was written for the weekly topic challenge.
Many asset allocation funds presume the investor knows his target risk level, typically on some spectrum from conservative (mostly G7 ...
8
votes
3answers
1k views
How do you remove expected returns from asset allocation strategies?
The classic mean-variance optimization problem tries to minimize variance of a portfolio for a given expected return:
$$ \underset{w}{\arg \min} \quad w^T \Sigma w \quad \text{s.t} \quad \mu^Tw \geq \...
4
votes
3answers
3k views
What are some of the major quantitative approaches to tactical asset allocation?
Note: This question was written for the weekly topic challenge.
Many of you who deal with asset allocation will probably already be familiar with Mebane Faber's Timing Model, based on one of SSRN's ...
2
votes
1answer
346 views
accumulation/distribution and options to create excessive position to hit the tape with later
I am curious about possibilities and theory here. Basically a "problem" with trying to get large positions is that it would move the market in the direction that you are loading up on, therefore ...
3
votes
1answer
494 views
Econometric vs ANN models for forecast?
I hope this is an appropriate question for this forum... for me it is an obvious query since it intrigues me for a long time.
Ok, assume there are 2 distinct classes of models: econometric (AR, MA, ...
4
votes
2answers
376 views
Which indices to use for an equity vs. fixed-income portfolio simulation?
I want to backtest several basic optimization methods (e.g. MVO, "most-diversified portfolio"), and I want to do this on a basket of different asset indexes. To start with, I want to simulate a 60/40 ...
12
votes
2answers
5k views
Why a self-financing replicating portfolio should always exist?
According to my understanding the derivation of the Black-Scholes PDE is based on the assumption that the price of the option should change in time in such a way that it should be possible to ...
8
votes
2answers
1k views
What quantitative strategies were successful through the 2008 crisis?
Obviously, strategies like "short everything" did well during this period, but getting the future right is one thing and having a robust strategy is another.
In particular, many quantitative ...
8
votes
1answer
2k views
How to 'calibrate' simple pricing models for equity index options and equity options?
I am interested in doing some research on plain vanilla equity options and equity index options. I have historical data for these options. I also happen to have market maker 'fair price' (bid and ask) ...
10
votes
3answers
7k views
How does an option's time value depend on moneyness?
How does an option's time value (also known as extrinsic or instrumental value) depend on how far it is in the money or out of the money? In other words, how does the time value change as the ...
9
votes
3answers
370 views
How to improve the consistency of explained variance statistics in a linear equity model?
I have an intraday equity returns linear model that, overall, shows good values in terms of $R^2$, p-value and other explained variance statistics. Around 70% of the stocks show consistent R-squared (...
15
votes
1answer
7k views
Why is the first principal component a proxy for the market portfolio, and what other proxies exist?
Let's say that I have a universe of stocks from a certain sector. I want to compute the market portfolio of this sector. Beta is the covariance between each stock and the market. But how do you ...
-4
votes
5answers
16k views
True or False? An option's price will always be greater than or equal to its intrinsic value
Since if the option's price is lower than its intrinsic value (eg. strike price - current stock price for puts), then an arbitrage opportunity arises from buying the option at bargain and then ...
3
votes
0answers
141 views
What is the relation between return volatility and return rank volatility, and how can I control the latter?
I have no experience in finance, but I've been playing around with a virtual portfolio.
I'm trying to control the "rank volatility" distribution - that is, the volatility of a stock's daily rank in ...
2
votes
1answer
512 views
What are some “Must Know” investment/portfolio management theories out there?
What are the most important portfolio management theories you must know in order to competently manage an investment portfolio?
In order to keep the topic focused, I would like to narrow down the set ...
7
votes
2answers
1k views
Which interest rate should I use for the discount rate in real-world pricing?
Suppose I want to compute the time value of money (present value, future value, etc). I need to put an interest rate into the calculation.
Which real world interest rate would best be used here, ...
11
votes
2answers
3k views
How to apply risk-parity portfolio construction to a dollar-neutral portfolio?
Long-only risk-parity portfolios have proliferated in recent years. An optimized long-only risk-parity portfolio requires that the asset weight * marginal contribution to risk of the asset is ...
9
votes
3answers
732 views
How to test for and how to simulate price rise/fall asymmetry in the stock market
One of the stylized facts of financial time series seems to be a fundamental asymmetry between smooth upward movements over longer periods of time followed by abrupt declines over relatively shorter ...
3
votes
5answers
1k views
how expected moves are priced into options
I understand that expected price changes of underlying assets are usually priced into options, but I don't understand how.
For instance, before upcoming earning reports the option values are inflated ...
11
votes
1answer
10k views
What is a self-financing and replicating portfolio?
I try to understand the derivation of the Black-Scholes equation based on the "constructing a replicating portfolio".
From mathematical point of view it looks simple. We assume that:
Stock prices is ...
4
votes
1answer
3k views
How to hedge a bull call spread
I am trying to make a theoretical hedge to a bull call spread. (buy out the money call, sell further out the money call)
What I have now is almost effective but there is one possible 80% loss (...
3
votes
3answers
3k views
What are the limits of bond portfolio immunization against interest rate changes?
I'm currently reading through an article on bond portfolio immunization against changes in the interest rate.
I learned that the immunization can be done against instant changes in interest rate etc.,...
8
votes
1answer
2k views
Simulating conditional expectations
There is a multidimensional process X defined via its SDE (we can assume that its a diffusion type process), and lets define another process by $g_t = E[G(X_T)|X_t]$ for $t\leq T$.
I would like to ...
10
votes
1answer
248 views
Simulating property price index
I am trying to write a Monte Carlo simulation to calculate risk associated with some property based products. What is the most reasonable stochastic process to model property price index? Do people ...
4
votes
1answer
527 views
Linear regression and assets direction prediction
I have the following asset returns Y and the predictions for the same periods Y':
Y = { 10, 200, -1000, -1, -7 }
Y' = { 1, 2, -3, -4, -5 }
The OLR R-squared for ...
12
votes
3answers
431 views
How to account for market movement when some exchanges are closed?
Daily data, such as open and close prices, is often available for much longer periods than high-frequency data. However, whenever backtesting any strategy that examines instruments traded in different ...
11
votes
1answer
2k views
How do you estimate the volatility of a sample when points are irregularly spaced?
I was looking again at this question which basically haunts every quant I believe, and I was thinking about the effect of these gaps when computing volatility of the series.
Let's define the problem ...
10
votes
1answer
3k views
Time series price prediction and linear regression: using high/low rather than last quotes price
Discrete time series regression models, like ARIMA, are usually built around the assumption that we only have 1 available price for each period t, which I will call the Close.
In reality asset time ...
7
votes
2answers
113 views
Function that best describes intensity of human/(group of humans) emotions?
Let me give you couple of examples.
You're at a dinner and you order something. You could say:
"It's OK"
"It's good"
"It's great"
"It's fantastic"
"I've never ate something this good"
"Goodlike"
...
4
votes
0answers
803 views
Help With Quant Modelling Software [closed]
Im a software developer (freelance) working in investment banking, and I'm looking to improve my CV by gaining a better understanding of the financial quant role and the software used by quants to ...
12
votes
1answer
1k views
Models for measuring insurance risk exposure
I've recently begun working as a quant for a large bank, and one of my first tasks will be to improve the model determining the risk exposure of their insurance portfolio. The portfolio is fairly ...
32
votes
7answers
43k views
How to calculate historical intraday volatility?
Sorry for what must be a beginner question, but when I went to write code I realized I didn't understand exactly how historical volatility, or statistical volatility, is defined. Wikipedia tells me "...
10
votes
1answer
20k views
What does it mean to be long gamma?
When you are "long gamma", your position will become "longer" as the
price of the underlying asset increases and "shorter" as the
underlying price decreases.
source: http://www....
10
votes
2answers
1k views
Liquidity estimators: VWAP and IS
I am looking for some info on how to estimate liquidity (intraday). I have read some researches and created intraday measurements of liquidity on time yet not on price. What I mean by this is that I ...
31
votes
1answer
2k views
Law of an integrated CIR Process as sum of Independent Random Variables
It is known (see for example Joshi-Chan "Fast and Accureate Long Stepping Simulation of the Heston SV Model" available at SSRN) that for a CIR process defined as :
$$dY_t= \kappa(\theta -Y_t)...
3
votes
3answers
614 views
How to create a Stochastic Process through pre specified points?
I want to create a random (quasi random) process which goes through pre determined points and constraints. E.g. I have a daily price series but want to generate intra-day prices with the same OHLC ...
14
votes
5answers
5k views
How to interpolate gaps in a time series using closely related time series?
I am trying to construct a daily time series of prices and returns for some large universe of securities. However, all I have available are a monthly time series of the prices/returns (as well as ...
8
votes
1answer
2k views
Can momentum strategies be quantitative in nature?
I have read some papers on quantitative trading strategies and it seems like strategies that focus on mean reversion or statistical arbitrage give signals that are dependent on some quantitative model....
12
votes
1answer
707 views
What tools and libraries may be used to model limit/stop systematic trading?
A lot of the tools/libraries out there seem to focus on close to close time series analysis. This is all fine but I typically do not trade close to close, I will use limit or stop orders that may or ...
6
votes
1answer
445 views
What are some quantitative method behind etf vs cash arbitrage?
Has there been any studies done on the correlation between etf vs cash (i.e. GLD vs GD) for example and how they should theoretically move together, and what fundamental reasons could cause them to ...