Questions tagged [model-validation]

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6 answers
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Model Validation Criteria

Let's say I have a brand new fancy model on some asset class (calibration porcedure included over a set of vanilla options) in which I truly believe I made a step forward comparing to existing ...
TheBridge's user avatar
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13 votes
3 answers
1k views

Validating a Credit Scoring Model without Data

Fellow Quants, Suppose you have a credit scoring model that is developed without the aid of statistics, because (unfortunately) there is no historical default/loss data in your portfolio. The ...
dmanuge's user avatar
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10 votes
2 answers
2k views

Risk Model Validation

I have such a general question regarding risk model validation. Which tools are most often used for validation and how does the process work? Could you recommend any books that focus on this topic?
Mr.Price's user avatar
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6 votes
1 answer
595 views

why does Cross Validation *not* solve Backtest overfitting?

In this famous paper, Bailey and De Prado discard Cross Validation as tool to check for Backtest overfitting, on the ground that it is just an holdout method: ... If we apply the holdout method ...
elemolotiv's user avatar
2 votes
3 answers
522 views

Backtesting of Risk models

I am wondering if there is any difference between 2 terms call model backtesting and model validation from the perspective of <...
Bogaso's user avatar
  • 802
1 vote
1 answer
367 views

Model Validation Aggregation Documentation (Binomial, Hosmer-Lemeshow, Tolerance) - Credit Risk et cetera

I came across some document that says for a PD (Probability of Default) model in order to assess its accuracy you need to first look at the Binomial Test, then the Hosmer-Lemeshow Chi-square test, ...
adrCoder's user avatar
  • 265
0 votes
1 answer
562 views

How to Validate and Test a Discount curve (i.e. SOFR, LIBOR, ESTR)

Let's say an Interest Rate/Discount Curve (SOFR, ESTR, LIBOR or any other) is bootstrapped using the standard inputs and market quotes for Cash, Futures, Bonds/Swaps. What are the metrics to be looked ...
ARS's user avatar
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0 votes
2 answers
494 views

Book suggestions for model validation (Gini, Somers D, Kolmogorov Smirnov, Kendal's Tau, Binomial/Adjusted binomial test etc)

Any suggestions for books that cover topics such as the ones mentioned above? The purpose is for banking, risk management, model validation of models such as credit risk and other types of risk.
adrCoder's user avatar
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0 votes
1 answer
117 views

Validation set on Walk Forward Analysis

When backtesting a trading strategy using Walk Forward Analysis/Optimization, I see people split each window into training and testing sets. Suppose you want to select the best combination of MAs for ...
Carles Ferreres Vivero's user avatar
0 votes
0 answers
26 views

Validate spread of simulated rates under the LMM

Looking for a way to validate the spread of simulated forward rates from the LMM model. Test Log-Normality for LIBOR forward rates under the Libor Market Model this post suggests using the simulated ...
D. Welch's user avatar
0 votes
0 answers
579 views

Examples for the option model validation

When implementing a code for the new model, even if it provides sensible price, it is still a good idea to compare it against some benchmarks, even in the special case of constant volatility Black-...
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