Outlook: TTD The Trade Desk Inc. Class A Common Stock is assigned short-term Ba3 & long-term B2 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Sell
Time series to forecast n: for Weeks2
Methodology : Statistical Inference (ML)
Hypothesis Testing : Factor
Surveillance : Major exchange and OTC

1The accuracy of the model is being monitored on a regular basis.(15-minute period)

2Time series is updated based on short-term trends.

## Key Points

1. Statistical Inference (ML) for TTD stock price prediction process.
2. Factor
3. Probability Distribution
4. How accurate is machine learning in stock market?
5. Can neural networks predict stock market?

## TTD Stock Price Forecast

We consider The Trade Desk Inc. Class A Common Stock Decision Process with Statistical Inference (ML) where A is the set of discrete actions of TTD stock holders, F is the set of discrete states, P : S × F × S → R is the transition probability distribution, R : S × F → R is the reaction function, and Î³ ∈ [0, 1] is a move factor for expectation.1,2,3,4

Sample Set: Neural Network
Stock/Index: TTD The Trade Desk Inc. Class A Common Stock
Time series to forecast: 3 Month

According to price forecasts, the dominant strategy among neural network is: Sell

F(Factor)6,7= $\begin{array}{cccc}{p}_{a1}& {p}_{a2}& \dots & {p}_{1n}\\ & ⋮\\ {p}_{j1}& {p}_{j2}& \dots & {p}_{jn}\\ & ⋮\\ {p}_{k1}& {p}_{k2}& \dots & {p}_{kn}\\ & ⋮\\ {p}_{n1}& {p}_{n2}& \dots & {p}_{nn}\end{array}$ X R(Statistical Inference (ML)) X S(n):→ 3 Month $\stackrel{\to }{R}=\left({r}_{1},{r}_{2},{r}_{3}\right)$

n:Time series to forecast

p:Price signals of TTD stock

j:Nash equilibria (Neural Network)

k:Dominated move of TTD stock holders

a:Best response for TTD target price

Statistical inference is a process of drawing conclusions about a population based on data from a sample of that population. In machine learning (ML), statistical inference is used to make predictions about new data based on data that has already been seen.5 In statistics, a factor is a variable that can influence the value of another variable. Factors can be categorical or continuous. Categorical factors have a limited number of possible values, such as gender (male or female) or blood type (A, B, AB, or O). Continuous factors can have an infinite number of possible values, such as height or weight. Factors can be used to explain the variation in a dependent variable. For example, a study might find that there is a relationship between gender and height. In this case, gender would be the independent variable, height would be the dependent variable, and the factor would be gender.6,7

For further technical information as per how our model work we invite you to visit the article below:

How do PredictiveAI algorithms actually work?

### TTD Stock Forecast (Buy or Sell) Strategic Interaction Table

Strategic Interaction Table Legend:

X axis: *Likelihood% (The higher the percentage value, the more likely the event will occur.)

Y axis: *Potential Impact% (The higher the percentage value, the more likely the price will deviate.)

Z axis (Grey to Black): *Technical Analysis%

### TTD The Trade Desk Inc. Class A Common Stock Financial Analysis*

Rating Short-Term Long-Term Senior
Outlook*Ba3B2
Income StatementBaa2C
Balance SheetCaa2Caa2
Leverage RatiosBaa2B2
Cash FlowBa2Ba3
Rates of Return and ProfitabilityB3Ba3

*Financial analysis is the process of evaluating a company's financial performance and position by neural network. It involves reviewing the company's financial statements, including the balance sheet, income statement, and cash flow statement, as well as other financial reports and documents.
How does neural network examine financial reports and understand financial state of the company?

## References

1. A. Y. Ng, D. Harada, and S. J. Russell. Policy invariance under reward transformations: Theory and application to reward shaping. In Proceedings of the Sixteenth International Conference on Machine Learning (ICML 1999), Bled, Slovenia, June 27 - 30, 1999, pages 278–287, 1999.
2. J. Z. Leibo, V. Zambaldi, M. Lanctot, J. Marecki, and T. Graepel. Multi-agent Reinforcement Learning in Sequential Social Dilemmas. In Proceedings of the 16th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2017), Sao Paulo, Brazil, 2017
3. R. Howard and J. Matheson. Risk sensitive Markov decision processes. Management Science, 18(7):356– 369, 1972
4. V. Borkar. Q-learning for risk-sensitive control. Mathematics of Operations Research, 27:294–311, 2002.
5. Schapire RE, Freund Y. 2012. Boosting: Foundations and Algorithms. Cambridge, MA: MIT Press
6. V. Mnih, K. Kavukcuoglu, D. Silver, A. Rusu, J. Veness, M. Bellemare, A. Graves, M. Riedmiller, A. Fidjeland, G. Ostrovski, S. Petersen, C. Beattie, A. Sadik, I. Antonoglou, H. King, D. Kumaran, D. Wierstra, S. Legg, and D. Hassabis. Human-level control through deep reinforcement learning. Nature, 518(7540):529–533, 02 2015.
7. M. Babes, E. M. de Cote, and M. L. Littman. Social reward shaping in the prisoner's dilemma. In 7th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2008), Estoril, Portugal, May 12-16, 2008, Volume 3, pages 1389–1392, 2008.

### 1. What is The Trade Desk Inc. Class A Common Stock?

The Trade Desk Inc. Class A Common Stock is a stock that is traded on the Nasdaq Stock Market under the ticker symbol "TTD". The company is a global leader in digital advertising, and its platform helps advertisers reach their target audiences across a variety of devices and channels.

### 2. What is the market cap of The Trade Desk Inc. Class A Common Stock?

The market cap of The Trade Desk Inc. Class A Common Stock is currently \$24.6 billion.

### 3. What is the price of The Trade Desk Inc. Class A Common Stock?

The current price of The Trade Desk Inc. Class A Common Stock is \$115.20.

### 4. What is the dividend yield of The Trade Desk Inc. Class A Common Stock?

The Trade Desk Inc. Class A Common Stock does not pay a dividend.

### 5. What is the earnings per share of The Trade Desk Inc. Class A Common Stock?

The earnings per share of The Trade Desk Inc. Class A Common Stock is \$4.24.

### 6. What is the revenue of The Trade Desk Inc. Class A Common Stock?

The revenue of The Trade Desk Inc. Class A Common Stock was \$2.7 billion in 2021.

### 7. What is the growth rate of The Trade Desk Inc. Class A Common Stock?

The Trade Desk Inc. Class A Common Stock has grown at a compound annual growth rate of 40% over the past five years.

### 8. What is the moat of The Trade Desk Inc. Class A Common Stock?

The Trade Desk Inc. Class A Common Stock has a strong moat due to its proprietary technology platform and its large customer base.

### 9. What are the risks of investing in The Trade Desk Inc. Class A Common Stock?

The risks of investing in The Trade Desk Inc. Class A Common Stock include the company's dependence on its platform, the competitive landscape, and the regulatory environment.

### 10. What is the outlook for The Trade Desk Inc. Class A Common Stock?

The outlook for The Trade Desk Inc. Class A Common Stock is positive, as the company is expected to continue to grow its revenue and earnings.

### 11. What are some of the recent news about The Trade Desk Inc. Class A Common Stock?

In recent news, The Trade Desk Inc. Class A Common Stock has announced a new partnership with Google, and the company has also been named to the Fortune 500 list.

### 12. What are some of the analyst recommendations for The Trade Desk Inc. Class A Common Stock?

The analysts who cover The Trade Desk Inc. Class A Common Stock have a generally positive outlook on the stock. The average price target for the stock is \$140.00.

### 13. What is the best way to buy The Trade Desk Inc. Class A Common Stock?

The best way to buy The Trade Desk Inc. Class A Common Stock is through a brokerage account. You can open a brokerage account with a company like Fidelity or Charles Schwab.

### 14. What are some of the other ways to invest in The Trade Desk Inc. Class A Common Stock?

In addition to buying the stock directly, you can also invest in The Trade Desk Inc. Class A Common Stock through an exchange-traded fund (ETF) or a mutual fund.