Trend Handling Protocols for Distilling Time Series Data

• Trend Handling Protocols for Distilling Time Series Data.

  USPTO Track 1 Patent Application / patent pending

  Dr. Asoka Korale

New Technology

Dear Friends,

I look for your support to introduce me to investors and venture capital for a patent I applied from the USA, “Trend handling protocols for distilling time series data”, a Track One patent application, patent pending. I am happy to work with them to contribute to their projects, products and requirements.

The AEON Law firm in Seattle, Washington, led by Adam Philipp is my strategic advisor and Jonathan Olson is my patent attorney.

It secures IP rights to a new model of time series, method of time series analysis and statistical learning and a new technology in telecommunications and the stock market.

Time series trends provide information about risk and uncertainty in stock prices to allocate capital and diversify risk. Telecommunications traffic modeling to manage congestion levels is another application.

Thank you.

Dr. Asoka Korale

Colombo,

Sri Lanka

Introduction

“Trend handling protocols for distilling time series data” ,

USPTO Track 1, Patent application

• Users interact with market data to select and compare time series trends.

• Model of trend, assign score depending on risk, return, and uncertainty.

• Computer program and data base. Analyze historical prices. Learn patterns in prices. Predict risk and return.

• Statistical learning method. Signal risk in trends.

Moving average trend and trend line

• Trend line (3/07/2025 - 5/12/2025) from MA(50).

• Simple moving average 50 days MA(50) and 100 days MA(100).

• Time period 1/2/2025 - 6/17/2025

Stock and moving average trend comparison

• 6/17/2025: AAPL 195.64, MA(50) 201.35, MA(100) 215.00

• Simple moving average 50 days and 100 days.

• Time period 1/2/2020 - 6/17/2025.

Moving average trend (Stock Charts.com)

• Compare series with 50 and 100 day simple moving average.

• Time period 1/2/2020 - 6/17/2025.

Apple (AAPL) Moving Averages

• Moving average. Momentum. Signal.
  

• Why Investors Should Reconsider Buying the Dip on Apple Stock (AAPL), Bernard Zambonin, Jun 24, 2025, 07:00 AM, https://lnkd.in/gRZhduQy

AAPL Analyst ratings

• Historical Trends. Forecast price target.
  
  Why Investors Should Reconsider Buying the Dip on Apple Stock (AAPL) Bernard Zambonin, Jun 24, 2025, 07:00 AM, https://lnkd.in/gRZhduQy

Performance comparison

• Compare time series. Stock trends.
  
  Why Investors Should Reconsider Buying the Dip on Apple Stock (AAPL)
  Bernard Zambonin, Jun 24, 2025, 07:00 AM, https://lnkd.in/gRZhduQy

Analyst forecast and risk measure

• Why Investors Should Reconsider Buying the Dip on Apple Stock (AAPL)
  Bernard Zambonin, Jun 24, 2025, 07:00 AM, https://lnkd.in/gRZhduQy
  

• Analysis. Graphics.
  Performance Comparison. Risk Distribution. Gross Margin by Type.
  Apple (AAPL) Moving Averages. AAPL Stock 12 Month Forecast. Detailed List of Analyst Forecasts.

Trend line: Risk trends, Return trends

• Trend line. Time periods.
  Trend 1: 2/25/2025 - 6/17/2025
  Trend 2: 2/25/2025 - 4/08/2025
  Trend 3: 4/08/2025 - 6/17/2025
  

• Trend line: Risk, Return: (slopes, time intervals, time periods, peaks, troughs, levels, runs, ...)

Intra-day volatility (Stock Charts.com)

• Intra-day volatility.

  Time period. 01/01/2025; 06/17/2025.

Trend line fitting score

• Trend line fitting (time period, score)
  2/25/2025; 4/08/2025; 6/17/2025

• Risk / Return Optimization

Market news and stock trends

• Market news and stock trends.
  Trend 1: 1/02/2020 - 06/17/2025, 72.53 - 195.64
  Trend 2: 1/02/2025 - 06/17/2025, 243.26 - 195.64

• Long and short term.
  Average variation

Analyst risks

• Should You Buy the Dip in Apple Stock in April 2025?
  Ruchi Gupta - Barchart - Sat Apr 5, 6:00AM CDT

  https://lnkd.in/gtBinzvV

Analyst risks - 2

Should You Buy the Dip in Apple Stock in April 2025?
Ruchi Gupta - Barchart - Sat Apr 5, 6:00AM CDT

https://lnkd.in/gtBinzvV

Trend lines, risk and return, time periods

• Long and short term.
  
  Trend line: Time periods:
  Trend 1: 05/13/2016 - 01/07/2019
  Trend 2: 01/07/2019 - 03/23/2020
  Trend 3: 03/23/2020 - 01/05/2023
  Trend 4: 01/05/2023 - 04/19/2024
  Trend 5: 04/19/2024 - 06/13/2025
  

• Trend lines, time periods, measure risk and return.

Long and short term trends (Stock Charts.com)

Trend line risk and return

• Profile uncertainty in the time series

Compare trends in the time series (Stock Charts.com)