ETFOptimize | High-performance ETF-based Investment Strategies

Quantitative strategies, Wall Street-caliber research, and insightful market analysis since 1998.


ETFOptimize | HOME
Close Window

Silicon Worms takes off: mAInthink.ai develops DeepAnT Performance, the world's fastest multivariate anomaly detection system

By: PR Leap
(PRLeap.com) Worms is becoming a hotspot for predictive high-end algorithm development: The deep-tech company mAInthink.ai presents DeepAnT Performance, currently the most powerful method for anomaly detection in multivariate time series - faster and more precise than any previous solution on the market.

Under the scientific direction of Dr. Igor Kadoshchuk, one of the leading minds in the field of machine learning, the mAInthink team in Worms has developed a system that sets standards: DeepAnT Performance is based on advanced deep learning architecture and combines the highest detection accuracy with maximum processing speed.

Designed for highly complex data environments
DeepAnT unfolds its full potential especially in data-intensive sectors such as finance for example:
  • Early detection of financial fraud by detecting non-linear anomalies that traditional methods do not detect

  • Significant reduction of false positives while maintaining maximum precision

  • Proactive risk management instead of reactive measures

  • Scalability and real-time capability for big data architectures in banking and financial services


  • Convincing numbers: DeepAnT dominates all benchmarks
    In extensive comparative tests, DeepAnT Performance was tested against the most well-known methods on the market - including ARIMA, LSTM, Isolation Forest and rPCA.

    Test setup:
  • 95% clean data (including seasonal, trend, and mixed time series patterns)

  • 5% anomalies, simulated as point, sequence, and correlation-based patterns

  • Comparison criteria: Precision, Recall, F1 Score


  • Results (see graphic):
  • DeepAnT Performance 0.95 achieved peak values above 0.95 for all three key metrics (Precision, Recall, F1 Score)

  • Significantly superior to LSTM (Ø approx. 0.85), rPCA (Ø approx. 0.91) and ARIMA / i-Forest (Ø < 0.80)

  • Fastest processing time in the test field - ideal for real-time analysis


  • "With DeepAnT Performance, we demonstrate that cutting-edge AI doesn't have to come exclusively from Silicon Valley. Our solution was developed in Worms, the city of the Nibelungs, by an interdisciplinary team with global ambitions.

    We believe that precision, speed, and scalability, as well as the ability to predict specific processes to be monitored, are the new currency in the fight against anomalies, fraud, and system instabilities. DeepAnT Performance is our answer to this challenge-technologically superior, economically relevant, and ready for immediate deployment." Sascha Rissel, CEO & Founder of mAInthink GmbH

    DeepAnT Performance - Technology from Worms for the world

    With the development of this high-performance technology, mAInthink.ai from Worms is positioning itself as a global pacesetter in the field of intelligent anomaly detection - a key technology for fraud detection (internet fraud), IT security, predictive analytics, financial management, and next-generation intensive patient monitoring (healthcare).

    GET IN TOUCH
    Sascha Rissel
    mAInthink GmbH
    ---
    https://www.mainthink.ai/

    You can see the original version and more on PRLeap here: http://www.prleap.com/pr/306302/silicon-worms-takes-off-mainthinkai-develops-deepant-performance-the-worlds-fastest-multivariate-anomaly-detection-system

    Stock Quote API & Stock News API supplied by www.cloudquote.io
    Quotes delayed at least 20 minutes.
    By accessing this page, you agree to the following
    Privacy Policy and Terms Of Service.


     

    IntelligentValue Home
    Close Window

    DISCLAIMER

    All content herein is issued solely for informational purposes and is not to be construed as an offer to sell or the solicitation of an offer to buy, nor should it be interpreted as a recommendation to buy, hold or sell (short or otherwise) any security.  All opinions, analyses, and information included herein are based on sources believed to be reliable, but no representation or warranty of any kind, expressed or implied, is made including but not limited to any representation or warranty concerning accuracy, completeness, correctness, timeliness or appropriateness. We undertake no obligation to update such opinions, analysis or information. You should independently verify all information contained on this website. Some information is based on analysis of past performance or hypothetical performance results, which have inherent limitations. We make no representation that any particular equity or strategy will or is likely to achieve profits or losses similar to those shown. Shareholders, employees, writers, contractors, and affiliates associated with ETFOptimize.com may have ownership positions in the securities that are mentioned. If you are not sure if ETFs, algorithmic investing, or a particular investment is right for you, you are urged to consult with a Registered Investment Advisor (RIA). Neither this website nor anyone associated with producing its content are Registered Investment Advisors, and no attempt is made herein to substitute for personalized, professional investment advice. Neither ETFOptimize.com, Global Alpha Investments, Inc., nor its employees, service providers, associates, or affiliates are responsible for any investment losses you may incur as a result of using the information provided herein. Remember that past investment returns may not be indicative of future returns.

    Copyright © 1998-2017 ETFOptimize.com, a publication of Optimized Investments, Inc. All rights reserved.