Artificial Intelligence

Usage of Ensemble Time Series Models based on Dynamic Proportional Weighting on High Variance and Shallow Datasets.

In real-world use cases, forecasting faces significant challenges due to limited and volatile data. This whitepaper introduces a dynamic ensemble model that integrates SARIMA and LSTM, specifically designed to enhance predictive accuracy and reliability. Discover how this innovative approach empowers financial entities dealing with rural economies, enabling them to navigate complexities and make informed decisions with greater confidence.

Download Whitepaper

    Summary

    Deep learning-based time series models, renowned for their ability to capture intricate temporal patterns, often outperform traditional counterparts. However, their effectiveness is heavily reliant on extensive training data.

    To overcome these challenges, we developed an ensemble Time Series model based on dynamic proportional weighting on high variance and shallow datasets. This whitepaper introduces a refined technique for optimizing predictive accuracy by dynamically weighing the contributions of the individual models in proportion to their righteousness. The proposed method systematically capitalizes on the strengths of each model, ensuring that the final predictive output is both robust and finely tuned to the complexities of volatile data environments

    Recommended Whitepapers

    Business Impacts of Covid-19 on Production & Manufacturing

    Read More

    Coal Blend Optimization

    Read More

    Connected Factory as a Service helps better control of OPEX

    Read More

    Manufacturing Analytics

    Read More

    Solution Approach to Resolve Capacitated Vehicle Routing Problem Using Deep Reinforcement Learning

    Read More

    SKU Rationalization

    Read More
    Copyright © 2024 Affine All Rights Reserved

    Manas Agrawal

    CEO & Co-Founder

    Facebook Twitter Youtube

    Add Your Heading Text Here

    Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industry's standard dummy text ever since the 1500s, when an unknown printer took a galley of type and scrambled it to make a type specimen book. It has survived not only five centuries, but also the leap into electronic typesetting, remaining essentially unchanged.