Market Trend Analysis Using Deep Learning

A novel approach to market trend prediction through the analysis of video advertisements using artificial intelligence (AI). The proposed software leverages advanced computer vision and natural language processing (NLP) techniques to extract and interpret key elements from video ads, such as visual motifs, textual content, and sentiment. By analyzing patterns in ad content, targeting strategies, and consumer engagement, the AI system can identify emerging market trends and predict future consumer preferences. The software integrates machine learning algorithms to analyze historical ad data and realtime inputs, offering actionable insights into shifting market dynamics and advertising effectiveness. This approach provides businesses with a data-driven tool for anticipating market shifts, optimizing advertising strategies, and enhancing competitive positioning.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-04-04
DOI
https://doi.org/10.5281/zenodo.15143654
Primary Topic
Consumer Market Behavior and Pricing
Type
article
Field-Weighted Citation Impact
0.00
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article

Market Trend Analysis Using Deep Learning

Zenodo (CERN European Organization for Nuclear Research)
Consumer Market Behavior and Pricing
article

Market Trend Analysis Using Deep Learning

article en

Abstract

A novel approach to market trend prediction through the analysis of video advertisements using artificial intelligence (AI). The proposed software leverages advanced computer vision and natural language processing (NLP) techniques to extract and interpret key elements from video ads, such as visual motifs, textual content, and sentiment. By analyzing patterns in ad content, targeting strategies, and consumer engagement, the AI system can identify emerging market trends and predict future consumer preferences. The software integrates machine learning algorithms to analyze historical ad data and realtime inputs, offering actionable insights into shifting market dynamics and advertising effectiveness. This approach provides businesses with a data-driven tool for anticipating market shifts, optimizing advertising strategies, and enhancing competitive positioning.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 41%
Consumer Market Behavior and Pricing
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