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Federated Learning for Privacy-Preserving Ad Targeting

The Ad Tech Blog

In the evolving landscape of digital advertising, federated learning offers a promising solution for privacy-preserving ad targeting. Understanding Federated Learning Key Points Federated learning enables machine learning model updates without sharing raw data.

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Integration of Federated Learning for Privacy-Preserving Ad Targeting

The Ad Tech Blog

Understanding Federated Learning in Ad Tech Key Points Federated learning allows multiple devices to contribute to machine learning models without sharing the data itself, enhancing privacy. Federated learning thus represents a shift towards more sustainable and privacy-conscious advertising strategies.

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User Consent and Privacy in Mobile Ads

The Ad Tech Blog

Regulatory frameworks like the General Data Protection Regulation (GDPR) in the European Union and the California Consumer Privacy Act (CCPA) in the United States mandate that businesses obtain explicit consent from users before collecting their data.

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Digital Marketing Trends for 2025

AdvertiseMint

The Rise of AI and Machine Learning AI in advertising and marketing will become essential tools in the digital marketing toolbox by 2025. AI-driven analytics can optimize ad targeting, ensuring that the right message reaches the right audience at the right time.

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Homomorphic Encryption in Federated Learning

The Ad Tech Blog

Federated learning trains models across multiple decentralized devices. Combining these technologies enhances privacy in machine learning. Companies collect vast amounts of user data to deliver personalized ads. However, this data collection raises privacy issues, especially with regulations like GDPR and CCPA.

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CPM vs eCPM

Monetize More

The rise of new ad formats like native ads and programmatic audio could impact the way CPM and eCPM are calculated and compared. As privacy regulations like GDPR and CCPA evolve, ad targeting and relevancy may become more challenging, potentially impacting eCPM calculations.

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Why we care about adtech: The complete guide

Martech

At its core, programmatic ad buying is software-driven technology that seeks to automate all or parts of the ad buying process that were previously done manually. This has two benefits: Ad buying efficiency : Programmatic advertising improves the speed and scale of the ad buying process. Contextual ad targeting.