auction theory | BestHub

Alimama Tech

Dec 25, 2024 · Artificial Intelligence

Contextual Generative Auction with Permutation-level Externalities for Online Advertising

The paper introduces Contextual Generative Auction (CGA), a generative framework that directly optimizes ad placements while modeling permutation‑level externalities, decouples allocation from payment learning, and achieves near‑optimal Myerson‑style outcomes, delivering up to 3.2% higher RPM, 1.4% more CTR, 6.4% GMV growth, and 3.5% increased advertiser ROI in large‑scale Taobao experiments.

Externalitiesauction theorygenerative models

0 likes · 18 min read

Contextual Generative Auction with Permutation-level Externalities for Online Advertising

Alimama Tech

Oct 18, 2023 · Artificial Intelligence

Incentive-Compatible Auction Mechanisms for Automated Bidding with Budget and ROI Constraints

The paper presents incentive‑compatible, individually rational auction mechanisms for automated ad bidding where advertisers report private budget and ROI constraints, characterizes feasible allocation and payment rules via monotone budget functions, introduces a personalized ranking‑score auction using a “key ROI,” and demonstrates through experiments that the design achieves near‑optimal welfare and revenue while ensuring truthful reporting.

ROIauction theoryautomated bidding

0 likes · 17 min read

Incentive-Compatible Auction Mechanisms for Automated Bidding with Budget and ROI Constraints

Alimama Tech

Apr 12, 2023 · Artificial Intelligence

Truthful Auction Mechanisms for Mixed Utility and Value Maximizers in Online Advertising

The paper introduces two truthful auction mechanisms—MPU for public‑type and MPR for private‑type bidders—that combine VCG payments for utility‑maximizers with GSP payments for value‑maximizers, achieving incentive compatibility, individual rationality, robustness, and a social‑welfare approximation of up to 2 (optimal within a 1.25 factor) in mixed online advertising markets.

GSPVCGauction theory

0 likes · 20 min read

Truthful Auction Mechanisms for Mixed Utility and Value Maximizers in Online Advertising

Alimama Tech

Mar 29, 2023 · Artificial Intelligence

Advertising Auction Mechanisms: Concepts, Design, and Theory

The article surveys advertising auction mechanisms, explaining game‑theoretic foundations, Myerson’s lemma, welfare‑maximizing designs such as VCG and GSP, revenue‑focused extensions with reserve prices (mGSP, aGSP, rGSP, sGSP), and outlines future research on auto‑bidding, machine‑learning optimization, and generative‑AI impacts.

advertisingauction theorygame theory

0 likes · 38 min read

Advertising Auction Mechanisms: Concepts, Design, and Theory

HelloTech

Jun 14, 2022 · R&D Management

Auction Mechanisms: Theory, Types, and Applications

The article surveys the evolution and theory of auction mechanisms—from classic English and Dutch formats to sealed‑bid first‑ and second‑price auctions—explains revenue‑equivalence, describes Vickrey‑Clarke‑Groves and Generalized Second‑Price designs, discusses practical uses such as GFP and future AI‑driven hybrids.

GSP auctionVCG mechanismVickrey auction

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Auction Mechanisms: Theory, Types, and Applications

DataFunTalk

Apr 6, 2022 · Artificial Intelligence

AIDA Advertising Intelligent Decision and Allocation Framework: Evolution of Smart Auction Mechanisms

This article introduces the AIDA framework for Alibaba's display advertising, detailing the business background, multi‑objective optimization challenges, the design of Deep GSP and Neural Auction mechanisms powered by deep learning and reinforcement learning, and outlines future technical and platform directions while also announcing recruitment opportunities.

AIBig Dataadvertising

0 likes · 16 min read

AIDA Advertising Intelligent Decision and Allocation Framework: Evolution of Smart Auction Mechanisms

DataFunTalk

Sep 16, 2020 · Fundamentals

Why Advertising Needs Computation: Fundamentals of Digital Ad Auctions and eCPM

The article explains the shift from traditional to digital advertising, detailing how personalized ad selection, eCPM calculation, auction mechanisms like second‑price and VCG, and programmatic approaches transform ad markets and why computational methods are essential for modern ad platforms.

ad techauction theorycomputational advertising

0 likes · 11 min read

Why Advertising Needs Computation: Fundamentals of Digital Ad Auctions and eCPM

DataFunTalk

May 19, 2020 · Fundamentals

Optimal Auction Mechanisms, Reserve Prices, Dynamic Pricing, and Budget Pacing in Online Advertising

This article explains the economic foundations of optimal auction mechanisms in online advertising, covering virtual valuations, market reserve price, dynamic reserve price, price‑compression factors, and practical budget‑pacing techniques used by platforms such as LinkedIn and Yahoo to balance spend and performance.

advertisingauction theorybudget pacing

0 likes · 24 min read

Optimal Auction Mechanisms, Reserve Prices, Dynamic Pricing, and Budget Pacing in Online Advertising

DataFunTalk

Mar 29, 2020 · Fundamentals

Dynamic Advertising, Target Conversion Bidding, DMP, Auction Mechanisms, and Optimal Mechanism Design

This article explains the concepts of dynamic advertising, programmatic creative and dynamic product ads, target conversion bidding (OCPM/OCPX), the role and functions of Data Management Platforms (DMP), the fundamentals of ad auction mechanisms, and the design of optimal auction mechanisms for maximizing platform revenue.

DMPauction theorydynamic ads

0 likes · 24 min read

Dynamic Advertising, Target Conversion Bidding, DMP, Auction Mechanisms, and Optimal Mechanism Design