Projectdetails
Omschrijving
Online advertising plays a great role in the income of an online publisher. The company can easily place ad slots in its website and increase its revenue by selling these ad slots to the advertisers. When a user opens a website containing an ad slot, a request to fill the slot is generated and sent to ad networks. Ad networks are entities between advertisers and publishers that run auctions to find an appropriate advertisement for each ad request. Advertisers build and manage advertising campaigns to participate in the auction and find appropriate platform to render their products or brands. There are two other stakeholders in the bidding environment: Supply Side Platforms (SSP) to help publishers in managing their ad slots and Demand Side Platforms (DSP) for assisting advertisers in making and bidding advertisement campaigns. In the publisher side, whenever a user opens a website, a request is sent to the SSP and the response is either an advertisement filling the ad slot, or a message showing that this attempt was unsuccessful. Depending which auction a publisher opts for filling their advertising slot, there are three main problems.
Determining floor price: The first problem that publishers face is how to set the price of their inventories to obtain the maximum revenue.
Participating in the auction: After determining the floor price, publishers should participate in an auction to find proper ads. Many ad networks are available to receive ad requests and run auctions.
Considering the auction as a multi-agent environment: The third problem for a publisher is making decisions based on the other publishers, advertisers, and ad networks.
Determining floor price: The first problem that publishers face is how to set the price of their inventories to obtain the maximum revenue.
Participating in the auction: After determining the floor price, publishers should participate in an auction to find proper ads. Many ad networks are available to receive ad requests and run auctions.
Considering the auction as a multi-agent environment: The third problem for a publisher is making decisions based on the other publishers, advertisers, and ad networks.
Belangrijkste bevindingen
Online Advertising, Real Time Bidding
| Status | Geëindigd |
|---|---|
| Effectieve start/einddatum | 1/10/17 → 28/02/22 |
Vingerafdruk
Verken de onderzoeksgebieden die bij dit project aan de orde zijn gekomen. Deze labels worden gegenereerd op basis van de onderliggende prijzen/beurzen. Samen vormen ze een unieke vingerafdruk.
Onderzoeksoutput
- 4 Conferentiebijdrage
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A decision support method to increase the revenue of ad publishers in waterfall strategy
Refaei Afshar, R., Zhang, Y., Firat, M. & Kaymak, U., 1 mei 2019, CIFEr 2019 - IEEE Conference on Computational Intelligence for Financial Engineering and Economics. Piscataway: Institute of Electrical and Electronics Engineers, 8 blz. 8759106Onderzoeksoutput: Hoofdstuk in Boek/Rapport/Congresprocedure › Conferentiebijdrage › Academic › peer review
Open AccessBestand11 Link wordt geopend op een nieuw tabblad Citaten (Scopus)528 Downloads (Pure) -
A reinforcement learning method to select ad networks in waterfall strategy
Afshar, R. R. A., Zhang, Y., Firat, M. & Kaymak, U., 1 jan. 2019, BNAIC/BENELEARN 2019: Proceedings of the 31st Benelux Conference on Artificial Intelligence (BNAIC 2019) and the 28th Belgian Dutch Conference on Machine Learning (Benelearn 2019). Beuls, K., Bogaerts, B. & Bontempi , G. (reds.). CEUR-WS.org, 2 blz. 112. (CEUR Workshop Proceedings; vol. 2491).Onderzoeksoutput: Hoofdstuk in Boek/Rapport/Congresprocedure › Conferentiebijdrage › Academic › peer review
Open AccessBestand164 Downloads (Pure) -
A reinforcement learning method to select ad networks in Waterfall Strategy
Refaei Afshar, R., Zhang, Y., Firat, M. & Kaymak, U., 2019, ICAART 2019 - Proceedings of the 11th International Conference on Agents and Artificial Intelligence. van den Herik, J., Steels, L. & Rocha, A. (reds.). SciTePress Digital Library, Vol. 2. blz. 256-265 10 blz.Onderzoeksoutput: Hoofdstuk in Boek/Rapport/Congresprocedure › Conferentiebijdrage › Academic › peer review
Open AccessBestand11 Link wordt geopend op een nieuw tabblad Citaten (Scopus)163 Downloads (Pure)