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Profil bibliographique

Claudia Perlich

Informations fournies par OpenAlex. Research Africa ne déduit ni nationalité, ni poste, ni coordonnées personnelles.

69Publications signalées
2598Citations signalées
1Affiliations récentes

Les institutions déclarées

Les domaines associés

Data Mining Algorithms and ApplicationsConsumer Market Behavior and PricingBayesian Modeling and Causal InferenceImbalanced Data Classification TechniquesNetwork Security and Intrusion Detection

Les publications récentes

Accès ouvert 2026 article OpenAlex

Beware of “Explanations” of AI

David Martens, Galit Shmueli, Theodoros Evgeniou, Kevin Bauer et autres

Abstract Understanding the decisions made and actions taken by increasingly complex AI systems remains a key challenge. This has led to an expanding field of research in explainable artificial intelligence (XAI), highlighting the potential of explanations to enhance trust, support adoption, and …

be, tw, fr, de, nl, dk, us (code pays fourni par la source)

1 citation Business & Information Systems Engineering
2018 conference-paper OpenAlex

Audience Size Forecasting

Yeming Shi, Claudia Perlich, Rod Hook, Wickus Martin et autres

A growing proportion of digital advertising slots is purchased through real time bidding auctions, which enables advertisers to impose highly specific criteria on which devices and opportunities to target. Employing sophisticated targeting criteria reliably increases the performance of an ad campaign, however …

2 citations
2016 conference-abstract OpenAlex

Automated Machine Learning in the Wild

Claudia Perlich

Machine Learning research is progressing at an ever increasing pace. Fueled by technology advances commonly referred to as "Big Data", all data related fields are teaming with scientific and applied activity: our communities explore new application areas, develop new learning algorithms, and …

0 citations
Accès ouvert 2015 article OpenAlex

Evaluating and Optimizing Online Advertising: Forget the Click, but There Are Good Proxies

B D'Alessandro, Rod Hook, Claudia Perlich, Foster Provost

Online systems promise to improve advertisement targeting via the massive and detailed data available. However, there often is too few data on exactly the outcome of interest, such as purchases, for accurate campaign evaluation and optimization (due to low conversion rates, cold …

us (code pays fourni par la source)

22 citations Big Data
2014 conference-paper OpenAlex

Pleasing the advertising oracle

Melinda Han Williams, Claudia Perlich, B D'Alessandro, Foster Provost

Most video advertising campaigns today are still evaluated based on aggregate demographic audience metrics, rather than measures of individual impact or even individual demographic reach. To fit in with advertisers' evaluations, campaigns must be optimized toward validation by third-party measurement companies, which …

us (code pays fourni par la source)

3 citations
Accès ouvert 2014 article OpenAlex

A Data Scientist's Guide to Start-Ups

Foster Provost, Geoffrey I. Webb, Ron Bekkerman, Oren Etzioni et autres

In August 2013, we held a panel discussion at the KDD 2013 conference in Chicago on the subject of data science, data scientists, and start-ups. KDD is the premier conference on data science research and practice. The panel discussed the pros and …

us, au, il, ae, jo, gb (code pays fourni par la source)

1 citation Big Data

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