Recommendation, information retrieval, and other information access systems pose unique challenges for investigating and applying the fairness and non-discrimination concepts that have been developed for studying other machine learning systems. While fair information access shares many commonalities with fair classification, there are important differences such as the multistakeholder nature of information access applications, the rank-based problem setting, the centrality of personalization in many cases, and the role of user response. These all complicate the problem of identifying precisely what types and operationalizations of fairness may be relevant.
In this monograph, the authors present a taxonomy of the various dimensions of fair information access and survey the literature to date on this new and rapidly-growing topic. They preface this with brief introductions to information access and algorithmic fairness to facilitate the use of this work by scholars who wish to study their intersection. The authors conclude with several open problems in fair information access and present suggestions for how to approach research in this space.
Recommendation, information retrieval, and other information access systems pose unique challenges for investigating and applying the fairness and non-discrimination concepts that have been developed for studying other machine learning systems. While fair information access shares many commonalities with fair classification, there are important differences such as the multistakeholder nature of information access applications, the rank-based problem setting, the centrality of personalization in many cases, and the role of user response. These all complicate the problem of identifying precisely what types and operationalizations of fairness may be relevant.
In this monograph, the authors present a taxonomy of the various dimensions of fair information access and survey the literature to date on this new and rapidly-growing topic. They preface this with brief introductions to information access and algorithmic fairness to facilitate the use of this work by scholars who wish to study their intersection. The authors conclude with several open problems in fair information access and present suggestions for how to approach research in this space.
The fourth campaign of the Cross-language Evaluation Forum (CLEF) for European languages was held from January to August 2003. Participation in this campaign showed a slight rise in the number of...
The guide that takes the guesswork out of Fair Housing Act Accessibility Guidelines conformanceThe Federal government is stepping up its enforcement of the Fair Housing Act Accessibility Guidelines,...
Today, Digital Systems and Services for Technology Supported Learning and Education are recognized as the key drivers to transform the way that individuals, groups and organizations "learn" and the...
Discover your next great read at BookLoop, Australiand online bookstore offering a vast selection of titles across various genres and interests. Whether you're curious about what's trending or searching for graphic novels that captivate, thrilling crime and mystery fiction, or exhilarating action and adventure stories, our curated collections have something for every reader. Delve into imaginative fantasy worlds or explore the realms of science fiction that challenge the boundaries of reality. Fans of contemporary narratives will find compelling stories in our contemporary fiction section. Embark on epic journeys with our fantasy and science fiction titles,
Shop Trending Books and New Releases
Explore our new releases for the most recent additions in romance books, fantasy books, graphic novels, crime and mystery books, science fiction books as well as biographies, cookbooks, self help books, tarot cards, fortunetelling and much more. With titles covering current trends, booktok and bookstagram recommendations, and emerging authors, BookLoop remains your go-to local australian bookstore for buying books online across all book genres.
Shop Best Books By Collection
Stay updated with the literary world by browsing our trending books, featuring the latest bestsellers and critically acclaimed works. Explore titles from popular brands like Minecraft, Pokemon, Star Wars, Bluey, Lonely Planet, ABIA award winners, Peppa Pig, and our specialised collection of ADHD books. At BookLoop, we are committed to providing a diverse and enriching reading experience for all.
Sign In
your cart
Your cart is empty
Menu
Search
PRE-SALES
If you have any questions before making a purchase chat with our online operators to get more information.
