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Conversational recommender systems aim to interactively support online users in their information search and decision-making processes in an intuitive way. With the latest advances in voice-controlled devices, natural language processing,…

信息检索 · 计算机科学 2022-10-31 Dietmar Jannach

One key challenge in talent search is how to translate complex criteria of a hiring position into a search query. This typically requires deep knowledge on which skills are typically needed for the position, what are their alternatives,…

信息检索 · 计算机科学 2016-02-29 Viet Ha-Thuc , Ye Xu , Satya Pradeep Kanduri , Xianren Wu , Vijay Dialani , Yan Yan , Abhishek Gupta , Shakti Sinha

Recommender systems have become increasingly influential in shaping user behavior and decision-making, highlighting their growing impact in various domains. Meanwhile, the widespread adoption of machine learning models in recommender…

信息检索 · 计算机科学 2025-12-04 Yuyuan Li , Xiaohua Feng , Chaochao Chen , Qiang Yang

This paper identifies and tackles the challenges of the requirements engineering discipline when applied to development of AI-based complex systems. Due to their complex behaviour, there is an immanent need for a tailored development…

软件工程 · 计算机科学 2019-09-02 Hrvoje Belani , Marin Vuković , Željka Car

Considering processes of a business in a recommender system is highly advantageous. Although most studies in the business process analysis domain are of descriptive and predictive nature, the feasibility of constructing a process-aware…

信息检索 · 计算机科学 2022-09-22 Mansoureh Yari Eili , Jalal Rezaeenour , Mohammadreza Fani Sani

Online dating sites have become popular platforms for people to look for potential romantic partners. Different from traditional user-item recommendations where the goal is to match items (e.g., books, videos, etc) with a user's interests,…

社会与信息网络 · 计算机科学 2015-01-28 Peng Xia , Benyuan Liu , Yizhou Sun , Cindy Chen

We present the Mim-Solution's approach to the RecSys Challenge 2016, which ranked 2nd. The goal of the competition was to prepare job recommendations for the users of the website Xing.com. Our two phase algorithm consists of candidate…

人工智能 · 计算机科学 2016-12-13 Andrzej Pacuk , Piotr Sankowski , Karol Węgrzycki , Adam Witkowski , Piotr Wygocki

Early-stage candidate validation is a major bottleneck in hiring, because recruiters must reconcile heterogeneous inputs (resumes, screening answers, code assignments, and limited public evidence). This paper presents an AI-driven, modular…

人工智能 · 计算机科学 2025-12-25 Vira Filatova , Andrii Zelenchuk , Dmytro Filatov

The advent of the Web brought about major changes in the way people search for jobs and companies look for suitable candidates. As more employers and recruitment firms turn to the Web for job candidate search, an increasing number of people…

计算机与社会 · 计算机科学 2016-11-17 Vivian Lai , Kyong Jin Shim , Richard J. Oentaryo , Philips K. Prasetyo , Casey Vu , Ee-Peng Lim , David Lo

Algorithmic fairness in the context of personalized recommendation presents significantly different challenges to those commonly encountered in classification tasks. Researchers studying classification have generally considered fairness to…

Besides the typical applications of recommender systems in B2C scenarios such as movie or shopping platforms, there is a rising interest in transforming the human-driven advice provided e.g. in consultancy via the use of recommender…

信息检索 · 计算机科学 2021-12-07 Charuta Pande , Hans Friedrich Witschel , Andreas Martin

Much of software engineering research focuses on tools, algorithms, and optimization of software. Recently, we, as a community, have come to acknowledge that there is a gap in meta-research and addressing the human-factors in software…

软件工程 · 计算机科学 2023-02-07 Ella Kokinda , Makayla Moster , Paige Rodeghero

Deep neural network based recommendation systems have achieved great success as information filtering techniques in recent years. However, since model training from scratch requires sufficient data, deep learning-based recommendation…

信息检索 · 计算机科学 2022-06-10 Chunyang Wang , Yanmin Zhu , Haobing Liu , Tianzi Zang , Jiadi Yu , Feilong Tang

Recommender systems can mitigate the information overload problem by suggesting users' personalized items. In real-world recommendations such as e-commerce, a typical interaction between the system and its users is -- users are recommended…

信息检索 · 计算机科学 2018-08-13 Xiangyu Zhao , Long Xia , Liang Zhang , Zhuoye Ding , Dawei Yin , Jiliang Tang

Recommender systems present a customized list of items based upon user or item characteristics with the objective of reducing a large number of possible choices to a smaller ranked set most likely to appeal to the user. A variety of…

信息检索 · 计算机科学 2024-07-02 William Noffsinger

Nowadays, recommender systems and search engines play an integral role in fashion e-commerce. Still, many challenges lie ahead, and this study tries to tackle some. This article first suggests a content-based fashion recommender system that…

信息检索 · 计算机科学 2022-07-26 Seyed Omid Mohammadi , Hossein Bodaghi , Ahmad Kalhor

Recommender engines have become an integral component in today's e-commerce systems. From recommending books in Amazon to finding friends in social networks such as Facebook, they have become omnipresent. Generally, recommender systems can…

信息检索 · 计算机科学 2017-11-15 Laknath Semage

Recommender systems have significantly developed in recent years in parallel with the witnessed advancements in both internet of things (IoT) and artificial intelligence (AI) technologies. Accordingly, as a consequence of IoT and AI,…

With the remarkable increase in the number of scientific entities such as publications, researchers, and scientific topics, and the associated information overload in science, academic recommender systems have become increasingly important…

信息检索 · 计算机科学 2023-02-14 Michael Färber , Melissa Coutinho , Shuzhou Yuan

Recruiters usually spend less than a minute looking at each r\'esum\'e when deciding whether it's worth continuing the recruitment process with the candidate. Recruiters focus on keywords, and it's almost impossible to guarantee a fair…

计算与语言 · 计算机科学 2016-06-23 Tim Zimmermann , Leo Kotschenreuther , Karsten Schmidt
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