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LinkedIn is the largest professional network with more than 350 million members. As the member base increases, searching for experts becomes more and more challenging. In this paper, we propose an approach to address the problem of…

Information Retrieval · Computer Science 2016-02-16 Viet Ha-Thuc , Ganesh Venkataraman , Mario Rodriguez , Shakti Sinha , Senthil Sundaram , Lin Guo

Among the factors of production, human capital or skilled manpower is the one that keeps evolving and adapts to changing conditions and resources. This adaptability makes human capital the most crucial factor in ensuring a sustainable…

Computers and Society · Computer Science 2025-03-25 Aakash Singh , Anurag Kanaujia , Vivek Kumar Singh

Research organisations and their research outputs have been growing considerably in the past decades. This large body of knowledge attracts various stakeholders, e.g., for knowledge sharing, technology transfer, or potential collaborations.…

Digital Libraries · Computer Science 2024-04-05 Gautam Kishore Shahi , Oliver Hummel

Customer Relationship Management becomes a leading business strategy in highly competitive business environment. It aims to enhance the performance of the businesses by improving the customer satisfaction and loyalty. The objective of this…

Neural and Evolutionary Computing · Computer Science 2011-12-12 P. Isakki alias Devi , S. P. Rajagopalan

The ever-increasing number of applications to job positions presents a challenge for employers to find suitable candidates manually. We present an end-to-end solution for ranking candidates based on their suitability to a job description.…

Information Retrieval · Computer Science 2019-10-16 Vedant Bhatia , Prateek Rawat , Ajit Kumar , Rajiv Ratn Shah

Matching is a task at the heart of any data integration process, aimed at identifying correspondences among data elements. Matching problems were traditionally solved in a semi-automatic manner, with correspondences being generated by…

Databases · Computer Science 2020-12-03 Roee Shraga , Ofra Amir , Avigdor Gal

With the increasing amount of information on the Internet, recommender systems are becoming increasingly crucial in supporting people to find and explore relevant content. This is also true in the online recruitment space, with websites…

Information Retrieval · Computer Science 2022-11-15 Yuzhou Peng

In a recruitment industry, selecting a best CV from a particular job post within a pile of thousand CV's is quite challenging. Finding a perfect candidate for an organization who can be fit to work within organizational culture is a…

Computers and Society · Computer Science 2020-09-22 Rudresh Mishra , Ricardo Rodriguez , Valentin Portillo

Matching submissions with suitable reviewers at scale is a growing challenge for major venues, yet existing approaches either rely on coarse proxy signals that conflate general relatedness with true suitability, or require expensive human…

Computation and Language · Computer Science 2026-05-28 Zixuan Yang , Yibo Zhao , Weicong Liu , Xiang Li

Expert finding addresses the task of retrieving and ranking talented people on the subject of user query. It is a practical issue in the Community Question Answering networks. Recruiters looking for knowledgeable people for their job…

Information Retrieval · Computer Science 2020-04-07 Mahdi Dehghan , Hossein A. Rahmani , Ahmad Ali Abin , Viet-Vu Vu

The quality of human capital is crucial for software companies to maintain competitive advantages in knowledge economy era. Software companies recognize superior talent as a business advantage. They increasingly recognize the critical…

Software Engineering · Computer Science 2014-02-12 Sangita Gupta , Suma V

One of the basic tasks which is responded for head of each university department, is employing lecturers based on some default factors such as experience, evidences, qualifies and etc. In this respect, to help the heads, some automatic…

Artificial Intelligence · Computer Science 2013-08-05 Shervan Fekri-Ershad , Hadi Tajalizadeh , Shahram Jafari

We investigate the hiring problem where a sequence of applicants is sequentially interviewed, and a decision on whether to hire an applicant is immediately made based on the applicant's score. For the maximal and average improvement…

Computer Science and Game Theory · Computer Science 2025-06-03 P. L. Krapivsky

Job titles form a cornerstone of today's human resources (HR) processes. Within online recruitment, they allow candidates to understand the contents of a vacancy at a glance, while internal HR departments use them to organize and structure…

Computation and Language · Computer Science 2021-09-21 Jens-Joris Decorte , Jeroen Van Hautte , Thomas Demeester , Chris Develder

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,…

Information Retrieval · Computer Science 2016-02-29 Viet Ha-Thuc , Ye Xu , Satya Pradeep Kanduri , Xianren Wu , Vijay Dialani , Yan Yan , Abhishek Gupta , Shakti Sinha

In this paper, we present an algorithm for automatically building expertise evidence for finding experts within an organization by combining structured corporate information with different content. We also describe our test data collection…

Information Retrieval · Computer Science 2007-05-23 Alistair McLean , Mingfang Wu , Anne-Marie Vercoustre

The recruitment process is a slow and inefficient one at best, and a potentially ineffective one at worst. Matching candidates to jobs is one thing, but matching candidates with jobs alongside appropriate expectations and taking into…

Computers and Society · Computer Science 2016-08-24 Martin A. Coleman

The rapidly evolving labor market, driven by technological advancements and economic shifts, presents significant challenges for traditional job matching and consultation services. In response, we introduce an advanced support tool for…

Machine Learning · Computer Science 2025-03-05 Julian Rosenberger , Lukas Wolfrum , Sven Weinzierl , Mathias Kraus , Patrick Zschech

LinkedIn Talent Solutions business contributes to around 65% of LinkedIn's annual revenue, and provides tools for job providers to reach out to potential candidates and for job seekers to find suitable career opportunities. LinkedIn's job…

Artificial Intelligence · Computer Science 2018-09-19 Sahin Cem Geyik , Qi Guo , Bo Hu , Cagri Ozcaglar , Ketan Thakkar , Xianren Wu , Krishnaram Kenthapadi

The goal of information retrieval is to recommend a list of document candidates that are most relevant to a given query. Listwise learning trains neural retrieval models by comparing various candidates simultaneously on a large scale,…

Information Retrieval · Computer Science 2021-07-30 Zhizhong Chen , Carsten Eickhoff