Search Results for author: David Graus

Found 8 papers, 1 papers with code

Career Path Recommendations for Long-term Income Maximization: A Reinforcement Learning Approach

no code implementations11 Sep 2023 Spyros Avlonitis, Dor Lavi, Masoud Mansoury, David Graus

This study explores the potential of reinforcement learning algorithms to enhance career planning processes.


Enhancing PLM Performance on Labour Market Tasks via Instruction-based Finetuning and Prompt-tuning with Rules

no code implementations31 Aug 2023 Jarno Vrolijk, David Graus

The increased digitization of the labour market has given researchers, educators, and companies the means to analyze and better understand the labour market.

Data Augmentation

conSultantBERT: Fine-tuned Siamese Sentence-BERT for Matching Jobs and Job Seekers

no code implementations14 Sep 2021 Dor Lavi, Volodymyr Medentsiy, David Graus

In this paper we focus on constructing useful embeddings of textual information in vacancies and resumes, which we aim to incorporate as features into job to job seeker matching models alongside other features.

Job Posting-Enriched Knowledge Graph for Skills-based Matching

no code implementations6 Sep 2021 Maurits de Groot, Jelle Schutte, David Graus

In this paper we propose a custom-built Skills & Occupation Knowledge Graph (KG) that fits the above described dynamic nature of the labor market, by leveraging existing skills and occupation taxonomies enriched with external job posting data.

Link Prediction

Entities of Interest

no code implementations22 Feb 2021 David Graus

In the era of big data, we continuously - and at times unknowingly - leave behind digital traces, by browsing, sharing, posting, liking, searching, watching, and listening to online content.

Information Retrieval Retrieval

Beyond Optimizing for Clicks: Incorporating Editorial Values in News Recommendation

no code implementations21 Apr 2020 Feng Lu, Anca Dumitrache, David Graus

In our first study we explore how our news recommender steers reading behavior in the context of editorial values such as serendipity, dynamism, diversity, and coverage.

News Recommendation Recommendation Systems +1

Improving automated segmentation of radio shows with audio embeddings

no code implementations12 Feb 2020 Oberon Berlage, Klaus-Michael Lux, David Graus

Audio features have been proven useful for increasing the performance of automated topic segmentation systems.

Classification General Classification +1

The Birth of Collective Memories: Analyzing Emerging Entities in Text Streams

1 code implementation15 Jan 2017 David Graus, Daan Odijk, Maarten de Rijke

We do so by tracking entities that emerge in public discourse, that is, in online text streams such as social media and news streams, before they are incorporated into Wikipedia, which, we argue, can be viewed as an online place for collective memory.

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