Key papers in Information Systems
Pofolia’s corpus holds 72 papers from the Information Systems subfield (2012–2024). The list below starts with the most cited.
Most cited
Ranked by citation count. Because citations accumulate over time, this list naturally leans towards work published a few years ago; for where the field is now, see “recently added”.
The Elements of Statistical Learning: Data Mining, Inference, and Prediction
2013 · FWCI 5510.44 · 19,412 citations
This book provides a comprehensive overview of statistical learning methods, covering both supervised and unsupervised learning paradigms.
A primer on partial least squares structural equation modeling (PLS-SEM)
International Journal of Research & Method in Education · 2015 · Q1 · 19,026 citations
This primer introduces Partial Least Squares Structural Equation Modeling (PLS-SEM) as a statistical technique for multivariate data analysis, particularly relevant for its recent increased use in education.
The FAIR Guiding Principles for scientific data management and stewardship
Scientific Data · 2016 · Q1 · SJR 1.00 · 17,987 citations · Open access
The FAIR Data Principles have been jointly developed by diverse stakeholders to improve the infrastructure for scholarly data reuse, emphasizing machine-readability for automatic data discovery and use.
Neural Collaborative Filtering
2017 · 6,667 citations
This paper introduces Neural Collaborative Filtering (NCF), a novel framework that leverages deep neural networks to address the core problem of collaborative filtering in recommender systems using implicit feedback.
Ethereum: A Secure Decentralised Generalised Transaction Ledger
2013 · FWCI 40.62 · 5,313 citations
Ethereum generalizes the blockchain paradigm by introducing a plurality of decentralized compute resources, each with distinct state and operating code, capable of interacting via a message-passing framework.
STRATEGI PEMBELAJARAN : BERORIENTASI STANDAR PROSES PENDIDIKAN
2014 · FWCI 717.15 · 5,286 citations
This book presents various learning strategies aligned with the prevailing Educational Process Standard, covering student-centered activities, expository methods, and inquiry-based learning.
Handbook of Competence and Motivation
2013 · FWCI 1225.64 · 4,688 citations
This handbook compiles research on competence and motivation across various domains, presenting a comprehensive overview of theories, developmental issues, contextual influences, and demographic factors.
Blockchains and Smart Contracts for the Internet of Things
IEEE Access · 2016 · Q1 · FWCI 1080.02 · 4,473 citations
Blockchains and smart contracts can enable a secure, automated marketplace for sharing services and resources among Internet of Things (IoT) devices, transforming industries and creating new business models.
BPR: Bayesian Personalized Ranking from Implicit Feedback
arXiv (Cornell University) · 2012 · 4,376 citations · Open access
A new Bayesian Personalized Ranking (BPR) optimization criterion, BPR-Opt, is introduced for item recommendation systems using implicit feedback, directly optimizing for ranking performance.
Structural Equation Modeling With AMOS
2016 · FWCI 206.15 · 4,367 citations
This text offers a practical, step-by-step guide to structural equation modeling (SEM) using the Amos software, specifically designed for beginners with little to no prior SEM or Amos experience.
An Overview of Blockchain Technology: Architecture, Consensus, and Future Trends
2017 · 4,334 citations
This paper provides a comprehensive overview of blockchain technology, detailing its architecture, comparing consensus algorithms, and outlining current technical challenges and future trends.
LightGCN
2020 · 4,168 citations
Researchers found that common neural network operations in Graph Convolutional Networks (GCNs), specifically feature transformation and nonlinear activation, are not only unnecessary but detrimental to recommendation performance.
Probabilistic Latent Semantic Indexing
ACM SIGIR Forum · 2017 · FWCI 562.09 · 4,064 citations
Probabilistic Latent Semantic Indexing (PLSI) introduces a novel statistical approach to document indexing that handles domain-specific synonymy and polysemous words, outperforming standard Latent Semantic Indexing (LSI).
Structural Equation Modeling With AMOS
2013 · FWCI 384.98 · 3,979 citations
This text offers a practical, non-mathematical guide to structural equation modeling (SEM) using AMOS software, specifically updated for versions 17 & 18.
The MovieLens Datasets
ACM Transactions on Interactive Intelligent Systems · 2015 · Q2 · FWCI 723.58 · 3,859 citations
The MovieLens datasets, originating from a 1997 movie recommendation system, are widely used in education, research, and industry, with hundreds of thousands of annual downloads.
Blockchain technology and its relationships to sustainable supply chain management
International Journal of Production Research · 2018 · Q1 · SJR 2.00 · FWCI 407.97 · 3,837 citations
Blockchain technology, offering transparency and security, shows promise for improving global supply chain management and sustainability, despite facing adoption barriers.
Guidelines for snowballing in systematic literature studies and a replication in software engineering
2014 · 3,812 citations
This paper provides guidelines for the snowballing technique in systematic literature studies, a method for finding relevant research papers.
Resilient distributed datasets: a fault-tolerant abstraction for in-memory cluster computing
2012 · FWCI 518.74 · 3,577 citations
We introduce Resilient Distributed Datasets (RDDs), a new in-memory data abstraction designed for large-scale cluster computing that enables fault-tolerant, high-performance computations.
Hyperledger fabric
2018 · 3,421 citations · Open access
Hyperledger Fabric is an open-source, modular, and extensible system designed for deploying and operating permissioned blockchains.
Deep Neural Networks for YouTube Recommendations
2016 · 3,415 citations · Open access
YouTube's recommendation system achieved dramatic performance improvements by adopting deep neural networks, specifically a two-stage approach involving deep candidate generation and deep ranking models.
Recently added
The PRIDE database at 20 years: 2025 update
Nucleic Acids Research · 2024 · Q1 · SJR 8.00 · FWCI 1181.76 · 1,756 citations · Open access
The PRIDE database, a leading MS-based proteomics data repository, has seen a 534 dataset/month submission rate increase due to infrastructure upgrades like Globus and automated validation.
Understanding the role of digital technologies in education: A review
Sustainable Operations and Computers · 2022 · Q1 · SJR 2.00 · FWCI 694.48 · 2,468 citations
Digital technologies are crucial for achieving UN Sustainable Development Goal 4 (quality education) and have become institutionalized in education, especially post-COVID-19, by transforming learning into a more efficient, engaging, and accessible experience.
International Journal of Economics and Financial Issues
International Journal of Economics and Financial Issues · 2021 · 2,008 citations
This abstract describes the scope and peer-review process of the International Journal of Economics and Financial Issues (IJEFI), an academic journal publishing conceptual and measure development articles in economics, finance, and related fields.
An introduction to statistical learning with applications in R
Statistical Theory and Related Fields · 2021 · Q1 · FWCI 258.02 · 1,663 citations · Open access
This paper introduces the fundamental concepts of statistical learning, a key area within machine learning, and demonstrates their practical application using the R programming language.
Memahami desain metode penelitian kualitatif
HUMANIKA · 2021 · FWCI 431.50 · 1,755 citations · Open access
Qualitative research findings are derived holistically and contextually from natural settings, emphasizing the researcher as the key instrument and inductive analysis, rather than statistical procedures.
Add this field to your daily feed
Pick your interests and new work in your area arrives every day, summarised. Full summaries live in the app.
Open the app