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- research-articleSeptember 2024
ICA-CRMAS: Intelligent Context-Awareness Approach for Citation Recommendation based on Multi-Agent System
ACM Transactions on Management Information Systems (TMIS), Volume 15, Issue 3Article No.: 13, Pages 1–52https://doi.org/10.1145/3680287Navigating the ever-expanding sea of scientific literature presents a daunting challenge for researchers seeking relevant and up-to-date information. Traditional citation recommendation systems, while well-intentioned, often fall short due to their ...
- research-articleMarch 2024
Non-monotonic Generation of Knowledge Paths for Context Understanding
ACM Transactions on Management Information Systems (TMIS), Volume 15, Issue 1Article No.: 1, Pages 1–28https://doi.org/10.1145/3627994Knowledge graphs can be used to enhance text search and access by augmenting textual content with relevant background knowledge. While many large knowledge graphs are available, using them to make semantic connections between entities mentioned in the ...
- research-articleMarch 2023
Don’t Need All Eggs in One Basket: Reconstructing Composite Embeddings of Customers from Individual-Domain Embeddings
ACM Transactions on Management Information Systems (TMIS), Volume 14, Issue 2Article No.: 20, Pages 1–30https://doi.org/10.1145/3578710Although building a 360-degree comprehensive view of a customer has been a long-standing goal in marketing, this challenge has not been successfully addressed in many marketing applications because fractured customer data stored across different “silos” ...
- research-articleMarch 2022
The Evolution of Search: Three Computing Paradigms
ACM Transactions on Management Information Systems (TMIS), Volume 13, Issue 2Article No.: 20, Pages 1–20https://doi.org/10.1145/3495214Search is probably the most common activity that humans conduct all the time. A search target can be a concrete item (with a yes or no answer and location information), an abstract concept (such as the most important information on the Web about Xindong ...
- research-articleOctober 2021
Readmission Prediction for Patients with Heterogeneous Medical History: A Trajectory-Based Deep Learning Approach
ACM Transactions on Management Information Systems (TMIS), Volume 13, Issue 2Article No.: 14, Pages 1–27https://doi.org/10.1145/3468780Hospital readmission refers to the situation where a patient is re-hospitalized with the same primary diagnosis within a specific time interval after discharge. Hospital readmission causes $26 billion preventable expenses to the U.S. health systems ...
- opinionMay 2020
Context-Aware Recommendations Based on Deep Learning Frameworks
ACM Transactions on Management Information Systems (TMIS), Volume 11, Issue 2Article No.: 8, Pages 1–15https://doi.org/10.1145/3386243In this article, we suggest a novel deep learning recommendation framework that incorporates contextual information into neural collaborative filtering recommendation approaches. Since context is often represented by dynamic and high-dimensional feature ...
- research-articleJanuary 2020
Invested or Indebted: Ex-ante and Ex-post Reciprocity in Online Knowledge Sharing Communities
ACM Transactions on Management Information Systems (TMIS), Volume 11, Issue 1Article No.: 1, Pages 1–26https://doi.org/10.1145/3371388Online communities that curate knowledge critically depend on high-quality contributions from anonymous expert users. Understanding users’ motivation to contribute knowledge helps practitioners design such websites for optimal user contribution and user ...
- opinionDecember 2019
Measuring the Business Value of Recommender Systems
ACM Transactions on Management Information Systems (TMIS), Volume 10, Issue 4Article No.: 16, Pages 1–23https://doi.org/10.1145/3370082Recommender Systems are nowadays successfully used by all major web sites—from e-commerce to social media—to filter content and make suggestions in a personalized way. Academic research largely focuses on the value of recommenders for consumers, e.g., ...
- research-articleDecember 2019
Effective Selection of a Compact and High-Quality Review Set with Information Preservation
ACM Transactions on Management Information Systems (TMIS), Volume 10, Issue 4Article No.: 15, Pages 1–22https://doi.org/10.1145/3369395Consumers increasingly make informed buying decisions based on reading online reviews for products and services. Due to the large volume of available online reviews, consumers hardly have the time and patience to read them all. This article aims to ...
- research-articleMarch 2019
Emoticon Analysis for Chinese Social Media and E-commerce: The AZEmo System
ACM Transactions on Management Information Systems (TMIS), Volume 9, Issue 4Article No.: 16, Pages 1–22https://doi.org/10.1145/3309707This article presents a novel system, AZEmo, which extracts and classifies emoticons from the ever-growing critical Chinese social media and E-commerce. An emoticon is a meta-communicative pictorial representation of facial expressions, which helps to ...
- research-articleFebruary 2019
Putting Question-Answering Systems into Practice: Transfer Learning for Efficient Domain Customization
ACM Transactions on Management Information Systems (TMIS), Volume 9, Issue 4Article No.: 15, Pages 1–20https://doi.org/10.1145/3309706Traditional information retrieval (such as that offered by web search engines) impedes users with information overload from extensive result pages and the need to manually locate the desired information therein. Conversely, question-answering systems ...
- research-articleAugust 2013
A Random Walk Model for Item Recommendation in Social Tagging Systems
ACM Transactions on Management Information Systems (TMIS), Volume 4, Issue 2Article No.: 8, Pages 1–24https://doi.org/10.1145/2490860Social tagging, as a novel approach to information organization and discovery, has been widely adopted in many Web 2.0 applications. Tags contributed by users to annotate a variety of Web resources or items provide a new type of information that can be ...
- research-articleApril 2012
Impact of data characteristics on recommender systems performance
ACM Transactions on Management Information Systems (TMIS), Volume 3, Issue 1Article No.: 3, Pages 1–17https://doi.org/10.1145/2151163.2151166This article investigates the impact of rating data characteristics on the performance of several popular recommendation algorithms, including user-based and item-based collaborative filtering, as well as matrix factorization. We focus on three groups ...
- research-articleOctober 2008
Latent subject-centered modeling of collaborative tagging: An application in social search
ACM Transactions on Management Information Systems (TMIS), Volume 2, Issue 3Article No.: 15, Pages 1–23https://doi.org/10.1145/2019618.2019621Collaborative tagging or social bookmarking is a main component of Web 2.0 systems and has been widely recognized as one of the key technologies underpinning next-generation knowledge management platforms. In this article, we propose a subject-centered ...