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- surveyJuly 2024JUST ACCEPTED
Manipulating Recommender Systems: A Survey of Poisoning Attacks and Countermeasures
- Thanh Toan Nguyen,
- Nguyen Quoc Viet Hung,
- Thanh Tam Nguyen,
- Thanh Trung Huynh,
- Thanh Thi Nguyen,
- Matthias Weidlich,
- Hongzhi Yin
Recommender systems have become an integral part of online services due to their ability to help users locate specific information in a sea of data. However, existing studies show that some recommender systems are vulnerable to poisoning attacks ...
- surveyJune 2024JUST ACCEPTED
A Comprehensive Survey on Biclustering-based Collaborative Filtering
Collaborative Filtering (CF) is achieving a plateau of high popularity. Still, recommendation success is challenged by the diversity of user preferences, structural sparsity of user-item ratings, and inherent subjectivity of rating scales. The increasing ...
- surveyJune 2024
A Survey of Graph Neural Networks for Social Recommender Systems
ACM Computing Surveys (CSUR), Volume 56, Issue 10Article No.: 265, Pages 1–34https://doi.org/10.1145/3661821Social recommender systems (SocialRS) simultaneously leverage the user-to-item interactions as well as the user-to-user social relations for the task of generating item recommendations to users. Additionally exploiting social relations is clearly ...
- surveyJune 2024
A Challenge-based Survey of E-recruitment Recommendation Systems
ACM Computing Surveys (CSUR), Volume 56, Issue 10Article No.: 252, Pages 1–33https://doi.org/10.1145/3659942E-recruitment recommendation systems recommend jobs to job seekers and job seekers to recruiters. The recommendations are generated based on the suitability of job seekers for positions and on job seekers’ and recruiters’ preferences. Therefore, e-...
- surveyMay 2024
Interactive Question Answering Systems: Literature Review
ACM Computing Surveys (CSUR), Volume 56, Issue 9Article No.: 239, Pages 1–38https://doi.org/10.1145/3657631Question-answering systems are recognized as popular and frequently effective means of information seeking on the web. In such systems, information seekers can receive a concise response to their queries by presenting their questions in natural language. ...
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- surveyMay 2024
Horizontal Federated Recommender System: A Survey
ACM Computing Surveys (CSUR), Volume 56, Issue 9Article No.: 240, Pages 1–42https://doi.org/10.1145/3656165Due to underlying privacy-sensitive information in user-item interaction data, the risk of privacy leakage exists in the centralized-training recommender system (RecSys). To this issue, federated learning, a privacy-oriented distributed computing paradigm,...
- surveyApril 2024
Semantic Data Integration and Querying: A Survey and Challenges
- Maroua Masmoudi,
- Sana Ben Abdallah Ben Lamine,
- Mohamed Hedi Karray,
- Bernard Archimede,
- Hajer Baazaoui Zghal
ACM Computing Surveys (CSUR), Volume 56, Issue 8Article No.: 209, Pages 1–35https://doi.org/10.1145/3653317Digital revolution produces massive, heterogeneous and isolated data. These latter remain underutilized, unsuitable for integrated querying and knowledge discovering. Hence the importance of this survey on data integration which identifies challenging ...
- surveyApril 2024
A Survey of Cutting-edge Multimodal Sentiment Analysis
ACM Computing Surveys (CSUR), Volume 56, Issue 9Article No.: 227, Pages 1–38https://doi.org/10.1145/3652149The rapid growth of the internet has reached the fourth generation, i.e., web 4.0, which supports Sentiment Analysis (SA) in many applications such as social media, marketing, risk management, healthcare, businesses, websites, data mining, e-learning, ...
- surveyApril 2024
Financial Sentiment Analysis: Techniques and Applications
ACM Computing Surveys (CSUR), Volume 56, Issue 9Article No.: 220, Pages 1–42https://doi.org/10.1145/3649451Financial Sentiment Analysis (FSA) is an important domain application of sentiment analysis that has gained increasing attention in the past decade. FSA research falls into two main streams. The first stream focuses on defining tasks and developing ...
- surveyApril 2024
Utilizing BERT for Information Retrieval: Survey, Applications, Resources, and Challenges
- Jiajia Wang,
- Jimmy Xiangji Huang,
- Xinhui Tu,
- Junmei Wang,
- Angela Jennifer Huang,
- Md Tahmid Rahman Laskar,
- Amran Bhuiyan
ACM Computing Surveys (CSUR), Volume 56, Issue 7Article No.: 185, Pages 1–33https://doi.org/10.1145/3648471Recent years have witnessed a substantial increase in the use of deep learning to solve various natural language processing (NLP) problems. Early deep learning models were constrained by their sequential or unidirectional nature, such that they struggled ...
- surveyFebruary 2024
Survey on Recommender Systems for Biomedical Items in Life and Health Sciences
ACM Computing Surveys (CSUR), Volume 56, Issue 6Article No.: 149, Pages 1–32https://doi.org/10.1145/3639047The generation of biomedical data is of such magnitude that its retrieval and analysis have posed several challenges. A survey of recommender system (RS) approaches in biomedical fields is provided in this analysis, along with a discussion of existing ...
- research-articleDecember 2023JUST ACCEPTED
A Systematic Review of Fairness, Accountability, Transparency and Ethics in Information Retrieval
We live in an information society that strongly relies on information retrieval systems, such as search engines and conversational assistants. Consequently, the trustworthiness of these systems is of critical importance, and has attracted a significant ...
- surveyNovember 2023
A Comprehensive Survey on Automatic Knowledge Graph Construction
ACM Computing Surveys (CSUR), Volume 56, Issue 4Article No.: 94, Pages 1–62https://doi.org/10.1145/3618295Automatic knowledge graph construction aims at manufacturing structured human knowledge. To this end, much effort has historically been spent extracting informative fact patterns from different data sources. However, more recently, research interest has ...
- surveyNovember 2023
Location Reference Recognition from Texts: A Survey and Comparison
ACM Computing Surveys (CSUR), Volume 56, Issue 5Article No.: 112, Pages 1–37https://doi.org/10.1145/3625819A vast amount of location information exists in unstructured texts, such as social media posts, news stories, scientific articles, web pages, travel blogs, and historical archives. Geoparsing refers to recognizing location references from texts and ...
- surveyOctober 2023
A Review of Modern Fashion Recommender Systems
- Yashar Deldjoo,
- Fatemeh Nazary,
- Arnau Ramisa,
- Julian McAuley,
- Giovanni Pellegrini,
- Alejandro Bellogin,
- Tommaso Di Noia
ACM Computing Surveys (CSUR), Volume 56, Issue 4Article No.: 87, Pages 1–37https://doi.org/10.1145/3624733The textile and apparel industries have grown tremendously over the past few years. Customers no longer have to visit many stores, stand in long queues, or try on garments in dressing rooms, as millions of products are now available in online catalogs. ...
- surveyOctober 2023
A Review of the F-Measure: Its History, Properties, Criticism, and Alternatives
ACM Computing Surveys (CSUR), Volume 56, Issue 3Article No.: 73, Pages 1–24https://doi.org/10.1145/3606367Methods to classify objects into two or more classes are at the core of various disciplines. When a set of objects with their true classes is available, a supervised classifier can be trained and employed to decide if, for example, a new patient has ...
- surveySeptember 2023
Sentiment Analysis for Hotel Reviews: A Systematic Literature Review
ACM Computing Surveys (CSUR), Volume 56, Issue 2Article No.: 51, Pages 1–38https://doi.org/10.1145/3605152Sentiment Analysis (SA) helps to automatically and meaningfully discover hotel customers’ satisfaction from their shared experiences and feelings on social media. Several studies have been conducted to improve the precision of SA in the hospitality ...
- surveySeptember 2023
A Survey of Tool Support for Working with Design Decisions in Code
ACM Computing Surveys (CSUR), Volume 56, Issue 2Article No.: 37, Pages 1–37https://doi.org/10.1145/3607868Whenever developers choose among alternative technical approaches, they make a design decision. Collectively, design decisions shape how software implements its requirements and shape non-functional quality attributes such as maintainability, ...
- surveyAugust 2023
Deep Learning Models for Serendipity Recommendations: A Survey and New Perspectives
ACM Computing Surveys (CSUR), Volume 56, Issue 1Article No.: 19, Pages 1–26https://doi.org/10.1145/3605145Serendipitous recommendations have emerged as a compelling approach to deliver users with unexpected yet valuable information, contributing to heightened user satisfaction and engagement. This survey presents an investigation of the most recent research ...
- surveyAugust 2023
Review on Query-focused Multi-document Summarization (QMDS) with Comparative Analysis
ACM Computing Surveys (CSUR), Volume 56, Issue 1Article No.: 5, Pages 1–38https://doi.org/10.1145/3597299The problem of query-focused multi-document summarization (QMDS) is to generate a summary from multiple source documents on identical/similar topics based on the query submitted by the users. This article provides a systematic review of the literature of ...