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The State of the Art in Methodologies of Course Recommender Systems—A Review of Recent Research
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Outgoing claims: the papers this work cites, builds on, or argues with.
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Rating news documents for similarity
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Cochrane Handbook for Systematic Reviews of Interventions
inferredcites →https://doi.org/10.1002/asi.10372openalex-snapshot
A graph model for E‐commerce recommender systems
inferredcites →https://doi.org/10.1006/ijhc.1995.1081openalex-snapshot
Toward principles for the design of ontologies used for knowledge sharing?
inferredcites →https://doi.org/10.1007/11677437_13openalex-snapshot
Intelligent Document Filter for the Internet
inferredcites →https://doi.org/10.1007/3-540-44533-1_68openalex-snapshot
Collaborative Filtering with the Simple Bayesian Classifier
inferredcites →https://doi.org/10.1007/978-0-387-85820-3openalex-snapshot
Recommender Systems Handbook
inferredcites →https://doi.org/10.1007/978-0-387-85820-3_1openalex-snapshot
Introduction to Recommender Systems Handbook
inferredcites →https://doi.org/10.1007/978-0-387-85820-3_2openalex-snapshot
Data Mining Methods for Recommender Systems
inferredcites →https://doi.org/10.1007/978-0-387-85820-3_3openalex-snapshot
Content-based Recommender Systems: State of the Art and Trends
inferredcites →https://doi.org/10.1007/978-3-030-33966-1_6openalex-snapshot
Review of Machine Learning and Deep Learning Based Recommender Systems for Health Informatics
inferredcites →https://doi.org/10.1007/978-3-319-29659-3openalex-snapshot
Recommender Systems: The Textbook
inferredcites →https://doi.org/10.1007/978-3-319-62392-4_31openalex-snapshot
Using Ontology for Personalised Course Recommendation Applications
inferredcites →https://doi.org/10.1007/978-3-319-65172-9_40openalex-snapshot
A Package Recommendation Framework Based on Collaborative Filtering and Preference Score Maximization
inferredcites →https://doi.org/10.1007/978-3-319-73450-7_89openalex-snapshot
Recommendation Systems in Education: A Systematic Mapping Study
inferredcites →https://doi.org/10.1007/978-3-540-72079-9_10openalex-snapshot
Content-Based Recommendation Systems
inferredcites →https://doi.org/10.1007/978-3-540-76772-5_4openalex-snapshot
Context Awareness by Case-Based Reasoning in a Music Recommendation System
inferredcites →https://doi.org/10.1007/978-3-642-19423-8_34openalex-snapshot
A Collaborative Filtering Based Approach for Recommending Elective Courses
inferredcites →https://doi.org/10.1007/978-3-642-35314-7_13openalex-snapshot
Alleviating Sparsity and Scalability Issues in Collaborative Filtering Based Recommender Systems
inferredcites →https://doi.org/10.1007/978-981-15-0790-8_13openalex-snapshot
Recommender System in eLearning: A Survey
inferredcites →https://doi.org/10.1007/s00779-016-0902-3openalex-snapshot
A model for learning objects adaptation in light of mobile and context-aware computing
inferredcites →https://doi.org/10.1007/s10462-017-9539-5openalex-snapshot
Knowledge-based recommendation: a review of ontology-based recommender systems for e-learning
inferredcites →https://doi.org/10.1007/s10639-019-10063-9openalex-snapshot
A systematic review: machine learning based recommendation systems for e-learning
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An effective web page recommender system with fuzzy c-mean clustering
inferredcites →https://doi.org/10.1007/s11257-019-09218-7openalex-snapshot
Connectionist recommendation in the wild: on the utility and scrutability of neural networks for personalized course guidance
inferredcites →https://doi.org/10.1007/s12530-018-9231-2openalex-snapshot
A versatile package recommendation framework aiming at preference score maximization
inferredcites →https://doi.org/10.1016/j.chb.2010.08.005openalex-snapshot
Encouraging user participation in a course recommender system: An impact on user behavior
inferredcites →https://doi.org/10.1016/j.eij.2015.06.005openalex-snapshot
Recommendation systems: Principles, methods and evaluation
inferredcites →https://doi.org/10.1016/j.eswa.2003.12.010openalex-snapshot
Using case-based reasoning to establish a continuing care information system of discharge planning
inferredcites →https://doi.org/10.1016/j.eswa.2010.07.153openalex-snapshot
An integrated case-based reasoning and MCDM system for Web based tourism destination planning
inferredcites →https://doi.org/10.1016/j.eswa.2012.02.038openalex-snapshot
A literature review and classification of recommender systems research
inferredcites →https://doi.org/10.1016/j.eswa.2013.05.009openalex-snapshot
Formal concept analysis in knowledge processing: A survey on applications
inferredcites →https://doi.org/10.1016/j.eswa.2013.11.010openalex-snapshot
Leveraging clustering approaches to solve the gray-sheep users problem in recommender systems
inferredcites →https://doi.org/10.1016/j.eswa.2017.12.020openalex-snapshot
The use of machine learning algorithms in recommender systems: A systematic review
inferredcites →https://doi.org/10.1016/j.fss.2010.06.006openalex-snapshot
User preferences discovery using fuzzy models
inferredcites →https://doi.org/10.1016/j.joi.2017.06.005openalex-snapshot
Suitability of Google Scholar as a source of scientific information and as a source of data for scientific evaluation—Review of the Literature
inferredcites →https://doi.org/10.1016/j.knosys.2018.05.001openalex-snapshot
A content-based recommender system for computer science publications
inferredcites →https://doi.org/10.1016/j.procs.2016.07.267openalex-snapshot
Application of Predictive Analytics in Intelligent Course Recommendation
inferredcites →https://doi.org/10.1016/j.procs.2017.12.067openalex-snapshot
PCRS: Personalized Course Recommender System Based on Hybrid Approach
inferredcites →https://doi.org/10.1016/j.procs.2018.03.023openalex-snapshot
Intelligent Recommendation System for Course Selection in Smart Education
inferredcites →https://doi.org/10.1016/s0303-2434(01)85031-5openalex-snapshot
Case-based reasoning (CBR) in development control
inferredcites →https://doi.org/10.1023/a:1013284820704openalex-snapshot
Efficient Adaptive-Support Association Rule Mining for Recommender Systems
inferredcites →https://doi.org/10.1023/a:1021240730564openalex-snapshot
Hybrid Recommender Systems: Survey and Experiments
inferredcites →https://doi.org/10.1051/matecconf/201817303067openalex-snapshot
Research of Personalized Course Recommended Algorithm based on the Hybrid Recommendation
inferredcites →https://doi.org/10.1080/09720529.2020.1728899openalex-snapshot
A framework to alleviate common problems from recommender system : A case study for technical course recommendation
inferredcites →https://doi.org/10.1080/24751839.2018.1544818openalex-snapshot
Tuning a conversation strategy for interactive recommendations in a chatbot setting
inferredcites →https://doi.org/10.1109/access.2017.2751604openalex-snapshot
A Practical Evaluation of a Collaborative Learning Method for Engineering Project Subjects
inferredcites →https://doi.org/10.1109/access.2018.2789866openalex-snapshot
A Recommendation Model Based on Deep Neural Network
inferredcites →https://doi.org/10.1109/access.2018.2873106openalex-snapshot
A Cross-Curriculum Video Recommendation Algorithm Based on a Video-Associated Knowledge Map
inferredcites →https://doi.org/10.1109/access.2018.2877208openalex-snapshot
A Survey of Collaborative Filtering-Based Recommender Systems: From Traditional Methods to Hybrid Methods Based on Social Networks
inferredcites →https://doi.org/10.1109/access.2018.2880197openalex-snapshot
A Survey of Recommender Systems Based on Deep Learning
inferredcites →https://doi.org/10.1109/access.2018.2883742openalex-snapshot
Evaluating Collaborative Filtering Recommender Algorithms: A Survey
inferredcites →https://doi.org/10.1109/access.2018.2889635openalex-snapshot
Ontology-Based Personalized Course Recommendation Framework
inferredcites →https://doi.org/10.1109/access.2019.2894421openalex-snapshot
Towards a Knowledge-Based Recommender System for Linking Electronic Patient Records With Continuing Medical Education Information at the Point of Care
inferredcites →https://doi.org/10.1109/access.2019.2897979openalex-snapshot
A Score Prediction Approach for Optional Course Recommendation via Cross-User-Domain Collaborative Filtering
inferredcites →https://doi.org/10.1109/access.2019.2912012openalex-snapshot
Knowledge Based Recommender System for Academia Using Machine Learning: A Case Study on Higher Education Landscape of Pakistan
inferredcites →https://doi.org/10.1109/access.2019.2935417openalex-snapshot
On Recommendation of Learning Objects Using Felder-Silverman Learning Style Model
inferredcites →https://doi.org/10.1109/access.2020.2984591openalex-snapshot
Bio-Inspiring Learning Style Chatbot Inventory Using Brain Computing Interface to Increase the Efficiency of E-Learning
inferredcites →https://doi.org/10.1109/access.2020.3036336openalex-snapshot
A Machine Learning-Based Recommender System for Improving Students Learning Experiences
inferredcites →https://doi.org/10.1109/eee.2004.1287327openalex-snapshot
A personalized courseware recommendation system based on fuzzy item response theory
inferredcites →https://doi.org/10.1109/icbdie50010.2020.00115openalex-snapshot
Improved course recommendation algorithm based on collaborative filtering
inferredcites →https://doi.org/10.1109/icoase.2018.8548789openalex-snapshot
Design and Evaluation of a Course Recommender System Using Content-Based Approach
inferredcites →https://doi.org/10.1109/itce.2019.8646355openalex-snapshot
A Novel Algorithm for Course Learning Object Recommendation Based on Student Learning Styles
inferredcites →https://doi.org/10.1109/mic.2003.1167344openalex-snapshot
Amazon.com recommendations: item-to-item collaborative filtering
inferredcites →https://doi.org/10.1109/siie.2018.8586681openalex-snapshot
Collaborative Filtering based Course Recommender using OWA operators
inferredcites →https://doi.org/10.1109/tfuzz.2014.2315655openalex-snapshot
A Fuzzy Preference Tree-Based Recommender System for Personalized Business-to-Business E-Services
inferredcites →https://doi.org/10.1109/tfuzz.2015.2426201openalex-snapshot
A Fuzzy Tree Matching-Based Personalized E-Learning Recommender System
inferredcites →https://doi.org/10.1109/tkde.2005.99openalex-snapshot
Toward the next generation of recommender systems: a survey of the state-of-the-art and possible extensions
inferredcites →https://doi.org/10.1109/tkde.2012.233openalex-snapshot
A Cocktail Approach for Travel Package Recommendation
inferredcites →https://doi.org/10.1109/wkdd.2010.54openalex-snapshot
User-Based Collaborative-Filtering Recommendation Algorithms on Hadoop
inferredcites →https://doi.org/10.1136/bmj.b2535openalex-snapshot
Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement
inferredcites →https://doi.org/10.1145/1297231.1297254openalex-snapshot
A recommender system for on-line course enrolment: an initial study
inferredcites →https://doi.org/10.1145/1639714.1639786openalex-snapshot
Recommendations with prerequisites
inferredcites →https://doi.org/10.1145/170035.170072openalex-snapshot
Mining association rules between sets of items in large databases
inferredcites →https://doi.org/10.1145/1871437.1871555openalex-snapshot
Evaluating, combining and generalizing recommendations with prerequisites
inferredcites →https://doi.org/10.1145/2037661.2037665openalex-snapshot
Recommendation systems with complex constraints
inferredcites →https://doi.org/10.1145/2151163.2151166openalex-snapshot
Impact of data characteristics on recommender systems performance
inferredcites →https://doi.org/10.1145/2792838.2800192openalex-snapshot
Learning Distributed Representations from Reviews for Collaborative Filtering
inferredcites →https://doi.org/10.1145/2905055.2905103openalex-snapshot
Recommender System for E-Learning through Content and Profile Based Approach
inferredcites →https://doi.org/10.1145/2934681openalex-snapshot
Model-Based Collaborative Personalized Recommendation on Signed Social Rating Networks
inferredcites →https://doi.org/10.1145/2939672.2939746openalex-snapshot
Towards Conversational Recommender Systems
inferredcites →https://doi.org/10.1145/2959100.2959133openalex-snapshot
Domain-Aware Grade Prediction and Top-n Course Recommendation
inferredcites →https://doi.org/10.1145/3078564.3078571openalex-snapshot
Design of adaptive learning system based on big data
inferredcites →https://doi.org/10.1145/3148330.3154508openalex-snapshot
A Personalized "Course Navigator" Based on Students' Goal Orientation
inferredcites →https://doi.org/10.1145/3158369openalex-snapshot
Facial Expression Analysis under Partial Occlusion
inferredcites →https://doi.org/10.1145/3209978.3210002openalex-snapshot
Conversational Recommender System
inferredcites →https://doi.org/10.1145/3243082.3243094openalex-snapshot
Filtering Graduate Courses based on LinkedIn Profiles
inferredcites →https://doi.org/10.1145/3269206.3271776openalex-snapshot
Towards Conversational Search and Recommendation
inferredcites →https://doi.org/10.1145/3298689.3347030openalex-snapshot
Time slice imputation for personalized goal-based recommendation in higher education
inferredcites →https://doi.org/10.1145/3303772.3303814openalex-snapshot
Goal-based Course Recommendation
inferredcites →https://doi.org/10.1145/3366423.3380100openalex-snapshot
Directional and Explainable Serendipity Recommendation
inferredcites →https://doi.org/10.1145/3366423.3380236openalex-snapshot
Personalized Employee Training Course Recommendation with Career Development Awareness
inferredcites →https://doi.org/10.1145/3375462.3375524openalex-snapshot
Designing for serendipity in a university course recommendation system
inferredcites →https://doi.org/10.1145/371920.372071openalex-snapshot
Item-based collaborative filtering recommendation algorithms
inferredcites →https://doi.org/10.1145/963770.963776openalex-snapshot
Item-based top- N recommendation algorithms
inferredcites →https://doi.org/10.1155/2009/421425openalex-snapshot
A Survey of Collaborative Filtering Techniques
inferredcites →https://doi.org/10.1155/2020/7140797openalex-snapshot
Intelligent Course Plan Recommendation for Higher Education: A Framework of Decision Tree
inferredcites →https://doi.org/10.1186/1472-6947-13-7openalex-snapshot
Is the coverage of google scholar enough to be used alone for systematic reviews
inferredcites →https://doi.org/10.1186/2046-4053-3-74openalex-snapshot
Systematic review automation technologies
inferredcites →https://doi.org/10.1186/s13643-017-0644-yopenalex-snapshot
Optimal database combinations for literature searches in systematic reviews: a prospective exploratory study
inferredcites →https://doi.org/10.1186/s40649-019-0065-2openalex-snapshot
Prerequisite-related MOOC recommendation on learning path locating
inferredcites →https://doi.org/10.1371/journal.pmed.1000097openalex-snapshot
Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement
inferredcites →https://doi.org/10.1371/journal.pone.0138237openalex-snapshot
The Role of Google Scholar in Evidence Reviews and Its Applicability to Grey Literature Searching
inferredcites →https://doi.org/10.14569/ijacsa.2016.070323openalex-snapshot
An Automated Recommender System for Course Selection
inferredcites →https://doi.org/10.14569/ijarai.2014.030502openalex-snapshot
Implementation of an Intelligent Course Advisory Expert System
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A Case based Reasoning System for Academic Advising in Egyptian Educational Institutions
inferredcites →https://doi.org/10.18178/ijiet.2018.8.12.1151openalex-snapshot
ULEARN: Personalized Course Learning Objects Based on Hybrid Recommendation Approach
inferredcites →https://doi.org/10.18420/delfi2019-ws-102openalex-snapshot
Mining Academic Data to Support Students’ Advisors: A Preliminary Study
inferredcites →https://doi.org/10.18653/v1/d19-1189openalex-snapshot
Towards Knowledge-Based Recommender Dialog System
inferredcites →https://doi.org/10.19044/esj.2018.v14n25p284openalex-snapshot
An Association Rule Model of Course Recommendation in MOOCs: Based on edX Platform
inferredcites →https://doi.org/10.19173/irrodl.v21i4.4643openalex-snapshot
Recommender Systems for MOOCs: A Systematic Literature Survey (January 1, 2012 – July 12, 2019)
inferredcites →https://doi.org/10.2196/12957openalex-snapshot
The Deep Learning–Based Recommender System “Pubmender” for Choosing a Biomedical Publication Venue: Development and Validation Study
inferredcites →https://doi.org/10.22044/jadm.2018.6260.1739openalex-snapshot
Developing a Course Recommender by Combining Clustering and Fuzzy Association Rules
inferredcites →https://doi.org/10.28991/esj-2018-01133openalex-snapshot
Recommendation Systems Based on Association Rule Mining for a Target Object by Evolutionary Algorithms
inferredcites →https://doi.org/10.29007/29ghopenalex-snapshot
Data-Driven Approach Towards a Personalized Curriculum
inferredcites →https://doi.org/10.3233/ida-163209openalex-snapshot
Hybrid recommender systems: A systematic literature review
inferredcites →https://doi.org/10.3390/a9030047openalex-snapshot
A Hybrid Course Recommendation System by Integrating Collaborative Filtering and Artificial Immune Systems
inferredcites →https://doi.org/10.48550/arxiv.1610.03147openalex-snapshot
Context-Aware Online Learning for Course Recommendation of MOOC Big Data
inferredcites →https://doi.org/10.48550/arxiv.1707.07435openalex-snapshot
Deep Learning based Recommender System: A Survey and New Perspectives
inferredcites →https://doi.org/10.48550/arxiv.1907.01591openalex-snapshot
Combating the Filter Bubble: Designing for Serendipity in a University Course Recommendation System
inferredcites →https://doi.org/10.48550/arxiv.1908.05391openalex-snapshot
Towards Knowledge-Based Recommender Dialog System
inferredcites →https://doi.org/10.5120/21793-5140openalex-snapshot
A Fuzzy Logic based Recommender System for E-Learning System with Multi-Agent Framework
inferredcites →https://doi.org/10.5120/4788-7021openalex-snapshot
A Comparative Study of Association Rule Algorithms for Course Recommender System in E-learning
inferredcites →https://doi.org/10.5120/5542-7598openalex-snapshot
Best Combination of Machine Learning Algorithms for Course Recommendation System in E-learning
inferredcites →https://doi.org/10.5220/0006318803470354openalex-snapshot
A Course Recommender System based on Graduating Attributes
inferredcites →https://doi.org/10.5281/zenodo.3554677openalex-snapshot
Will this Course Increase or Decrease Your GPA? Towards Grade-aware Course Recommendation
inferredcites →https://doi.org/10.7763/ijmlc.2014.v4.384openalex-snapshot
Automated Course Advising System
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Incoming claims: where this work appears in other papers’ reference lists and arguments.
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inferred← citeshttps://doi.org/10.1109/icset65917.2025.11283939openalex-snapshot
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inferred← citeshttps://doi.org/10.1109/ieem62345.2024.10857011openalex-snapshot
Mastering Industry’s Skill Gap - Matching Employee Needs with New Learning Challenges
inferred← citeshttps://doi.org/10.1109/iset58841.2023.00039openalex-snapshot
Concept and Possible Impacts of a Study Planning Assistant in Higher Education
inferred← citeshttps://doi.org/10.1109/itet70052.2026.11651017openalex-snapshot
Generative AI-Based Micro-Credential Course Recommender with Automated Learner Assessment
inferred← citeshttps://doi.org/10.1109/macs56771.2022.10022407openalex-snapshot
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inferred← citeshttps://doi.org/10.1109/miucc62295.2024.10783600openalex-snapshot
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inferred← citeshttps://doi.org/10.1111/itor.13112openalex-snapshot
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inferred← citeshttps://doi.org/10.1145/3785022.3785106openalex-snapshot
Data-Driven Evaluation of LLM-Based Ontology Concept Extraction from Programming Learning Content
inferred← citeshttps://doi.org/10.1145/3789502openalex-snapshot
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inferred← citeshttps://doi.org/10.1177/18724981251376914openalex-snapshot
Synthetic user profiling and deep learning for cold start mitigation in agricultural crop recommendation systems
inferred← citeshttps://doi.org/10.12973/eu-jer.14.2.415openalex-snapshot
Applying AI Tools to Develop a Curriculum Based on Expected Learning Outcomes and Personalize Learning Program for Students at the University of Languages and International Studies
inferred← citeshttps://doi.org/10.1609/aaaiss.v3i1.31185openalex-snapshot
Personalised Course Recommender: Linking Learning Objectives and Career Goals through Competencies
inferred← citeshttps://doi.org/10.18517/ijaseit.13.3.18462openalex-snapshot
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inferred← citeshttps://doi.org/10.19173/irrodl.v25i1.7419openalex-snapshot
Extracting Course Features and Learner Profiling for Course Recommendation Systems: A Comprehensive Literature Review
inferred← citeshttps://doi.org/10.2298/csis241125043lopenalex-snapshot
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inferred← citeshttps://doi.org/10.26686/wgtn.25002461openalex-snapshot
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inferred← citeshttps://doi.org/10.26905/jtmi.v9i2.11111openalex-snapshot
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inferred← citeshttps://doi.org/10.3390/app14093672openalex-snapshot
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inferred← citeshttps://doi.org/10.3390/computers14090353openalex-snapshot
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inferred← citeshttps://doi.org/10.3390/electronics12010157openalex-snapshot
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inferred← citeshttps://doi.org/10.3390/make8100316openalex-snapshot
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inferred← citeshttps://doi.org/10.3390/math11051098openalex-snapshot
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inferred← citeshttps://doi.org/10.3390/su141811682openalex-snapshot
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inferred← citeshttps://doi.org/10.3991/itdaf.v3i4.59211openalex-snapshot
Dynamic Pedagogical Resource Recommendation System for Students Using Rising Star Ranking Algorithm
inferred← citeshttps://doi.org/10.4018/979-8-3693-3132-3.ch012openalex-snapshot
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inferred← citeshttps://doi.org/10.62273/toxy8017openalex-snapshot
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inferred← citeshttps://doi.org/10.62411/jcta.12603openalex-snapshot
A Machine Learning Based Approach to Course and Career Recommendation System: A Systematic Literature Review
inferred← citeshttps://doi.org/10.70675/c10b18b5zd057z485cz9586z46fd7edbf601openalex-snapshot
Leveraging latent variables to support learning
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