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Knowledge-based recommender systems (knowledge based recommenders) are a specific type of recommender system that are based on explicit knowledge about
Knowledge-based recommender system
Knowledge-based_recommender_system
System to predict users' preferences
A recommender system, also called a recommendation algorithm, recommendation engine, recommendation platform, or in the context of social media, simply
Recommender_system
Type of knowledge base
learning, have broadened the scope of knowledge graphs beyond their traditional use in search engines and recommender systems. They are increasingly used in
Knowledge_graph
Potential problem in computer-based information systems
problem is a well known and well researched problem for recommender systems. Recommender systems form a specific type of information filtering (IF) technique
Cold start (recommender systems)
Cold_start_(recommender_systems)
Mathematical procedure
factorization is a class of collaborative filtering algorithms used in recommender systems. Matrix factorization algorithms work by decomposing the user-item
Matrix factorization (recommender systems)
Matrix_factorization_(recommender_systems)
Field of artificial intelligence
Knowledge representation (KR) aims to model information in a structured manner to formally represent it as knowledge in knowledge-based systems whereas
Knowledge representation and reasoning
Knowledge_representation_and_reasoning
zero results through the filtering system. Scoring systems – Scoring systems are often found on recommender systems and allow users to rate products for
Product_finder
Algorithmic selection of online media
technologies such as recommender systems and personalized search. Curation entails the selective sharing of online content and recommendations based on inferred
Algorithmic_curation
Textual emotion detection method
overwhelming figure of 85% in knowledge sharing of construction safety and health via Instagram. For a recommender system, sentiment analysis has been
Sentiment_analysis
Type of problem in computing
Stathes (March 2014). "Facing the cold start problem in recommender systems". Expert Systems with Applications. 41 (4): 2065–2073. doi:10.1016/j.eswa
Cold_start_(computing)
user-preferences-based newsfeeds, etc. Recommender systems and content discovery platforms are active information filtering systems that attempt to present
Information_filtering_system
Information systems supporting business or organizational decision-making activities
approach of the user. DSSs include knowledge-based systems. A properly designed DSS is an interactive software-based system intended to help decision makers
Decision_support_system
Algorithm used by recommender systems
Collaborative filtering (CF) is, besides content-based filtering, one of two major techniques used by recommender systems. Collaborative filtering has two senses
Collaborative_filtering
McDonald), people recommender systems deal with recommending people to people on social media. Aspects making people recommender systems distinct from traditional
Social_information_processing
Creating a data structure representing a user
needs. This selection can be based on items the user has bookmarked, rated, bought, recently viewed, etc. Recommender systems are often used in e-commerce
User_modeling
Knowledge systems in the cultural traditions of communities
Traditional knowledge (TK), indigenous knowledge (IK), folk knowledge, and local knowledge generally refers to knowledge systems embedded in the cultural
Traditional_knowledge
W3C recommendation
Simple Knowledge Organization System (SKOS) is a W3C recommendation designed for representation of thesauri, classification schemes, taxonomies, subject-heading
Simple Knowledge Organization System
Simple_Knowledge_Organization_System
Dimensionality reduction of graph-based semantic data objects [machine learning task]
(2025). "KPAR: Knowledge-aware path-based attentive recommender with interpretability" (PDF). ACM Transactions on Recommender Systems, 3(3), 1-23.{{cite
Knowledge_graph_embedding
Medical expert system
CADUCEUS was a medical expert system, an early type of recommender system - by Harry Pople of the University of Pittsburgh. Finished in the mid-1980s
CADUCEUS_(expert_system)
Limit to value of recommender systems
accuracy barrier is a concept in recommender systems referring to limits in the practical usefulness of accuracy-based evaluation metrics. It describes
Accuracy_barrier
Computer science research lab
Engineering at the University of Minnesota, Twin Cities specializing in recommender systems and online communities. GroupLens also works with mobile and ubiquitous
GroupLens_Research
Tracking system using transceivers on ships
The automatic identification system (AIS) is an automatic tracking system that uses transponders on ships and is used by vessel traffic services (VTS)
Automatic identification system
Automatic_identification_system
Philosophical study of knowledge
and limits of knowledge. Also called the theory of knowledge, it explores different types of knowledge, such as propositional knowledge about facts, practical
Epistemology
for a number of U.S.-based clients cooperating with the FBI, said that there was suspicion that criminals had used inside knowledge about the attacks to
September 11 attacks advance-knowledge conspiracy theories
September_11_attacks_advance-knowledge_conspiracy_theories
Overview of and topical guide to deep learning
computer vision, natural language processing, speech recognition, recommender systems, robotics, and generative artificial intelligence. A field of study
Outline_of_deep_learning
User interface type
often employing various recommender system techniques to adapt the behavior of an interface or an entire interactive system to individual user preferences
Intelligent_user_interface
Knowledge management and note-taking method
such as numbers and tags. It has often been used as a system of note-taking and personal knowledge management for research, study, and writing. In the 1980s
Zettelkasten
Process by which platform algorithms increase the reach of certain content
Representative on Freedom of the Media. The declaration stated that recommender systems and other AI-powered curation tools exert "a large hidden influence
Algorithmic_amplification
based on the individual user's needs. Guided selling systems are different from static Recommender systems in the way that statistical recommenders calculate
Guided_selling
Automatically generated taxonomy of research topics in the field of Computer Science
open-source python tool for automatically annotating documents with CSO. Recommender Systems. Computing the semantic similarity of documents. Extracting metadata
Computer_Science_Ontology
Interplay between observation, experiment, and theory in science
experiments or empirical observations based on those predictions. A hypothesis is a conjecture based on knowledge obtained while seeking answers to the
Scientific_method
Decision-making process
Knowledge-Based Decision-Making (KBDM) in management is a decision-making process that uses predetermined criteria to measure and ensure the optimal outcome
Knowledge-based decision making
Knowledge-based_decision_making
Health information technology
suggestions. The two main types of CDSS are knowledge-based systems and non-knowledge-based (machine learning–based) systems: An example of how a clinician might
Clinical decision support system
Clinical_decision_support_system
Israeli bibliographic services company
DigiTool: Digital asset management system bX: Scholarly article recommender service Verde: E system SFX: OpenURL link resolver software MetaDoor – The Open Metadata
Ex_Libris_Group
Measure used to restrict access by age
its footsteps. Some age estimation systems are based on the use of machine learning to estimate the user's age based on AI analysis of their behavior and
Age_verification
Concept in natural language processing
abstract representations from text, as it happens in text analysis, recommender systems, semantic search and chatbots. In all these fields, concepts relevant
Entity_linking
Subtask of information extraction
web applications, like topic-driven web crawlers, web services, recommender systems, etc. The development of terminology extraction is also essential
Terminology_extraction
Open catalog of scholarly papers, authors, institutions, venues, and concepts
analysis, bibliographic data analysis, recommender systems and benchmarks for RDF query processing and knowledge-graph-based language models. Singh Chawla, Dalmeet
OpenAlex
IT vendor company
Gravity Research & Development Zrt.) is an IT vendor specialized in recommender systems. Gravity was founded by members of the Netflix Prize team "Gravity"
Gravity_R&D
Computer scientist
transfer learning, concept drift, data-driven decision support systems, and recommender systems. From 2004 to 2006, she was associate professor, since 2007
Jie_Lu
Organizational development approach
Sociotechnical Systems, such as social networks and online marketplaces, as agents whose behaviour can be purposeful and adaptive. The behaviour of recommender systems
Sociotechnical_system
Colored belts signifying skill level
The Brazilian jiu-jitsu ranking system signifies a practitioner's increasing level of technical knowledge and practical skill within the art. Colored
Brazilian jiu-jitsu ranking system
Brazilian_jiu-jitsu_ranking_system
Type of database that uses vectors to represent other data
Nearest neighbor search – Optimization problem in computer science Recommender system – System to predict users' preferences "Vector database". learn.microsoft
Vector_database
Approach emphasizing the world-system as the primary unit of social analysis
separate sphere of knowledge." Many other scholars have contributed significant work in this "knowledge movement." World-systems theory traces emerged
World-systems_theory
System of multiple interacting agents
Hallucination (artificial intelligence) Human-based genetic algorithm Hybrid intelligent system Knowledge Query and Manipulation Language (KQML) Microbial
Multi-agent_system
Slovene computer scientist
applications in a variety of settings including commonsense reasoning, recommender systems, computational social science, and computational biology with an
Jure_Leskovec
Machine learning strategy
(2016). "Active Learning in Recommender Systems". In Ricci, Francesco; Rokach, Lior; Shapira, Bracha (eds.). Recommender Systems Handbook (PDF) (2 ed.). Springer
Active learning (machine learning)
Active_learning_(machine_learning)
UK research service in The Open University
their further manipulation. CORE Recommender, can link an institutional repository with the CORE service and recommends semantically related resources.
CORE_(research_service)
Definition of the units kg, A, K and mol
In 2019, four of the seven SI base units specified in the International System of Quantities were redefined in terms of natural physical constants, rather
2019_revision_of_the_SI
Indigenous and other traditional knowledge of local ecology
TEK into ecological management has been debated, as traditional knowledge is often based on long-term observation, cultural methods, and experiential learning
Traditional ecological knowledge
Traditional_ecological_knowledge
Item of metadata attached to a document
Recommender System". Philipp Scharpf; Ian Mackerracher; et al. (17 September 2019). "AnnoMathTeX - a formula identifier annotation recommender system
Annotation
AI customer service software company
Agent which autonomously handles common inquiries using a company's knowledge base, while a Copilot feature assists human agents with reply suggestions
Text_(company)
Expert system for bacterial infections
expert system shell ("essential MYCIN") for acquiring knowledge, reasoning with it, and explaining the results, without the specific medical knowledge. It
Mycin
Statistical technique for smoothing categorical data
several retrieval tasks such as language-model-based pseudo-relevance feedback and recommender systems. Bayesian average Prediction by partial matching
Additive_smoothing
Operating system for mobile devices
Android is an open-source operating system developed by Google. Android is based on a modified version of the Linux kernel and other free and open-source
Android_(operating_system)
Swiss computer scientist
"Trust-inspiring explanation interfaces for recommender systems" (with Li Chen), Knowledge-Based Systems (journal) 20(6), pp. 542–556, 2007. Representative
Pearl_Pu
Marketing strategy using data analysis to deliver individualized messages and products
information system Personal branding Real-time bidding Real-time data Real-time marketing Recommender system Relationship marketing Reputation system Surveillance
Personalized_marketing
Niklas (2019). "An Expertise Recommender System based on Data from an Institutional Repository (DiVA)". Connecting the Knowledge Commons — From Projects to
DiVA_(open_archive)
Series of Unix operating systems from IBM
including the IBM RS/6000 series and later Power and PowerPC-based systems, IBM System i, System/370 mainframes, PS/2 personal computers, and the Apple Network
IBM_AIX
Type of website edited collaboratively
limited to use within an organization for maintaining its internal knowledge base. The name derives from the first user-editable website called WikiWikiWeb
Wiki
Examining complex systems as a whole
"cybernetics: see system science."; "system science: —the systematized knowledge of systems" Donella Meadows, Thinking In Systems: A Primer Overview
Systems_thinking
Any algorithm which solves the search problem
optimization – Average solution cost is the same with any method Recommender system – System to predict users' preferences, also use statistical methods to
Search_algorithm
Specification of Object Management Group
Architecture-Driven Modernization Task Force recommended, and the Platform Technical Committee issued, the Knowledge Discovery Metamodel (KDM) RFP. The objective
Knowledge_Discovery_Metamodel
Type of information retrieval using LLMs
training data. For example, this enables LLM-based chatbots to access internal company data or generate responses based on authoritative sources. The technique
Retrieval-augmented generation
Retrieval-augmented_generation
American engineer and statistician (1900–1993)
included the System of Profound Knowledge and the 14 Points for Management. It also contained educational concepts involving group-based teaching without
W._Edwards_Deming
Interdisciplinary study of systems
specific to one domain of knowledge. It distinguishes dynamic or active systems from static or passive systems. Active systems are activity structures or
Systems_theory
Software projects developed at universities
(Georgia Tech) Moses – statistical machine translation system (Edinburgh) MovieLens – recommender-system research platform (Minnesota) Natural Language Toolkit
List of software developed at universities
List_of_software_developed_at_universities
Patterned series of interrelationships existing between people, groups, and institutions
sociologist and social systems theorist who laid the foundations of modern social system thought. He based his definition of a "social system" on the mass network
Social_system
Online database of digital resources
libraries offering recommender systems are IEEE Xplore, Europeana, and GESIS Sowiport. The recommender systems work mostly based on content-based filtering but
Digital_library
ISO standard unique string identifier for a digital object
but in the DOI system it must be declared as part of the metadata that is associated with a DOI name, using a data dictionary based on the indecs Content
Digital_object_identifier
Application of computation to the activities of journalism
(NLP, NLG, vision, audition), visualization, personalization and recommender systems as well as aspects of social computing and information science. The
Computational_journalism
Operating system based on the Linux kernel
Linux Standard Base, which defines a common ABI and packaging system for Linux, and the Filesystem Hierarchy Standard which recommends a standard file
Linux_distribution
High level structures of a software system
developers and architects, evaluating the designs of similar systems, sharing knowledge with other designers and stakeholders, and documenting experience
Software_architecture
Artificial intelligence software company
film, television, dining, nightlife, fashion, books, and travel. The recommender system uses AI to predict correlations for further applications. Qloo was
Qloo
Study of the nature of systems
systems in the observable world, together with the application of this knowledge to the design of man-made systems". Peter Checkland. 1981. Systems Thinking
Systems_science
Computer program used to provide artificial intelligence
those rules as the system responds to states of the world.[citation needed] Those rules, termed productions, are a basic knowledge representation found
Production system (computer science)
Production_system_(computer_science)
Multi-institutional research centre based in Australia
level of curation. This project aims to develop a next generation recommender system that enables equitable allocation of constrained resources. The project
ARC Centre of Excellence for Automated Decision-Making and Society
ARC_Centre_of_Excellence_for_Automated_Decision-Making_and_Society
Business Capability Management
leverage knowledge; in this view, companies compete through their capacity to generate and apply knowledge. Firms are understood to compete based on technical
Capability management in business
Capability_management_in_business
Journal management and publishing system
journals, created by the Public Knowledge Project, and released under the GNU General Public License. Open Journal Systems (OJS) was conceived to facilitate
Open_Journal_Systems
Finding information for an information need
order within each category): Digital libraries Information filtering Recommender systems Media search Blog search Image retrieval 3D retrieval Music retrieval
Information_retrieval
Canadian academic
principal developer of the clinical expert system MYCIN, one of the first rule-based artificial intelligence expert systems, which obtained clinical data interactively
Edward_H._Shortliffe
Feature of some statistical distributions
smaller niches. Not all recommender systems are equal, however, when it comes to expanding the long tail. Some recommenders (i.e. certain collaborative
Long_tail
Control loop feedback mechanism
the magnitude of the error. This provides immediate correction based on how far the system is from the desired setpoint. The integral (I) component, in
PID_controller
Organised collection of documents
systems and records management systems. Electronic document management systems emerged in the 1980s as organisations sought to digitise paper-based records
Document_management_system
Hong Kong computer scientist
for his contributions to machine learning, social computing, and recommender systems. King is a professor in the Department of Computer Science and Engineering
Irwin_King
Interrelated entities that form a whole
(1969). Approach to General Systems Theory, 1969. Rubanov, Vladimir (2022). I see the meaning. The Semantic Topology Knowledge Base. Atlas of Conceptual Models
System
Recommendation website
2007 that offered product recommendation, through its proprietary website, based on users' interest. Hunch launched its website in June 2009. In November
Hunch_(website)
An OpenURL knowledge base is an extensive database containing information about electronic resources such as electronic journals or ebooks and their availability
OpenURL_knowledge_base
Analysis of continuous, rapid data
algorithms (classification, regression, clustering, outlier detection and recommender systems). Also, it contains a prequential evaluation method, the EDDM concept
Data_stream_mining
Grouping a set of objects by similarity
reduces visual clutter and improves rendering performance. Recommender Systems Recommender systems use clustering to predict a user's unknown preferences
Cluster_analysis
Shadow library search engine
options with browser verification to prevent abuse by bots. A waitlist-based system allows free users to access somewhat faster servers by limiting the number
Anna's_Archive
Interdisciplinary field of engineering
organize the systems engineering body of knowledge. The individual outcome of such efforts, an engineered system, can be defined as a combination of components
Systems_engineering
Spoken alerts for vehicle pilots
flight crews of the Convair B-58 Hustler on the plane's magnetic tape-based warning system. Erica Lane – her voice can be heard in the General Dynamics F-16
Voice_warning_system
Process of reducing the number of random variables under consideration
Mohamed (2015). "CloudID: Trustworthy cloud-based and cross-enterprise biometric identification". Expert Systems with Applications. 42 (21): 7905–7916. doi:10
Dimensionality_reduction
System that supports business decisions
being used to provide information and contribute to knowledge. A computer information system is a system, which consists of people and computers that process
Information_system
Group intelligence that emerges from collective efforts
intelligence is important for democratization, as it is interlinked with knowledge-based culture and sustained by collective idea sharing, and thus contributes
Collective_intelligence
System of ownership, production and exchange
based on market-oriented mixed economies. An economic system can be considered a part of the social system and hierarchically equal to the law system
Economic_system
Reference in scholarly work to past work
Stefan; Breitinger, Corinna (1 November 2016). "Research-paper recommender systems: a literature survey". International Journal on Digital Libraries
Scientific_citation
Intelligence of machines
autonomous cars) can reduce it. YouTube, Facebook and others use recommender systems to guide users to more content. These AI programs were given the
Artificial_intelligence
Angola have 6 tiers and are given based on student's performance. The grading system employed throughout Kenya differs based on the level of institution. The
Grading_systems_by_country
KNOWLEDGE BASED-RECOMMENDER-SYSTEM
KNOWLEDGE BASED-RECOMMENDER-SYSTEM
Boy/Male
Arabic, Australian
Smiling
Girl/Female
Arabic, Muslim, Sindhi
Intercessor; One who Recommends
Girl/Female
British, English
Based
Girl/Female
Tamil
Budhipriya | பà¯à®¤à¯€à®ªà¯à®°à®¿à®¯à®¾
Knowledge
Budhipriya | பà¯à®¤à¯€à®ªà¯à®°à®¿à®¯à®¾
Girl/Female
Indian
One who recommends
Boy/Male
Afghan, African, Arabic, Australian, Chinese, Greek, Indian, Muslim
Brave
Boy/Male
Arabic, French, Hindu, Indian, Marathi, Muslim, Sindhi
Joy; Solved; Based
Girl/Female
Tamil
Knowledge
Boy/Male
Tamil
Prabodhan | பà¯à®°à®ªà¯‹à®¤à®¨
Knowledge
Prabodhan | பà¯à®°à®ªà¯‹à®¤à®¨
Boy/Male
Muslim
Smiling
Boy/Male
Muslim/Islamic
Brave
Boy/Male
Arabic, Muslim
He who is Recommended
Girl/Female
Tamil
Bindhya | பீநà¯à®¤à¯à®¯à®¾
Knowledge
Bindhya | பீநà¯à®¤à¯à®¯à®¾
Boy/Male
Muslim/Islamic
Smiling
Girl/Female
Muslim
One who recommends
Girl/Female
Tamil
Chitkala | சிதà¯à®•à®²à®¾
Knowledge
Chitkala | சிதà¯à®•à®²à®¾
Male
Egyptian
, the father of Hor-imhotep.
Boy/Male
Hindu, Indian, Punjabi, Sikh
True Knowlege; Lord Brahma; Having the True Knowledge
Boy/Male
Tamil
Knowledge
Girl/Female
Tamil
Knowledge
KNOWLEDGE BASED-RECOMMENDER-SYSTEM
KNOWLEDGE BASED-RECOMMENDER-SYSTEM
Boy/Male
Hindu
Praising
Girl/Female
English
Feminine manly.
Boy/Male
Tamil
Nityagopal | நிதà¯à®¯à®•à¯‹à®ªà®¾à®²Â
Constant
Surname or Lastname
English
English : patronymic from a short form of the personal name Cuthbert.Probably an Americanized spelling of German Kotz or German and Jewish Katz.
Female
Finnish
Finnish and Swedish form of German Heilwig, HILLEVI means "healthy battle maid."
Male
Polish
Polish form of Old High German Sigmund, ZYGMUNT means "victory-protection."
Male
Italian
Italian form of Latin Cosmo, COSIMO means "order, beauty."
Girl/Female
Christian & English(British/American/Australian)
First Rose
Boy/Male
American, Australian, British, Chinese, Christian, English, Irish
Little Raven; Prince; Variant of Brendan
Boy/Male
Muslim/Islamic
Servant of the Most Holy
KNOWLEDGE BASED-RECOMMENDER-SYSTEM
KNOWLEDGE BASED-RECOMMENDER-SYSTEM
KNOWLEDGE BASED-RECOMMENDER-SYSTEM
KNOWLEDGE BASED-RECOMMENDER-SYSTEM
KNOWLEDGE BASED-RECOMMENDER-SYSTEM
v. i.
That familiarity which is gained by actual experience; practical skill; as, a knowledge of life.
a.
Reduced; lowered; restrained; as, to speak with bated breath.
n.
Knowledge of one's self, or of one's own character, powers, limitations, etc.
v. i.
Scope of information; cognizance; notice; as, it has not come to my knowledge.
a.
Alloyed with inferior metal; debased; as, base coin; base bullion.
v. t.
To own with gratitude or as a benefit or an obligation; as, to acknowledge a favor, the receipt of a letter.
a.
Having a base, or having as a base; supported; as, broad-based.
n.
One who recommends.
imp. & p. p.
of Recommend
imp. & p. p.
of Base
n.
A pie; baked food.
p. pr. & vb. n.
of Recommend
v. i.
Sexual intercourse; -- usually preceded by carnal; as, carnal knowledge.
v. t.
To acknowledge.
a.
Not held by honorable service; as, a base estate, one held by services not honorable; held by villenage. Such a tenure is called base, or low, and the tenant, a base tenant.
v. t.
To commend to the favorable notice of another; to commit to another's care, confidence, or acceptance, with favoring representations; to put in a favorable light before any one; to bestow commendation on; as, he recommended resting the mind and exercising the body.
n.
Wearing, or protected by, bases.
n.
A rustic play; -- called also prisoner's base, prison base, or bars.
v. t.
To of or admit the knowledge of; to recognize as a fact or truth; to declare one's belief in; as, to acknowledge the being of a God.
a.
Morally low. Hence: Low-minded; unworthy; without dignity of sentiment; ignoble; mean; illiberal; menial; as, a base fellow; base motives; base occupations.