recommenders
People who advocate
Recommenders are people or systems that suggest options based on preferences or needs.
A friend who tells you what to watch is a recommender; so is the algorithm that populates your streaming queue.
The term appears frequently in tech contexts: The recommender showed me movies similar to ones I'd liked.
Recommender systems power much of online shopping and content discovery.
Formal declarations of support
- proposalsFormal offers or plans
- adviceGuidance on decisions
- guidanceAdvice for decisions
- picksSelections from options
selections · preferences · favorites · nominations · personalized picks · for you
Tailoring to individual needs
- filter bubbleAlgorithm-created information isolation
- user engagementActive audience participation
- context-awareResponsive to surrounding conditions
- batch processingRunning queued jobs automatically
Subscription streaming service
- SpotifyMusic streaming platform
- AmazonGreek warrior women
- YouTubeVideo-sharing website
- e-commerceInternet-based buying and selling
streaming services · social media · dating apps · music discovery · ad targeting · search results · content curation
Evaluative scores assigned
- reviewsPublished critical assessments
- demographic dataInformation about population characteristics
- feedback loopsSelf-modifying response cycles
- training dataInput for machine learning
Most proximate data points
- deep learningLayered neural network methods
- neural networksLayered computational learning systems
- decision treesBranching predictive model structures
- reinforcement learningTraining through reward signals
endorsements
Formal declarations of support
picks · selections · preferences · favorites · nominations · personalized picks · for you
personalization
Tailoring to individual needs
- filter bubbleAlgorithm-created information isolation
- user engagementActive audience participation
- context-awareResponsive to surrounding conditions
batch processing · A/B testing · serendipity · explainability · scalability
Netflix
Subscription streaming service
e-commerce · streaming services · social media · dating apps · music discovery · ad targeting · search results · content curation
ratings
Evaluative scores assigned
- reviewsPublished critical assessments
- demographic dataInformation about population characteristics
- feedback loopsSelf-modifying response cycles
nearest neighbors
Most proximate data points
- deep learningLayered neural network methods
- neural networksLayered computational learning systems
- decision treesBranching predictive model structures
- endorserscelebrity endorsers, brand ambassadors, spokespeople, pitchmen, influencers
recommendersdetractors
People who criticize
critics · disparagers · denouncers · opponents · condemners
recommendersopponents
Those who compete against
objectors · dissuaders · discouragers · blockers · opposers
- dentist recommended
- recommended for you
- not recommendedAdvised against choosing
- recommended readingEndorsed materials for study
- recommended doseAdvised quantity to take
- recommended intakeSuggested consumption level