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Recommender system

Index Recommender system

A recommender system or a recommendation system (sometimes replacing "system" with a synonym such as platform or engine) is a subclass of information filtering system that seeks to predict the "rating" or "preference" a user would give to an item. [1]

151 relations: ACM Software System Award, Adaptive website, Additive smoothing, AlterGeo, Amazon Neptune, ApexKB, BBC iPlayer, Bipartite network projection, Bookish, Cluster analysis, Cold start (computing), Collaborative filtering, Collaborative intelligence, Collaborative search engine, Collective intelligence, Computational journalism, Computational social choice, COnnecting REpositories, Content curation, Content discovery platform, Convolutional neural network, Critical Metrics, Daily Me, David Maher Roberts, Digital footprint, Digital library, Doreso, Easyrec, Electronic program guide, Everyone's a Critic, Expertise finding, Exxset, Factor analysis, FantLab, Filter bubble, Firefly (website), First-time user experience, Flipora, Foursquare, Garrett Camp, Gary Robinson, Gravity R&D, GroupLens Research, Guided selling, Heeii, Human trafficking in Malta, Hunch (website), Hypergraph, IAuthor, IHeartRadio, ..., Implicit data collection, Incentive-centered design, Information filtering system, Information retrieval applications, International Conference on User Modeling, Adaptation, and Personalization, International Council for Game and Wildlife Conservation (CIC), Item-item collaborative filtering, ITunes Ping, Jack Jia, Jinni (search engine), John T. Riedl, Jorge Nocedal, Jubatus, Ken Goldberg, Knowledge Engineering and Machine Learning Group, Knowledge-based recommender system, Last.fm, Learning to rank, Location-based recommendation, Locker (software), Loomia, Loren Terveen, Low-rank approximation, Machine learning, Massive Online Analysis, Matrix factorization (recommender systems), Messaging spam, Models of collaborative tagging, Movie Genome, MovieLens, Moviepilot, Mperience, Multimodal sentiment analysis, Music informatics, Music information retrieval, Nearest neighbor search, Ness Computing, Nivio Ziviani, Non-negative matrix factorization, Optimizely, Orange (software), Outline of machine learning, Pandora Radio, Paul Resnick, Peeple (mobile application), Penny Arcade, Perception management, Personalised television, Personalization, Personalized marketing, Personalized search, PoolParty Semantic Suite, Precision agriculture, Preference elicitation, Preference learning, Privacy concerns with social networking services, Product finder, Qloo, Rating site, Readgeek, Recommendation, Recommender system, Reputation system, Restricted Boltzmann machine, Reza Zadeh, Scarab Research, Search algorithm, Sentiment analysis, Session (web analytics), Similarity learning, SimRank, Singular-value decomposition, Smart mob, Social data revolution, Social media mining, Social navigation, Songza, Star (classification), Statistical classification, Steven Snyder, Strands Recommender, STV (TV channel), Tank Top TV, Terminology extraction, The Filter, Timothy Jurka, Toutiao, TV Genius, Types of artificial neural networks, University of Michigan School of Information, User modeling, User profile, User-generated content, Vlingo, Wiki-Watch, WinnowTag, Yandex Launcher, Yandex Zen, Youth travel, 2000s in the music industry, 2010s. Expand index (101 more) »

ACM Software System Award

The ACM Software System Award is an annual award that honors people or an organization "for developing a software system that has had a lasting influence, reflected in contributions to concepts, in commercial acceptance, or both".

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Adaptive website

An adaptive website is a website that builds a model of user activity and modifies the information and/or presentation of information to the user in order to better address the user's needs.

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Additive smoothing

In statistics, additive smoothing, also called Laplace smoothing (not to be confused with Laplacian smoothing), or Lidstone smoothing, is a technique used to smooth categorical data.

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AlterGeo

AlterGeo, formerly known as Wi2Geo, is a Russian IT company specializing in the development of a global hybrid positioning system which combines Wi-Fi, WiMAX, GSM, GPS, LTE, IP address and network environment approaches.

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Amazon Neptune

Amazon Neptune is a fully managed graph database product by Amazon.com.

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ApexKB

ApexKB (formerly Jumper 2.0), is an open source script for collaborative search and knowledge management powered by a shared enterprise bookmarking engine that is a fork of KnowledgebasePublisher.

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BBC iPlayer

BBC iPlayer is an internet streaming, catchup, television and radio service from the BBC.

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Bipartite network projection

Bipartite network projection is an extensively used method for compressing information about bipartite networks.

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Bookish

Bookish.com is a content discovery and ecommerce website devoted to books which launched in February 2013.

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Cluster analysis

Cluster analysis or clustering is the task of grouping a set of objects in such a way that objects in the same group (called a cluster) are more similar (in some sense) to each other than to those in other groups (clusters).

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Cold start (computing)

Cold start is a potential problem in computer-based information systems which involve a degree of automated data modelling.

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Collaborative filtering

Collaborative filtering (CF) is a technique used by recommender systems.

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Collaborative intelligence

Collaborative intelligence characterizes multi-agent, distributed systems where each agent, human or machine, is uniquely positioned, with autonomy to contribute to a problem-solving network.

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Collaborative search engine

Collaborative search engines (CSE) are Web search engines and enterprise searches within company intranets that let users combine their efforts in information retrieval (IR) activities, share information resources collaboratively using knowledge tags, and allow experts to guide less experienced people through their searches.

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Collective intelligence

Collective intelligence (CI) is shared or group intelligence that emerges from the collaboration, collective efforts, and competition of many individuals and appears in consensus decision making.

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Computational journalism

Computational Journalism can be defined as the application of computation to the activities of journalism such as information gathering, organization, sensemaking, communication and dissemination of news information, while upholding values of journalism such as accuracy and verifiability.

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Computational social choice

Computational social choice is a field at the intersection of social choice theory, theoretical computer science, and the analysis of multi-agent systems.

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COnnecting REpositories

CORE (COnnecting REpositories) is a service provided by the Knowledge Media Institute (KMi), based at The Open University, United Kingdom.

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Content curation

Content curation is the process of gathering information relevant to a particular topic or area of interest.

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Content discovery platform

A content discovery platform is an implemented software recommendation platform which uses recommender system tools.

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Convolutional neural network

In machine learning, a convolutional neural network (CNN, or ConvNet) is a class of deep, feed-forward artificial neural networks, most commonly applied to analyzing visual imagery.

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Critical Metrics

Critical Metrics was a web-based music recommendation service.

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Daily Me

The Daily Me is a term popularized by MIT Media Lab founder Nicholas Negroponte to describe a virtual daily newspaper customized for an individual's tastes.

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David Maher Roberts

David Maher Roberts is a previous CEO at The Filter, a Bath-based technology company that provides recommendations for digital content providers.

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Digital footprint

Digital footprint or digital shadow refers to one's unique set of traceable digital activities, actions, contributions and communications that are manifested on the Internet or on digital devices.

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Digital library

A digital library, digital repository, or digital collection, is an online database of digital objects that can include text, still images, audio, video, or other digital media formats.

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Doreso

Doreso, also called Music Radar (音乐雷达), is an automatic content recognition (ACR) company specialized in music discovery and social TV recognition service for the second screen.

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Easyrec

easyrec is an open-source program that provides personalized recommendations using RESTful Web services to be integrated into Web enabled applications.

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Electronic program guide

Electronic program guides (EPGs) and interactive program guides (IPGs) are menu-based systems that provide users of television, radio and other media applications with continuously updated menus displaying broadcast programming (TV listings in the UK) or scheduling information for current and upcoming programming.

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Everyone's a Critic

Everyone's a Critic (EaC) was a film community website.

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Expertise finding

Expertise finding is the use of tools for finding and assessing individual expertise, with particular focus on scientific expertise.

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Exxset

ExxSet is an invitation only referral and recommendation platform for professionals.

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Factor analysis

Factor analysis is a statistical method used to describe variability among observed, correlated variables in terms of a potentially lower number of unobserved variables called factors.

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FantLab

Laboratoria Fantastiki, or FantLab (Лаборатория фантастики, "speculative fiction laboratory"), is a Russian website dedicated to science fiction and fantasy literature.

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Filter bubble

A filter bubble is a state of intellectual isolation Technopedia,, Retrieved October 10, 2017, "....A filter bubble is the intellectual isolation that can occur when websites make use of algorithms to selectively assume the information a user would want to see, and then give information to the user according to this assumption...

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Firefly (website)

Firefly.com (1995–1999) was a community website featuring collaborative filtering.

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First-time user experience

In computer science, a first-time user experience (FTUE) refers to the initial stages of using a piece of software.

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Flipora

Flipora is a personalized content recommendation service that recommends web content to users based on their interests and web activity.

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Foursquare

Foursquare is a local search-and-discovery service mobile app which provides search results for its users.

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Garrett Camp

Garrett Camp (born October 4, 1978) is a Canadian businessman and investor.

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Gary Robinson

Gary Robinson is an American software engineer and mathematician and inventor notable for his mathematical algorithms to fight spam.

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Gravity R&D

Gravity R&D (full name: Gravity Research & Development Zrt.) is an IT vendor specialized in recommender systems.

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GroupLens Research

GroupLens Research is a human–computer interaction research lab in the Department of Computer Science and Engineering at the University of Minnesota, Twin Cities specializing in recommender systems and online communities.

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Guided selling

Guided selling is a process that helps potential buyers of products or services to choose the product best fulfilling their needs and hopefully guides the buyer to buy.

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Heeii

Heeii, formerly known as Elkoog B.V., is a company based in Groningen, Netherlands that provides a recommendation service for web browsers by means of a plug-in.

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Human trafficking in Malta

Malta is a destination country for European women subjected to trafficking in persons, specifically forced prostitution.

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Hunch (website)

Hunch was a company founded in 2007 that developed a collective intelligence recommender system that used decision trees to make decisions based on users' interest.

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Hypergraph

In mathematics, a hypergraph is a generalization of a graph in which an edge can join any number of vertices.

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IAuthor

iAuthor is a London-based tech startup and online book community which launched in July 2013.

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IHeartRadio

iHeartRadio is a free broadcast and internet radio platform owned by iHeartMedia, Inc.

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Implicit data collection

Implicit data collection is used in human–computer interaction to gather data about the user in an implicit, non-invasive way.

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Incentive-centered design

Incentive-centered design (ICD) is the science of designing a system or institution according to the alignment of individual and user incentives with the goals of the system.

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Information filtering system

An information filtering system is a system that removes redundant or unwanted information from an information stream using (semi)automated or computerized methods prior to presentation to a human user.

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Information retrieval applications

Areas where information retrieval techniques are employed include (the entries are in alphabetical order within each category).

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International Conference on User Modeling, Adaptation, and Personalization

The International Conference on User Modeling, Adaptation, and Personalization (UMAP) is the oldest international conference for researchers and practitioners working on various kinds of user-adaptive computer systems such as Adaptive hypermedia systems, Recommender systems, Adaptive websites, Adaptive learning, Personalized learning and Intelligent tutoring systems and Personalized search systems.

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International Council for Game and Wildlife Conservation (CIC)

The International Council for Game and Wildlife Conservation (CIC) (French: Conseil International de la Chasse et de la Conservation du Gibier, German: Internationaler Rat zur Erhaltung des Wildes und der Jagd) is a politically independent not-for-profit advisory body, aiming to preserve wildlife through the promotion of sustainable use of wildlife resources.

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Item-item collaborative filtering

Item-item collaborative filtering, or item-based, or item-to-item, is a form of collaborative filtering for recommender systems based on the similarity between items calculated using people's ratings of those items.

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ITunes Ping

iTunes Ping, or simply Ping, was a software-based, music-oriented social networking and recommender system service developed and operated by Apple Inc. It was announced and launched on September 1, 2010, as part of the tenth major release of iTunes.

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Jack Jia

Jack Jia founded Trusper, an app for sharing and browsing tips about daily life, in January 2012, Baynote, a Recommender system, in Nov.

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Jinni (search engine)

Jinni is a search engine and recommendation engine for movies, TV shows and short films.

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John T. Riedl

John Thomas Riedl (January 16, 1962 – July 15, 2013) was an American computer scientist and the McKnight Distinguished Professor at the University of Minnesota.

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Jorge Nocedal

Jorge Nocedal (born 1952) is an applied mathematician and computer scientist, and the Walter P. Murphy professor in the Industrial Engineering and Management Sciences department in the McCormick School of Engineering at Northwestern University in Evanston, Illinois.

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Jubatus

Jubatus is an open source online machine learning and distributed computing framework that is developed at Nippon Telegraph and Telephone and Preferred Infrastructure.

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Ken Goldberg

Kenneth Y. Goldberg (born 1961) is an American artist, writer, inventor, and researcher in the field of robotics and automation.

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Knowledge Engineering and Machine Learning Group

The is a research group belonging to the Technical University of Catalonia (UPC) – Barcelona'''Tech'''.

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Knowledge-based recommender system

Knowledge-based recommender systems (knowledge based recommenders) are a specific type of recommender system that are based on explicit knowledge about the item assortment, user preferences, and recommendation criteria (i.e., which item should be recommended in which context).

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Last.fm

Last.fm is a music website, founded in the United Kingdom in 2002.

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Learning to rank

Learning to rank.

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Location-based recommendation

Location-based recommendation is a recommender system that incorporates location information, such as that from a mobile device, into algorithms to attempt to provide more-relevant recommendations to users.

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Locker (software)

The Locker project was an open source software project for users to record that was called a "digital wake": the sites they visit, the purchases they make, and other activities.

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Loomia

Loomia was an Internet technology company based in San Francisco, California in the United States.

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Loren Terveen

Loren Terveen is an American computer scientist and the president of Association for Computing Machinery's SIGCHI professional group.

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Low-rank approximation

In mathematics, low-rank approximation is a minimization problem, in which the cost function measures the fit between a given matrix (the data) and an approximating matrix (the optimization variable), subject to a constraint that the approximating matrix has reduced rank.

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Machine learning

Machine learning is a subset of artificial intelligence in the field of computer science that often uses statistical techniques to give computers the ability to "learn" (i.e., progressively improve performance on a specific task) with data, without being explicitly programmed.

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Massive Online Analysis

Massive Online Analysis (MOA) is a free open-source software project specific for data stream mining with concept drift.

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Matrix factorization (recommender systems)

Matrix factorization is a class of collaborative filtering algorithms used in recommender systems.

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Messaging spam

Messaging spam, sometimes called SPIM, is a type of spam targeting users of instant messaging (IM) services, SMS, or private messages within websites.

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Models of collaborative tagging

It has been argued that social tagging or collaborative tagging systems can provide navigational cues or "way-finders" for other users to explore information.

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Movie Genome

The Movie Genome is an approach to indexing movies based on attributes in order to create movie catalogs with extensive, detailed data about each title.

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MovieLens

MovieLens is a web-based recommender system and virtual community that recommends movies for its users to watch, based on their film preferences using collaborative filtering of members' movie ratings and movie reviews.

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Moviepilot

Moviepilot (stylized Movie Pilot) is a fan-centric online magazine covering the film industry.

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Mperience

Mperience is a social media platform about cinema, literature and art (painting, sculpture, photography, and architecture).

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Multimodal sentiment analysis

Multimodal sentiment analysis is a new dimension of the traditional text-based sentiment analysis, which goes beyond the analysis of texts, and includes other modalities such as audio and visual data.

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Music informatics

Music informatics is an emerging interdisciplinary research area dealing with the production, distribution, consumption, and analysis of music through technology (especially in digital formats).

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Music information retrieval

Music information retrieval (MIR) is the interdisciplinary science of retrieving information from music.

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Nearest neighbor search

Nearest neighbor search (NNS), as a form of proximity search, is the optimization problem of finding the point in a given set that is closest (or most similar) to a given point.

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Ness Computing

Ness Computing was a personal search company.

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Nivio Ziviani

Nivio Ziviani, a Brazilian researcher born in the city of Belo Horizonte on August 27, 1946, holds a bachelor's degree in Mechanical Engineering from the Federal University of Minas Gerais, 1971, a master's degree in Informatics from the Pontifical Catholic University of Rio de Janeiro, 1976, and a Ph.D. degree in Computer Science from the University of Waterloo, 1982.

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Non-negative matrix factorization

Non-negative matrix factorization (NMF or NNMF), also non-negative matrix approximation is a group of algorithms in multivariate analysis and linear algebra where a matrix is factorized into (usually) two matrices and, with the property that all three matrices have no negative elements.

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Optimizely

Optimizely is an American company that makes customer experience optimization software for other companies.

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Orange (software)

Orange is an open-source data visualization, machine learning and data mining toolkit.

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Outline of machine learning

The following outline is provided as an overview of and topical guide to machine learning: Machine learning – subfield of computer sciencehttp://www.britannica.com/EBchecked/topic/1116194/machine-learning (more particularly soft computing) that evolved from the study of pattern recognition and computational learning theory in artificial intelligence.

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Pandora Radio

Pandora Radio (also known as Pandora Internet Radio or simply Pandora) is a music streaming and automated music recommendation internet radio service powered by the Music Genome Project.

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Paul Resnick

Paul Resnick is Michael D. Cohen Collegiate Professor of Information and Associate Dean for Research and Faculty Affairs at the School of Information at the University of Michigan.

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Peeple (mobile application)

Peeple is a mobile application that allows people to leave recommendations for other people based on professional, personal, and romantic relationships.

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Penny Arcade

Penny Arcade is a webcomic focused on video games and video game culture, written by Jerry Holkins and illustrated by Mike Krahulik.

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Perception management

Perception management is a term originated by the US military.

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Personalised television

Personalised TV is service for interactive television technology.

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Personalization

Personalization, broadly known as customization, consists of tailoring a service or a product to accommodate specific individuals, sometimes tied to groups or segments of individuals.

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Personalized marketing

Personalized marketing, or one-to-one marketing, individual marketing is a marketing strategy by which companies leverage data analysis and digital technology to deliver individualized messages and product offerings to current or prospective customers.

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Personalized search

Personalized search refers to web search experiences that are tailored specifically to an individual's interests by incorporating information about the individual beyond specific query provided.

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PoolParty Semantic Suite

The PoolParty Semantic Suite is a technology platform provided by the Semantic Web Company.

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Precision agriculture

Precision agriculture (PA), satellite farming or site specific crop management (SSCM) is a farming management concept based on observing, measuring and responding to inter and intra-field variability in crops.

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Preference elicitation

Preference elicitation refers to the problem of developing a decision support system capable of generating recommendations to a user, thus assisting in decision making.

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Preference learning

Preference learning is a subfield in machine learning in which the goal is to learn a predictive preference model from observed preference information.

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Privacy concerns with social networking services

Since the arrival of early social networking sites in the early 2000s, online social networking platforms have expanded exponentially, with the biggest names in social media in the mid-2010s being Facebook, Instagram, Twitter and SnapChat.

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Product finder

Product finders are information systems that help consumers to identify products within a large palette of similar alternative products.

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Qloo

Qloo (pronounced "clue") is a company that uses artificial intelligence (AI) to understand taste and cultural correlations.

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Rating site

A rating site (less commonly, a rate-me site) is a website designed for users to vote on or rate people, content, or other things.

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Readgeek

Readgeek is an online book recommendations engine and social cataloging service launched in December 2010.

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Recommendation

recommendation may refer to.

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Recommender system

A recommender system or a recommendation system (sometimes replacing "system" with a synonym such as platform or engine) is a subclass of information filtering system that seeks to predict the "rating" or "preference" a user would give to an item.

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Reputation system

Reputation systems are programs that allow users to rate each other in online communities in order to build trust through reputation.

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Restricted Boltzmann machine

A restricted Boltzmann machine (RBM) is a generative stochastic artificial neural network that can learn a probability distribution over its set of inputs.

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Reza Zadeh

Reza Zadeh is a Canadian-Iranian Computer Scientist working on Machine Learning.

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Scarab Research

Scarab Research is research and development company specialized in recommender systems and machine learning.

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Search algorithm

In computer science, a search algorithm is any algorithm which solves the search problem, namely, to retrieve information stored within some data structure, or calculated in the search space of a problem domain.

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Sentiment analysis

Opinion mining (sometimes known as sentiment analysis or emotion AI) refers to the use of natural language processing, text analysis, computational linguistics, and biometrics to systematically identify, extract, quantify, and study affective states and subjective information.

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Session (web analytics)

In web analytics, a session, or visit is a unit of measurement of a user's actions taken within a period of time or with regard to completion of a task.

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Similarity learning

Similarity learning is an area of supervised machine learning in artificial intelligence.

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SimRank

SimRank is a general similarity measure, based on a simple and intuitive graph-theoretic model.

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Singular-value decomposition

In linear algebra, the singular-value decomposition (SVD) is a factorization of a real or complex matrix.

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Smart mob

A smart mob is a group whose coordination and communication abilities have been empowered by digital communication technologies.

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Social data revolution

The social data revolution is the shift in human communication patterns towards increased personal information sharing and its related implications, made possible by the rise of social networks in the early 2000s.

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Social media mining

Social media mining is the process of representing, analyzing, and extracting actionable patterns and trends from raw social media data.

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Social navigation

Social navigation is a form of social computing introduced by Dourish and Chalmers in 1994.

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Songza

Songza was a free music streaming and recommendation service for Internet users in the United States and Canada.

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Star (classification)

Stars are often used as symbols for ratings.

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Statistical classification

In machine learning and statistics, classification is the problem of identifying to which of a set of categories (sub-populations) a new observation belongs, on the basis of a training set of data containing observations (or instances) whose category membership is known.

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Steven Snyder

Steven Snyder (born 22 November 1954) is a notable figure in high technology management.

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Strands Recommender

Strands Recommender is an SaaS plug-and-play recommendation engine that can be installed by eCommerce and content websites.

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STV (TV channel)

STV is a television channel serving Scotland.

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Tank Top TV

Tank Top TV was a website providing personalized programme listings and recommendations for online TV and movies in the United Kingdom.

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Terminology extraction

Terminology extraction (also known as term extraction, glossary extraction, term recognition, or terminology mining) is a subtask of information extraction.

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The Filter

The Filter is a company providing a personalised recommendation engine, personalisation and merchandising for online retailers and providers of digital content.

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Timothy Jurka

Timothy Paul Jurka (born September 21, 1988) is a Polish-American computer scientist and political scientist.

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Toutiao

Toutiao or Jinri Toutiao is a Beijing-based news and information content platform.

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TV Genius

TV Genius was a United Kingdom-based software company that specialized in TV search engines, TV recommendation engines, and EPG development.

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Types of artificial neural networks

There are many types of artificial neural networks (ANN).

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University of Michigan School of Information

The University of Michigan School of Information (UMSI) or iSchool in Ann Arbor is a graduate school offering baccalaureate, magisterial, and doctoral degrees in informatics and information science.

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User modeling

User modeling is the subdivision of human–computer interaction which describes the process of building up and modifying a conceptual understanding of the user.

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User profile

A user profile is a visual display of personal data associated with a specific user, or a customized desktop environment.

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User-generated content

User-generated content (UGC), alternatively known as user-created content (UCC), is any form of content created by users of a system or service and made available publicly on that system.

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Vlingo

Vlingo was a speech recognition software company co-founded by speech-to-text pioneers Mike Phillips (later co-founder and CEO of Sense Labs, Inc) and John Nguyen in 2006.

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Wiki-Watch

Wiki-Watch, formally known as Arbeitsstelle Wiki-Watch im „Studien- und Forschungsschwerpunkt Medienrecht“ der Juristischen Fakultät der Europa-Universität Viadrina (English: Wiki-Watch Project at the "Study and Research Centre on Media Law" from the Faculty of Law at Viadrina European University) is a German university project for transparency of Wikipedia and Wikipedia articles, aimed especially at media professionals.

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WinnowTag

winnowTag is a web-based recommender system and news aggregator in which a person tags example items as belonging to a topic, thus training statistical text classification software to find more items on that same topic.

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Yandex Launcher

Yandex Launcher (Я́ндекс.Ло́нчер) is a free GUI for organizing the workspace on Android smartphones.

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Yandex Zen

Yandex Zen (Я́ндекс.Дзен) is a personal recommendations service created by Yandex that uses machine learning technology.

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Youth travel

Youth Travel is defined as independent trips of less than one year by people aged 15–30.

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2000s in the music industry

In the first decade of the 21st century, the rise of computers as the primary means to record, distribute, store, and play music caused widespread economic changes in the music industry, fundamentally changing the relationships between artists, record companies, promoters, retail music stores, the technology industry, and consumers.

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2010s

The 2010s (pronounced "twenty-tens" or "two thousand (and) tens").

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Redirects here:

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References

[1] https://en.wikipedia.org/wiki/Recommender_system

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