Minority groupThe term 'minority group' has different usages, depending on the context. According to its common usage, the term minority group can simply be understood in terms of demographic sizes within a population: i.e. a group in society with the least number of individuals, or less than half, is a 'minority’. Usually a minority group is disempowered relative to the majority, and that characteristic lends itself to different applications of the term minority.
Minority rightsMinority rights are the normal individual rights as applied to members of racial, ethnic, class, religious, linguistic or gender and sexual minorities, and also the collective rights accorded to any minority group. Civil-rights movements often seek to ensure that individual rights are not denied on the basis of membership in a minority group. Such civil-rights advocates include the global women's-rights and global LGBT-rights movements, and various racial-minority rights movements around the world (such as the Civil Rights Movement in the United States).
Model minorityThe term model minority refers to a minority demographic, defined by factors such as ethnicity, race, or religion, whose members are perceived to achieve a higher socioeconomic status in comparison to the overall population average. Consequently, these groups are often regarded as a reference group for comparison to external groups (outgroups). This success is typically assessed through metrics including educational attainment, representation within managerial and professional occupations, household income, and various other socioeconomic indicators such as criminal activity and strong family and marital stability.
Minority languageA minority language is a language spoken by a minority of the population of a territory. Such people are termed linguistic minorities or language minorities. With a total number of 196 sovereign states recognized internationally (as of 2019) and an estimated number of roughly 5,000 to 7,000 languages spoken worldwide, the vast majority of languages are minority languages in every country in which they are spoken. Some minority languages are simultaneously also official languages, such as Irish in Ireland or the numerous indigenous languages of Bolivia.
Recommender systemA 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 provide suggestions for items that are most pertinent to a particular user. Typically, the suggestions refer to various decision-making processes, such as what product to purchase, what music to listen to, or what online news to read. Recommender systems are particularly useful when an individual needs to choose an item from a potentially overwhelming number of items that a service may offer.
Item response theoryIn psychometrics, item response theory (IRT) (also known as latent trait theory, strong true score theory, or modern mental test theory) is a paradigm for the design, analysis, and scoring of tests, questionnaires, and similar instruments measuring abilities, attitudes, or other variables. It is a theory of testing based on the relationship between individuals' performances on a test item and the test takers' levels of performance on an overall measure of the ability that item was designed to measure.
Regularization (mathematics)In mathematics, statistics, finance, computer science, particularly in machine learning and inverse problems, regularization is a process that changes the result answer to be "simpler". It is often used to obtain results for ill-posed problems or to prevent overfitting. Although regularization procedures can be divided in many ways, the following delineation is particularly helpful: Explicit regularization is regularization whenever one explicitly adds a term to the optimization problem.
Collaborative filteringCollaborative filtering (CF) is a technique used by recommender systems. Collaborative filtering has two senses, a narrow one and a more general one. In the newer, narrower sense, collaborative filtering is a method of making automatic predictions (filtering) about the interests of a user by collecting preferences or taste information from many users (collaborating). The underlying assumption of the collaborative filtering approach is that if a person A has the same opinion as a person B on an issue, A is more likely to have B's opinion on a different issue than that of a randomly chosen person.
Racism in the United StatesRacism has been reflected in discriminatory laws, practices, and actions (including violence) at various times in the history of the United States against racial or ethnic groups. Throughout American history, white Americans have generally enjoyed legally or socially sanctioned privileges and rights, which have been denied to members of various ethnic or minority groups at various times. European Americans have enjoyed advantages in matters of education, immigration, voting rights, citizenship, land acquisition, and criminal procedure.
Regularized least squaresRegularized least squares (RLS) is a family of methods for solving the least-squares problem while using regularization to further constrain the resulting solution. RLS is used for two main reasons. The first comes up when the number of variables in the linear system exceeds the number of observations. In such settings, the ordinary least-squares problem is ill-posed and is therefore impossible to fit because the associated optimization problem has infinitely many solutions.
