| Four-class labels
				 int64 0 3 | Binary labels
				 int64 0 1 | Entity
				 stringlengths 8 33 | Definition1
				 stringlengths 15 259 | Definition2
				 stringlengths 14 253 | 
|---|---|---|---|---|
| 3 | 1 | 
	predictive models | 
	predictive models are involved with predicting a value based on other values in the dataset. the process of training a predictive model is known as supervised learning. | 
	predict a value based on other values in the dataset. process of training a pred model is supervised learning. | 
| 3 | 1 | 
	predictive models | 
	predict a value based on other values in the dataset. process of training a pred model is supervised learning. | 
	involved with predicting a value based on other values in the dataset; process of training this type of model is known as supervised learning | 
| 3 | 1 | 
	predictive models | 
	predicting one value (the target variable) using other values | 
	predictive models are involved with predicting a value based on other values in the dataset. | 
| 2 | 1 | 
	predictive models | 
	predictive models are involved with predicting a value based on other values in the dataset. the process of training a predictive model is known as supervised learning. | 
	predict value based on other values in data set supervised learning - uses inductive learning hypothesis | 
| 1 | 0 | 
	predictive models | 
	predict a value based on other values in the dataset. process of training a pred model is supervised learning. | 
	predict value based on other values in data set supervised learning - uses inductive learning hypothesis | 
| 0 | 0 | 
	predictive models | 
	used to define an approximation of the actions that users will execute before involving the users themselves in real tests ex. mhp, klm, goms | 
	use mathematical formulas to derive measures of user performance e.g. fitts' law | 
| 3 | 1 | 
	predictive models | 
	predictive models are involved with predicting a value based on other values in the dataset. the process of training a predictive model is known as supervised learning. | 
	involved with predicting a value based on other values in the dataset; process of training this type of model is known as supervised learning | 
| 3 | 1 | 
	class hierarchy | 
	the organization of classes in a hierarchical tree in which each parent is a superclass and each child class is a subclass | 
	the organization of classes in a hierarchical tree in which each parent class is a superclass and each child class is a subclass. see also inheritance. | 
| 2 | 1 | 
	class hierarchy | 
	the organization of classes in a hierarchical tree where each parent is a super class and each child is a sub class. | 
	the relationship among classes created by inheritance in which the child of one parent can itself be the parent of other classes. | 
| 1 | 0 | 
	linear program | 
	constraint x is defined by linear equations and inequalities.  solves quickly | 
	an mathematical programming model where the objective function is a linear function of the variables, and the constraints are linear equations and/or linear inequalities in terms of the variables. | 
| 2 | 1 | 
	linear program | 
	mathematical program with a linear objective function and linear constraints | 
	an mathematical programming model where the objective function is a linear function of the variables, and the constraints are linear equations and/or linear inequalities in terms of the variables. | 
| 2 | 1 | 
	linear program | 
	a mathematical model with a linear objective function, a set of linear constraints, and nonnegative variables. | 
	an mathematical programming model where the objective function is a linear function of the variables, and the constraints are linear equations and/or linear inequalities in terms of the variables. | 
| 3 | 1 | 
	linear program | 
	a mathematical model with a linear objective function, a set of linear constraints, and nonnegative variables. | 
	mathematical program with a linear objective function and linear constraints | 
| 1 | 0 | 
	linear program | 
	constraint x is defined by linear equations and inequalities.  solves quickly | 
	mathematical program with a linear objective function and linear constraints | 
| 0 | 0 | 
	linear program | 
	it is a method for solving systems of linear inequalities almost always involving what we call an &"objective function&" | 
	developed for mathematically solving certain kinds of resource allocation problems has decision variables, objective function, constraints, and nonnegativity constraints | 
| 0 | 0 | 
	linear program | 
	constraint x is defined by linear equations and inequalities.  solves quickly | 
	a mathematical model with a linear objective function, a set of linear constraints, and nonnegative variables. | 
| 3 | 1 | 
	electronic commerce | 
	conducting businesses activities (e.g., distribution, buying, selling, marketing, and servicing of products or services) electronically over computer networks. any business transactions over the network. (b2b, b2c, c2c). | 
	conducting business activities electronically over computer networks (i.e.. b2c, c2c, b2b) | 
| 3 | 1 | 
	electronic commerce | 
	the process of buying, sellling, or exchanging products, services, or information via computer | 
	(ec or e-commerce) describes the process of buying, selling, transferring, or exchanging products, services, or information via computer networks, including the internet. | 
| 3 | 1 | 
	electronic commerce | 
	conducting businesses activities (e.g., distribution, buying, selling, marketing, and servicing of products or services) electronically over computer networks. any business transactions over the network. (b2b, b2c, c2c). | 
	conducting business activities (e.g., distributing, buying, selling, marketing, and servicing of products and services) electronically over computer networks such as the internet, extranets, and corporate networks | 
| 1 | 0 | 
	electronic commerce | 
	the sale and lease of goods, the sale of services, and the licensing software over the internet | 
	the sale of goods and services or the licensing of intellectual property by computer over the internet. | 
| 2 | 1 | 
	electronic commerce | 
	-shopping on the web  -businesses trading with other businesses -internal company processes -all business activities using internet technologies  -dot-com | 
	shopping on the internet, business trading with other businesses and internal processes that companies use to support their buying, selling, hiring, planning and other activities | 
| 3 | 1 | 
	electronic commerce | 
	buying and selling goods electronically | 
	the process of buying, sellling, or exchanging products, services, or information via computer | 
| 3 | 1 | 
	electronic commerce | 
	process of buying, selling, transferring, serving or exchanging products or services via computer. | 
	the process of buying, sellling, or exchanging products, services, or information via computer | 
| 3 | 1 | 
	electronic commerce | 
	buying and selling goods electronically | 
	(ec or e-commerce) describes the process of buying, selling, transferring, or exchanging products, services, or information via computer networks, including the internet. | 
| 3 | 1 | 
	electronic commerce | 
	o also known as e-commerce o buying and selling over the internet | 
	buying and selling of goods over the internet. (see also e-commerce) | 
| 0 | 0 | 
	feature vector | 
	weighted list of words which defines a concept that describes unstructured information | 
	the collection of attributes being used in a model, the list of independent variables | 
| 1 | 0 | 
	feature vector | 
	the list of feature values representing an example passed into a model. | 
	a row of a matrix, for example, all the reviews of a single critic | 
| 0 | 0 | 
	key ideas | 
	main or important ideas in text  example: the key ideas of the paragraph tells me the most important information in the paragraph. | 
	you want to have 2 or 3 main ideas that you will support in your body paragraphs | 
| 0 | 0 | 
	social welfare | 
	system of laws, programs, benefits, and services which strengthen provisions for meeting social needs | 
	developed into two different categories social welfare defined as economic transfers outside the market system. social welfare defined as benefits and services to help people meet basic needs. | 
| 1 | 0 | 
	social welfare | 
	system of laws, programs, benefits, and services which strengthen provisions for meeting social needs | 
	economic transfers outside the market system or benefits/services to help people meet basic needs | 
| 1 | 0 | 
	social welfare | 
	system of laws, programs, benefits, and services which strengthen provisions for meeting social needs | 
	organized system of social services and institutions, designed to aid individuals and groups to attain satisfying standards of life and health | 
| 0 | 0 | 
	social welfare | 
	practical or financial help that is provided, often by the government, for people or animals that need it | 
	is a system/ institution that social workers use to do there work to help people get their basic needs met | 
| 1 | 0 | 
	social welfare | 
	practical or financial help that is provided, often by the government, for people or animals that need it | 
	developed into two different categories social welfare defined as economic transfers outside the market system. social welfare defined as benefits and services to help people meet basic needs. | 
| 0 | 0 | 
	social welfare | 
	provides for those who cannot cope by themselves, creates social change and the modification of social institutions, and strengthens society | 
	institution in society which manages dependency through provision of opportunity. | 
| 0 | 0 | 
	social welfare | 
	seeks to enhance the social functioning of all age groups | 
	the institutional response to human needs | 
| 2 | 1 | 
	social welfare | 
	practical or financial help that is provided, often by the government, for people or animals that need it | 
	system of laws, programs, benefits, and services which strengthen provisions for meeting social needs | 
| 1 | 0 | 
	social welfare | 
	the array of governmental programs, services, and institutions designed to maintain the stability and well-being of society | 
	economic transfers outside the market system or benefits/services to help people meet basic needs | 
| 1 | 0 | 
	social welfare | 
	a nation's system of programs, benefits, and services that help people meet these social, economic, educational, and health needs that are fundamental to the maintenance of society. | 
	programs intended to assist vulnerable populations | 
| 1 | 0 | 
	social welfare | 
	organized system of social services and institutions, designed to aid individuals and groups to attain satisfying standards of life and health | 
	is a system/ institution that social workers use to do there work to help people get their basic needs met | 
| 1 | 0 | 
	social welfare | 
	the array of governmental programs, services, and institutions designed to maintain the stability and well-being of society | 
	is a system/ institution that social workers use to do there work to help people get their basic needs met | 
| 1 | 0 | 
	social welfare | 
	developed into two different categories social welfare defined as economic transfers outside the market system. social welfare defined as benefits and services to help people meet basic needs. | 
	economic transfers outside the market system or benefits/services to help people meet basic needs | 
| 0 | 0 | 
	social welfare | 
	developed into two different categories social welfare defined as economic transfers outside the market system. social welfare defined as benefits and services to help people meet basic needs. | 
	is a system/ institution that social workers use to do there work to help people get their basic needs met | 
| 1 | 0 | 
	software requirements | 
	are the description of features and functionalities of the target system (the what). | 
	field within software engineering that deals with establishing the needs of stakeholders that are to be solved by software. | 
| 0 | 0 | 
	software requirements | 
	the process of establishing the services that the customer requires from a system and the constraints under which it operates and is developed | 
	functionality that a system must provide for its users | 
| 1 | 0 | 
	software requirements | 
	functionality that a system must provide for its users | 
	a condition or capability needed by a user to solve a problem or achieve an objective and that must be met or possessed by a system or system component | 
| 2 | 1 | 
	software requirements | 
	the process of establishing the services that the customer requires from a system and the constraints under which it operates and is developed | 
	a condition or capability needed by a user to solve a problem or achieve an objective and that must be met or possessed by a system or system component | 
| 0 | 0 | 
	association rules | 
	specify patterns found in the relationship among items or item sets; introduced in 1993; research area of sergey brin (google cofounder) while at stanford; input is set of items x | 
	the result of market basket analysis that specifies patterns found in the relationship among items or itemsets | 
| 2 | 1 | 
	association rules | 
	are created by analyzing data for frequent if/then statement patterns and using the criteria support and confidence to identify the most important relationships. | 
	search all transactions from a system for patterns of occurrence -also called affinity grouping | 
| 1 | 0 | 
	association rules | 
	determine which behaviors/outcomes go together and find relationships in data that frequently occur together | 
	-unsupervised learning method -useful for finding groups of items that typically occur together -output is a collection of rules and is easy to understand | 
| 1 | 0 | 
	association rules | 
	produce rules on associations between items from a database of transactions  widely used in recommender systems | 
	-unsupervised learning method -useful for finding groups of items that typically occur together -output is a collection of rules and is easy to understand | 
| 2 | 1 | 
	association rules | 
	goal: produce rules that define &"what goes with what&" rows are transactions used in recommender systems also called &"affinity analysis&" | 
	produce rules on associations between items from a database of transactions  widely used in recommender systems | 
| 0 | 0 | 
	association rules | 
	apply to an entire population, patterns between items in large databases | 
	search all transactions from a system for patterns of occurrence -also called affinity grouping | 
| 1 | 0 | 
	association rules | 
	a ⟾ b where b is 1 item 2^ |i| possible subsets of items i there are 3 ^ |i| - 2 ^ |i| + 1 possible assoc rules | 
	• association rule r : itemset1 => itemset2 • itemset1, itemset2 are disjoint and • itemset2 is non-empty • simplified definition: itemset2 has only one item | 
| 2 | 1 | 
	association rules | 
	the result of market basket analysis that specifies patterns found in the relationship among items or itemsets | 
	goal: discover a set of regularities or rules between occurrences of items in the dataset. | 
| 2 | 1 | 
	association rules | 
	goal: produce rules that define &"what goes with what&" rows are transactions used in recommender systems also called &"affinity analysis&" | 
	determine which behaviors/outcomes go together and find relationships in data that frequently occur together | 
| 1 | 0 | 
	association rules | 
	using if/then statements to discover relations | 
	attempt to develop if/then statements that express conditional relationships between seemingly unrelated variables and data | 
| 1 | 0 | 
	association rules | 
	are created by analyzing data for frequent if/then statement patterns and using the criteria support and confidence to identify the most important relationships. | 
	apply to an entire population, patterns between items in large databases | 
| 1 | 0 | 
	association rules | 
	approach that builds rules that describe the co-occurence of events in data. | 
	produce rules on associations between items from a database of transactions  widely used in recommender systems | 
| 0 | 0 | 
	association rules | 
	goal: produce rules that define &"what goes with what&" rows are transactions used in recommender systems also called &"affinity analysis&" | 
	-unsupervised learning method -useful for finding groups of items that typically occur together -output is a collection of rules and is easy to understand | 
| 1 | 0 | 
	association rules | 
	determine which behaviors/outcomes go together and find relationships in data that frequently occur together | 
	produce rules on associations between items from a database of transactions  widely used in recommender systems | 
| 1 | 0 | 
	association rules | 
	unsupervised, affinity analysis, market basket analysis  identify item clusters in transaction-type databases  1. rule generation 2. assessing rule strength | 
	search all transactions from a system for patterns of occurrence -also called affinity grouping | 
| 0 | 0 | 
	association rules | 
	are created by analyzing data for frequent if/then statement patterns and using the criteria support and confidence to identify the most important relationships. | 
	unsupervised, affinity analysis, market basket analysis  identify item clusters in transaction-type databases  1. rule generation 2. assessing rule strength | 
| 0 | 0 | 
	association rules | 
	apply to an entire population, patterns between items in large databases | 
	unsupervised, affinity analysis, market basket analysis  identify item clusters in transaction-type databases  1. rule generation 2. assessing rule strength | 
| 1 | 0 | 
	association rules | 
	descriptive; discovers links or associations amongst data— based on confidence (can be different) and support (same) | 
	descriptive - discovers links or associations amongst data | 
| 1 | 0 | 
	association rules | 
	ppl buy certain items together x amount of times | 
	a study of 'what goes with what' you may also like,, customers who bought x also bought y  affinity or market basked analysis  used on customer transactions | 
| 1 | 0 | 
	association rules | 
	look at rules that strongly associate different attribute values, predict value of arbitrary attribute | 
	= unsupervised - there is no class attributes - rules can predict any attribute, or combination of attributes | 
| 1 | 0 | 
	association rules | 
	descriptive; discovers links or associations amongst data— based on confidence (can be different) and support (same) | 
	what do customers buy together (descriptive) | 
| 2 | 1 | 
	association rules | 
	specify patterns found in the relationship among items or item sets; introduced in 1993; research area of sergey brin (google cofounder) while at stanford; input is set of items x | 
	specify patterns found in the relationship among items or itemsets. the goal is to discover a set of regularities or rules between occurrences of items in the dataset. | 
| 3 | 1 | 
	association rules | 
	approach that builds rules that describe the co-occurence of events in data. | 
	determine which behaviors/outcomes go together and find relationships in data that frequently occur together | 
| 1 | 0 | 
	association rules | 
	approach that builds rules that describe the co-occurence of events in data. | 
	goal: produce rules that define &"what goes with what&" rows are transactions used in recommender systems also called &"affinity analysis&" | 
| 1 | 0 | 
	design constraints | 
	a design decision such as choice of platform | 
	statements that constrain the ways in which the software can be designed and implemented. | 
| 3 | 1 | 
	microsoft sql server | 
	hosts databases accessible from web servers and many applications  port 1433 | 
	sql server hosts databases that web servers and applications use  port 1433 | 
| 3 | 1 | 
	microsoft sql server | 
	hosts databases accessible from web servers and many applications  port 1433 | 
	server application that hosts database accessible from web servers and  other wide array of applications.  sql server uses port 1433 by default. | 
| 3 | 1 | 
	microsoft sql server | 
	server application that hosts database accessible from web servers and  other wide array of applications.  sql server uses port 1433 by default. | 
	sql server hosts databases that web servers and applications use  port 1433 | 
| 2 | 1 | 
	microsoft sql server | 
	&"a family of microsoft relational database management and analysis systems for e-commerce, line-of-business, and data warehousing solutions.&" | 
	port 1433, a relational database management system developed by microsoft. | 
| 0 | 0 | 
	fault tolerance | 
	data backup, disaster recovery, and data replication services to make sure your data is always safe.  also, if one component fails, a backup component takes its place | 
	if one of the nodes in the distributed database fails, it will keep operating as normal | 
| 0 | 0 | 
	fault tolerance | 
	provides a correct service up to some process failures  a service is correct if: - it responds despite failures - the client can't tell when/if it crashes | 
	a general concept that a system has the ability to respond to unexpected failures or systems immediately and automatically takes over with no loss of service | 
| 3 | 1 | 
	fault tolerance | 
	a computer system designed so that in the event a component fails, a backup component or procedure can immediately take its place with no loss of service. | 
	a general concept that a system has the ability to respond to unexpected failures or systems immediately and automatically takes over with no loss of service | 
| 2 | 1 | 
	fault tolerance | 
	the need for continuous operation makes it necessary to provide redundancy in system operations  network reduncancy | 
	the design on the networks that can continue to operate without interruption in the case of hardware, software, or communications failures. | 
| 2 | 1 | 
	fault tolerance | 
	the ability for a system to respond to unexpected failures or system crashes as the backup system immediately and automatically takes over with no loss of service | 
	provides a correct service up to some process failures  a service is correct if: - it responds despite failures - the client can't tell when/if it crashes | 
| 1 | 0 | 
	fault tolerance | 
	- must be fault tolerant in critical situations - required when high availability requirements or system failure costs are high | 
	assume that a system can be released with faults and that system failures can be dealt with by recovering from them at runtime | 
| 2 | 1 | 
	fault tolerance | 
	a property of computer design that enables a system to continue functioning in the event of a partial failure | 
	system's ability to continue functioning when an equipment failure occurs | 
| 1 | 0 | 
	fault tolerance | 
	a measure of how well a system deals with failures, measured by fault isolation and fault masking  - mixture of hardware redundancy and software recovery | 
	describes software, hardware, and operating procedure characteristics that ensure minimal data loss due to faults and minimal resource/service unavailability due to faults | 
| 2 | 1 | 
	fault tolerance | 
	provides a correct service up to some process failures  a service is correct if: - it responds despite failures - the client can't tell when/if it crashes | 
	a computer system designed so that in the event a component fails, a backup component or procedure can immediately take its place with no loss of service. | 
| 2 | 1 | 
	fault tolerance | 
	- must be fault tolerant in critical situations - required when high availability requirements or system failure costs are high | 
	the capability of the software product to maintain a specified level of performance in cases of software faults ( defects ), or of infringement of its specified interface. | 
| 2 | 1 | 
	fault tolerance | 
	is the property that enables a system to continue operating properly in the event of the failure of some (one or more faults within) of its components | 
	system's ability to continue functioning when an equipment failure occurs | 
| 1 | 0 | 
	fault tolerance | 
	the need for continuous operation makes it necessary to provide redundancy in system operations  network reduncancy | 
	the capability of a system to continue performing when there is a hardware failure; so if one of the cables breaks, all of the other computers can still communicate. | 
| 2 | 1 | 
	fault tolerance | 
	the capability of a system to suffer a fault, but continue to operate. | 
	stays up even if parts fail more strict than high availability | 
| 2 | 1 | 
	fault tolerance | 
	-is the ability of a system to remain in operation even if some of the components used to build the system fail. | 
	the ability of a system to respond to unexpected failures. consists of availability (immediate) and durability (long term). | 
| 2 | 1 | 
	fault tolerance | 
	the ability for a system to respond to unexpected failures or system crashes as the backup system immediately and automatically takes over with no loss of service mission critical operations | 
	a general concept that a system has the ability to respond to unexpected failures or systems immediately and automatically takes over with no loss of service | 
| 3 | 1 | 
	fault tolerance | 
	a property of computer design that enables a system to continue functioning in the event of a partial failure | 
	enables a system to continue to operate if one or more components fail | 
| 2 | 1 | 
	fault tolerance | 
	the capability of a system to continue performing when there is a hardware failure. | 
	techniques that employ hardware and software to provide assurance against equipment failures, computer service interruptions, and data loss. | 
| 2 | 1 | 
	fault tolerance | 
	assume that a system can be released with faults and that system failures can be dealt with by recovering from them at runtime | 
	the capability of a system to continue normal operation despite the presence of (hardware or software) faults. fault tolerance may be stated as a quality requirement. | 
| 0 | 0 | 
	fault tolerance | 
	- capacity for system to continue performing despite unexpected hardware, software malfunction - prevent faults from progressing to failures | 
	techniques that employ hardware and software to provide assurance against equipment failures, computer service interruptions, and data loss. | 
| 2 | 1 | 
	fault tolerance | 
	the ability  of a system or component  to continue its normal operation despite  the presence of  hardware or software faults. | 
	enables a system to continue functioning even in the presence of faults | 
| 3 | 1 | 
	fault tolerance | 
	the ability for a system to respond to unexpected failures or system crashes as the backup system immediately and automatically takes over with no loss of service mission critical operations | 
	a computer system designed so that in the event a component fails, a backup component or procedure can immediately take its place with no loss of service. | 
| 2 | 1 | 
	fault tolerance | 
	enables a system to continue to operate if one or more components fail | 
	system's ability to continue functioning when an equipment failure occurs | 
| 0 | 0 | 
	fault tolerance | 
	the capability of a computer or a network system to respond to a condition automatically, often resolving it, which reduces the impact on the system | 
	the capability of a component, system, or network to endure a failure. | 
| 2 | 1 | 
	fault tolerance | 
	-is the ability of a system to remain in operation even if some of the components used to build the system fail. | 
	distributed systems must maintain availability even at low levels of hardware/software/network reliability through recovery and redundancy. | 
| 2 | 1 | 
	fault tolerance | 
	the ability for a system to respond to unexpected failures or system crashes as the backup system immediately and automatically takes over with no loss of service | 
	a computer system designed so that in the event a component fails, a backup component or procedure can immediately take its place with no loss of service. | 
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