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Inference engine in an expert system
Forward chaining (or forward reasoning) is one of the two main methods of reasoning when using an inference engine and can be described logically as repeated
Forward_chaining
Method of forming inferences
– the other is forward chaining. Backward chaining systems usually employ a depth-first search strategy, e.g. Prolog. Backward chaining starts with a list
Backward_chaining
Procedure, psychology
types of chaining: forward chaining, backward chaining, and total task chaining (not to be confused with a task analysis). Forward chaining is a procedure
Chaining
Component of artificial intelligence systems
rule or facts: forward chaining and backward chaining. Forward chaining starts with the known facts and asserts new facts. Backward chaining starts with
Inference_engine
Software able to infer logical consequences
logic to perform reasoning; inference commonly proceeds by forward chaining and backward chaining. There are also examples of probabilistic reasoners, including
Semantic_reasoner
Computer system emulating human expert
assertion. There are mainly two modes for an inference engine: forward chaining and backward chaining. The different approaches are dictated by whether the inference
Expert_system
Type of software system
deterministic engine. These rules engines may forgo both forward chaining and backward chaining, and instead utilize domain-specific language approaches
Business_rules_engine
General-purpose data processing software for the Semantic Web
Web, similar to sed or awk for text files or XSLT for XML. It is a forward chaining semantic reasoner that can be used for querying, checking, transforming
Cwm_(software)
Computer program that uses a knowledge base and reasoning to solve problems
problems in the problem domain. Most commonly, it employs forward chaining or backward chaining. Other approaches include the use of automated theorem proving
Knowledge-based_systems
Rule of logical inference
of type Q. In artificial intelligence, modus ponens is often called forward chaining. The modus ponens rule may be written in sequent notation as P → Q
Modus_ponens
envisaged covering both forward and backward chaining rule engines. However, the lack of vendor support for / interest in backward chaining caused this to be
Production Rule Representation
Production_Rule_Representation
Computer program used to provide artificial intelligence
triggered.[citation needed] Rule interpreters generally execute a forward chaining algorithm for selecting productions to execute to meet current goals
Production system (computer science)
Production_system_(computer_science)
Application of respondent and operant conditioning to change behavior
curriculum. Chaining is the process of teaching the steps of a task analysis. The two methods of chaining, forward chaining and backward chaining, differ
Applied_behavior_analysis
Genetic programming Particle swarm optimization Backward chaining DPLL algorithm Forward chaining Resolution (logic) Rete algorithm WalkSAT Baum–Welch algorithm
List of artificial intelligence algorithms
List_of_artificial_intelligence_algorithms
Tool for building expert systems
logic programming (automated theorem proving) languages. CLIPS uses forward chaining. Like other expert system languages, CLIPS deals with rules and facts
CLIPS
Expression for describing the beneficiary of a good deed repaying the kindness to others
Pay it forward is an expression for describing the beneficiary of a good deed repaying the kindness to others rather than paying it back to the original
Pay_it_forward
Behavior analysis technique
individual behaviors that are part of a task analysis. Backward chaining is a type of chaining in which a sequence of steps is taught beginning with the last
Backward chaining (applied behavior analysis)
Backward_chaining_(applied_behavior_analysis)
Topics referred to by the same term
Chaining is a teaching procedure. It may also refer to: Chaining (vector processing) Method chaining Forward chaining Backward chaining Back-chaining
Chaining_(disambiguation)
Type of software system
recursive reasoning methods they employ are termed 'forward chaining' and 'backward chaining', respectively. Although reasoning systems widely support deductive
Reasoning_system
Pattern matching algorithm
data), and the inclusion of a backward chaining algorithm tailored to run on top of the Rete network. Backward chaining alone can account for the most extreme
Rete_algorithm
List of concepts in artificial intelligence
logic to perform reasoning; inference commonly proceeds by forward chaining and backward chaining. semantic query Allows for queries and analytics of associative
Glossary of artificial intelligence
Glossary_of_artificial_intelligence
Equations characterizing continuous-time Markov processes
Kolmogorov forward equation for continuous processes, now understood to be identical to the Fokker–Planck equation, the Kolmogorov forward equation for
Kolmogorov_equations
Language to express rules and logic with semantic web
theorem prover; translate OWL-DL into rules and give the rules to a forward chaining engine (Bossam) (this approach cannot cover the full expressivity of
Semantic_Web_Rule_Language
1999 novel by Catherine Ryan Hyde
Pay It Forward is a novel by Catherine Ryan Hyde, released in 1999 which was adapted into the motion picture Pay It Forward which released theatrically
Pay_It_Forward_(novel)
Programming language
pattern-directed invocation: Forward chaining (antecedently): If assert P, assert Q If assert not Q, assert not P Backward chaining (consequently) If goal Q
Planner (programming language)
Planner_(programming_language)
Rule-based or production system computer language
larger problems involving hundreds or thousands of rules. OPS5 uses a forward chaining inference engine; programs execute by scanning "working memory elements"
OPS5
and default rules. A deductive engine called a classifier utilizes forward chaining, semantic unification, and object-oriented truth maintenance technologies
LOOM_(ontology)
Expert systems development tool
system. In the KEE knowledge base, rules are frames. Both forward chaining and backward chaining inference are available. KEE supports non-monotonic reasoning
Knowledge Engineering Environment
Knowledge_Engineering_Environment
Methods in artificial intelligence research
Expert systems can operate in either a forward chaining – from evidence to conclusions – or backward chaining – from goals to needed data and prerequisites
Symbolic artificial intelligence
Symbolic_artificial_intelligence
Field of artificial intelligence
(KEE) from Intellicorp. KEE had a complete rule engine with forward and backward chaining. It also had a complete frame-based knowledge base with triggers
Knowledge representation and reasoning
Knowledge_representation_and_reasoning
Suitable logical inference strategy within artificial intelligence
base, e.g. forward chaining versus backward chaining. However, in opportunistic reasoning, pieces of knowledge may be applied either forward or backward
Opportunistic_reasoning
Model for designing artificial intelligence
other agents). Beliefs can also include inference rules, allowing forward chaining to lead to new beliefs. Using the term belief rather than knowledge
Belief–desire–intention software model
Belief–desire–intention_software_model
Interchange format for rule systems
The PRD specification defines one such resolution strategy based on forward chaining reasoning. RIF-PRD has an operational semantics, whereas the condition
Rule_Interchange_Format
Consequence affecting an organism's future behavior
are many ways to teach chaining, such as forward chaining (starting from the first behavior in the chain), backwards chaining (starting from the last
Reinforcement
together definitions of gestures or movements. The recognition is done by forward chaining inference engine. The latest GDL implementations utilize Microsoft
Gesture_Description_Language
Statistical model validation technique
spatiotemporal models, spatial blocking can be combined with rolling or forward-chaining temporal splits to account for both spatial and temporal dependence
Cross-validation_(statistics)
develop ways to inspire students in engineering and technology fields. Forward chaining: a process in which events or received data are considered by an entity
Glossary_of_robotics
2000 film by Mimi Leder
Pay It Forward is a 2000 American romantic drama film directed by Mimi Leder. The film is based loosely on the novel of the same name by Catherine Ryan
Pay_It_Forward_(film)
the current plan corresponds to the current path in the search space. Forward search and backward search are two of main samples of state-space planning
State-space_planning
Random process independent of past history
stationary distribution as the forward process. A chain is said to be reversible if the reversed process is the same as the forward process (in distribution)
Markov_chain
Branch of artificial intelligence
description of task networks. forward chaining state space search, possibly enhanced with heuristics backward chaining search, possibly enhanced by the
Automated planning and scheduling
Automated_planning_and_scheduling
Concurrent constraint logic programming language
multi-headed and are executed in a committed-choice manner using a forward chaining algorithm. The concrete syntax of CHR programs depends on the host
Constraint_Handling_Rules
Programming paradigm focused on difficult search problems
Stéphan, Igor; Garcia, Laurent (May 2017). "ASPeRiX, a first-order forward chaining approach for answer set computing*". Theory and Practice of Logic Programming
Answer_set_programming
Artificial intelligence data structure
triggers, default values, and a rule engine that supported backward and forward chaining. As with most early commercial versions of AI software KEE was originally
Frame (artificial intelligence)
Frame_(artificial_intelligence)
Software company
plugin manager.[citation needed] The reasoner in GraphDB is forward chaining, reasoning forward from given priors, with the goal of total materialization
Ontotext
Programming paradigm based on formal logic
plans from goals (i.e. goal-reduction or backward chaining) and from assertions (i.e. forward chaining). The most influential implementation of Planner
Logic_programming
Book by Patrick Henry Winston and Berthold Klaus Paul Horn
paradigms including search, forward chaining, and problem reduction are explained. Constraint propagation, and backward chaining are discussed. Other topics
LISP_(book)
MRI procedure that measures brain activity by detecting associated changes in blood flow
psychology's dissociation logic and philosophy's forward chaining. For example, Henson discusses forward inference's contribution to the "single process
Functional magnetic resonance imaging
Functional_magnetic_resonance_imaging
American software development company
product, Nexpert, was a C-based, goal-oriented backward chaining and data-driven forward chaining expert system shell for the Macintosh in 1985. The product
Neuron_Data
Personnel who configure systems
reasoning techniques used. Rule based: these systems derive solutions in a forward-chaining manner. At each step, the system examines the entire set of rules and
Configurator
Horn clause – Type of logical formula Forward chaining – Inference engine in an expert system Backward chaining – Method of forming inferences Planning
Outline of artificial intelligence
Outline_of_artificial_intelligence
Distance measuring device used for surveying
ranging, or in the US, chaining; it is repeated until the destination rod is reached, when the surveyor notes how many full lengths (chains) have been laid,
Gunter's_chain
Type of conveyor system for production lines
single or double chain strand in configuration. The load is positioned on the chains, and the friction pulls the load forward. Chain conveyors are generally
Chain_conveyor
Computing joint values of a kinematic chain from a known end position
complex than forward kinematics, in which joint parameters are trigonometrically calculated to achieve the position and orientation of the chain's end. In
Inverse_kinematics
Overview of and topical guide to robotics
arc-weld gun, spray- paint gun, or any other application tools.) Forward chaining – process in which events or received data are considered by an entity
Outline_of_robotics
Navigator Flight simulator Foot Clan Forbidden Planet Forward chaining Forward kinematic animation Forward kinematics Foster-Miller Foton-M Frame problem Francesco
Index_of_robotics_articles
Abstract representation of movement
the response and contribute to motor learning. The response-chaining, or reflex-chaining hypothesis, proposed by William James (1890), was one of the
Motor_program
functions suited to prediction. Such functions can be used for efficient forward chaining planning, learning, and execution of actions represented simultaneously
Object_Action_Complex
Secured forward military position
A forward operating base (FOB) is any secured forward operational level military position, commonly a military base, that is used to support strategic
Forward_operating_base
Decision-making framework for artificial intelligence
system maintained over 1000 facts about the RCS, over 650 facts for the forward RCS alone and half of which are updated continuously during the mission
Procedural_reasoning_system
2010 film by Deon Taylor
who tells her to forward the chain letter to him. Jessie figures out they are being spied on using a virus embedded in the chain letter so she tells
Chain_Letter_(film)
Computer system that receives and forwards requests
exchanged over a cryptographically secured connection, such as SSL. By chaining the proxies that do not reveal data about the original requester, it is
Proxy_server
Assembly languages for IBM System/360 and successor mainframes
15,SAVE Now Point at our own save area ST 15,8(13) Set forward chain ST 13,4(15) Set back chain LR 13,15 Set R13 to address of new save area * -end of
IBM Basic assembly language and successors
IBM_Basic_assembly_language_and_successors
half-forward Bernie Quinlan: ruck-rover, centre half-forward, full-forward Malcolm Blight: ruck-rover, wing, half-forward flank, full-forward Barrie
Australian rules football positions
Australian_rules_football_positions
Offshore oil rig that sank in 1982
Ranger assumed a forward list; As a result of the forward list, boarding seas began flooding the forward chain lockers located in the forward corner support
Ocean_Ranger
Electronic chain letter
Fast (stylised as MAKE.MONEY.FAST) is a title of an electronically forwarded chain letter which first appeared on the Internet in 1989. It was widely
Make_Money_Fast
Numerical calculations carrying along derivatives
called top-down, reverse mode, or adjoint mode) Forward accumulation specifies that one traverses the chain rule from inside to outside (that is, first compute
Automatic_differentiation
rule-based configuration database written as an expert system using forward chaining rules. As one of the first expert systems to be pressed into commercial
Computer-aided_maintenance
System involved in supplying a product or service to a consumer
Freight forwarder Logistics Supply chain attack 2021 global supply chain crisis Ganeshan, R. and Harrison, T. P., An Introduction to Supply Chain Management
Supply_chain
Low-temperature supply chain
and Agriculture 2019. Moving forward on food loss and waste reduction, In brief, 24, FAO, FAO. "The Vaccine Cold Chain" (PDF). www.who.int. WHO. Retrieved
Cold_chain
Project for an open source artificial intelligence framework
combinatorial explosion of search possibilities that are met during inference and chaining. An implementation of a probabilistic reasoning engine based on probabilistic
OpenCog
Letter written in succession by a group of people
the bottom of the list, and forward the letters to two more people. Japan has a long history of practices resembling chain letters, often tied to warding
Chain_letter
Forward-deployed defense and deterrence posture in Eastern Europe
Enhanced Forward Presence (EFP) is a NATO-allied forward-deployed defense and deterrence military force in Northern, Central and Eastern Europe. This
NATO Enhanced Forward Presence
NATO_Enhanced_Forward_Presence
Data acquisition, signal processing, and event processing engines Forward chaining event correlation engine Knowledge Based Management Language (KBML)
OpenKBM
2016 studio album by Beyoncé
a black man in a black hoodie catching, uplifting and pushing Beyoncé forward, alluding to Trayvon Martin, who was killed when wearing a black hoodie
Lemonade_(album)
Business rule management system
Drools is a business rule management system (BRMS) with a forward and backward chaining inference-based rules engine, more correctly known as a production
Drools
US military surveillance aircraft
operations, tactical intelligence, surveillance and reconnaissance (ISR), forward air control, and counter insurgency aircraft operated by Air Force Special
Pilatus_U-28_Draco
Constraint equations of a mechanical system
while the forward kinematics of a serial chain is a direct calculation of a single matrix equation, the forward kinematics of a parallel chain requires
Kinematics_equations
Control paradigm in which errors are measured before they can affect a system
A feed forward (sometimes written feedforward) is an element or pathway within a control system that passes a controlling signal from a source in its
Feed_forward_(control)
Firearm mechanism that uses an external source of power to cycle the firearm
A chain gun is a type of autocannon or machine gun that uses an external source of power to cycle the weapon's action via a continuous loop of chain, similar
Chain_gun
2002 novel by Steven Erikson
appeared in Deadhouse Gates. The story moves forward to immediately after the events of Deadhouse Gates. The Chain of Dogs - the evacuation of 50,000 Malazan
House_of_Chains
1977 song by Fleetwood Mac
fans and I'm really looking forward to playing it live." An official music video to accompany the release of "The Chain" was first released onto YouTube
The_Chain
RDF query language
(ex:A, ex:B) and ?O is UNbound then ?S ex:linksWith ?O behaves like a forward chain: for each s in ?S: for each fetch (s, ex:linksWith): capture o append
SPARQL
Technique for the generative modeling of a continuous probability distribution
generative models. A diffusion model consists of two major components: the forward diffusion process, and the reverse sampling process. The goal of diffusion
Diffusion_model
Packet alteration framework for Linux and the umbrella project for software of the same
into chains, or in other words, "chains of rules". These chains are named with predefined titles, including INPUT, OUTPUT and FORWARD. These chain titles
Netfilter
Management of the flow of resources
Logistics is the part of supply chain management that deals with the efficient forward and reverse flow of goods, services, and related information from
Logistics
One of four Takao class heavy cruisers built for the Imperial Japanese Navy
battlecruiser; Maya was struck by four torpedoes portside: one in the forward chain locker, another opposite No. 1 gun turret, a third in No. 7 boiler room
Japanese_cruiser_Maya
Computing a robot's end-effector position from joint values and kinematic equations
In robot kinematics, forward kinematics refers to the use of the kinematic equations of a robot to compute the position of the end-effector from specified
Forward_kinematics
Type of river craft
forwards on one side and backwards on the other in order to rotate the boat. On the Danube, chain ships were unable to travel downstream on the chain
Chain_boat
Traditional Japanese weapon
usually entailed swinging the weighted chain in a large circle over one's head, and then whipping it forward to entangle an opponent's spear, sword,
Kusarigama
Mathematical model for a mechanical system
kinematic chain. These equations are often called loop equations. The complexity (in terms of calculating the forward and inverse kinematics) of the chain is
Kinematic_chain
2023 single by Jeon Somi
"Fast Forward" is a song recorded by South Korean and Canadian singer-songwriter Jeon Somi. It was released by The Black Label and Interscope Records
Fast_Forward_(song)
Management of the flow of goods and services
regularity. A supply chain, as opposed to supply chain management, is a set of firms who move materials "forward", or a set of organizations, directly linked
Supply_chain_management
Organic neural network
A synfire chain (synchronous firing chain) is a feed-forward network of neurons with multiple layers or pools. In a synfire chain, neural impulses propagate
Synfire_chain
Method of building collision-resistant cryptographic hash functions
function. The main idea of the hash construction is to forward half of the previous chaining value forward to XOR it to the output of the compression function
Merkle–Damgård_construction
Method of producing many one-time keys from a single key
A hash chain is the successive application of a cryptographic hash function to a piece of data. In computer security, a hash chain is a method used to
Hash_chain
Type of computer system
misunderstanding and confusion. Both kinds of rule-based systems use either forward or backward chaining, in contrast with imperative programs, which execute commands
Rule-based_system
American actor, singer, and dancer (born 1993)
their YouTube channel announcing the release of their debut single "Flying Forward" on April 20, 2010. Stoner released their debut EP entitled Beat the System
Alyson_Stoner
Topics referred to by the same term
a close associate of the Hurdy Gurdy Man in the 1968 song by Donovan A forward roll, a gymnastic maneuver Roly Poly, a translation of the title of Przekładaniec
Roly_poly
American documentary film series
Zeitgeist: The Movie (2007), Zeitgeist: Addendum (2008) and Zeitgeist: Moving Forward (2011) are all directed by Peter Joseph. Zeitgeist: The Movie is a 2007
Zeitgeist_(film_series)
FORWARD CHAINING
FORWARD CHAINING
Surname or Lastname
English
English : occupational name for a keeper of swine, from Old English fÅr ‘hog’, ‘pig’ (compare Forman 1) + weard ‘guardian’ (see Ward 1).
Girl/Female
Tamil
Simple, Straight forward
Surname or Lastname
English
English : occupational name for a keeper of cattle, Middle English cowherde, Old English cūhyrde, from cū ‘cow’ + hierde ‘herdsman’. (The surname has nothing to do with the modern English word coward, which is from Old French cuard, a pejorative term from coue ‘tail’ (Latin cauda) with reference to an animal with its tail between its legs.)
Boy/Male
American, Anglo, British, English, Teutonic
Northern Guardian
Boy/Male
Biblical
Forward, wicked.
Girl/Female
Hindu
Simple, Straight forward
Male
English
English surname transferred to forename use, from an Anglicized form (Haward) of Danish/Norwegian HÃ¥vard, HOWARD means "high guard."
Boy/Male
Hindu
Bright straight forward person
Male
English
Old English occupational name DURWARD means "doorkeeper, warder at the gate."
Girl/Female
Indian
Step Forward
Surname or Lastname
English (East Anglia)
English (East Anglia) : derivative of Goff.English (East Anglia) : variant of Coward.
Girl/Female
Hindu
Simple, Straight forward
Boy/Male
Hindu, Indian, Tamil
Forward
Girl/Female
Indian, Telugu
Straigh Forward
Surname or Lastname
English
English : from the Norman personal name Huard, Heward, composed of the Germanic elements hug ‘heart’, ‘mind’, ‘spirit’ + hard ‘hardy’, ‘brave’, ‘strong’.English : from the Anglo-Scandinavian personal name HÄward, composed of the Old Norse elements há ‘high’ + varðr ‘guardian’, ‘warden’.English : variant of Ewart 2.Irish : see Fogarty.Irish (County Clare) surname adopted as an equivalent of Gaelic Ó hÃomhair, which was formerly Anglicized as O’Hure.The house of Howard, the leading family of the English Roman Catholic nobility, was founded by Sir William Howard or Haward of Norfolk (d. 1308). The family acquired the dukedom of Norfolk by marriage. The first duke of Norfolk of the Howard line was created earl marshal of England by Richard III in 1483, and this office has been held by his succeeding male heirs to the present day. They also hold the earldoms of Suffolk, Berkshire, Carlisle, and Effingham. Henry VIII’s fifth queen, Catherine Howard (?1520–42), was a niece of Thomas Howard, 3rd Duke of Norfolk. American Howards include the father and son John Eager Howard and Benjamin Chew Howard of Baltimore, MD, both MD politicians.
Girl/Female
Tamil
Simple, Straight forward
Girl/Female
Assamese, Bengali, Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi, Sanskrit, Sindhi, Telugu, Traditional
Straight Forward
Surname or Lastname
English
English : variant of Forward.
Boy/Male
Hindu, Indian
Straight Forward
Girl/Female
Hindu, Indian
Straight Forward
FORWARD CHAINING
FORWARD CHAINING
Girl/Female
Bengali, Indian
Nice
Boy/Male
Afghan, Australian
Strict
Girl/Female
Hindu, Indian
Mother of Lord Krishna
Boy/Male
Bengali, Hindu, Indian
Strong
Girl/Female
Australian, Czechoslovakian, Greek
Gift of Divine; Gift of God
Girl/Female
American, Arabic, Australian, British, Chinese, Christian, Danish, English, French, German, Hebrew, Hindu, Hungarian, Indian, Slovenia, Swedish
Consecrated to God; Variation of Elizabeth; God of Plenty; God's Promise; My God is Abundance; Dedicated for Allah
Female
English
Variant spelling of English Adria, ADREEA means "from Hadria."
Girl/Female
Australian, Finnish
Goddess of Fertility
Boy/Male
Native American
Strong.
Boy/Male
Australian, Gaelic
Great
FORWARD CHAINING
FORWARD CHAINING
FORWARD CHAINING
FORWARD CHAINING
FORWARD CHAINING
adv.
Forward.
v. i.
To press onward or forward.
adv.
Alt. of Forwards
adv.
Same as Forward.
a.
Moving in a forward direction; tending toward a contemplated or desirable end; forward; as, an onward course, progress, etc.
adv.
Toward God.
adv.
Toward a point before or in front; forward; progressively; as, to move onward.
adv.
Toward a part or place before or in front; onward; in advance; progressively; -- opposed to backward.
v. t.
To send forward; to send toward the place of destination; to transmit; as, to forward a letter.
a.
Advanced in a forward direction or toward an end.
prep.
Readly to do or learn; compliant with duty; not froward; apt; docile; tractable; as, a toward youth.
imp. & p. p.
of Forward
adv.
Right forward; onward.
a.
Advanced beyond the usual degree; advanced for season; as, the grass is forward, or forward for the season; we have a forward spring.
n.
One who forwards or promotes; a promoter.
v. t.
To help onward; to advance; to promote; to accelerate; to quicken; to hasten; as, to forward the growth of a plant; to forward one in improvement.
a.
Inclining forward or toward.
a.
Near, or at the fore part; in advance of something else; as, the forward gun in a ship, or the forward ship in a fleet.
prep.
Ready to act; forward; bold; valiant.
a.
Ardent; eager; earnest; in an ill sense, less reserved or modest than is proper; bold; confident; as, the boy is too forward for his years.