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Data compression technique
Pruning is a data compression technique in machine learning and search algorithms that reduces the size of decision trees by removing sections of the
Decision_tree_pruning
Machine learning algorithm
several trees can be constructed parallelly to reduce the expected number of tests till classification. Decision tree pruning Binary decision diagram
Decision_tree_learning
Search algorithm
Alpha–beta pruning is a tree search algorithm that seeks to decrease the number of nodes that are evaluated by the minimax algorithm in its search tree. It is
Alpha–beta_pruning
Machine learning technique
typically simple decision trees. When a decision tree is the weak learner, the resulting algorithm is called gradient-boosted trees; it usually outperforms
Gradient_boosting
Topics referred to by the same term
plant. Pruning may also refer to: Decision tree pruning, a method of simplification of a decision tree Pruning (artificial neural network), a method of
Pruning_(disambiguation)
ID6MDL: Post-Pruning Incremental Decision Trees. Utgoff, P.E.; Berkman, N.C.; Clouse, J.A. (1997). "Decision tree induction based on efficient tree restructuring"
Incremental_decision_tree
Machine learning technique for improving decision trees
original tree made mistakes. Grafting is the conceptual opposite of pruning, a more common technique where branches are removed from a complex tree to simplify
Grafting_(decision_trees)
Combinatorial game theory concept to represent all possible game states
game tree, since in many games a move need not be analyzed if there is another move that is better for the same player (for example alpha-beta pruning can
Game_tree
Species of flowering tree
drumstick tree (from the long, slender, triangular seed-pods), horseradish tree (from the taste of the roots, which resembles horseradish), ben tree (for its
Moringa_oleifera
Heuristic search algorithm for evaluating game trees
In computer science, Monte Carlo tree search (MCTS) is a heuristic tree search algorithm for some kinds of decision processes, most notably those employed
Monte_Carlo_tree_search
Decision rule used for minimizing the possible loss for a worst-case scenario
pruning Expectiminimax Maxn algorithm Computer chess Horizon effect Lesser of two evils principle Minimax Condorcet Minimax regret Monte Carlo tree search
Minimax
Variation of the minimax algorithm
*-minimax, that enables alpha-beta pruning in expectiminimax trees. The problem with integrating alpha-beta pruning into the expectiminimax algorithm is
Expectiminimax
and early treatment, pruning or felling to prevent the spread may result in timber stocks and amenity trees being saved. Tree owners and Arborists/arboriculturists
Tree_health
processing, computer vision, and related areas. A* search algorithm Alpha–beta pruning Beam search Beam stack search Best-first search Breadth-first search Depth-first
List of artificial intelligence algorithms
List_of_artificial_intelligence_algorithms
AI that learns decision rules from data
types(discrete or continuous) and in combinations. Repeated incremental pruning to produce error reduction (RIPPER) is a propositional rule learner proposed
Rule-based_machine_learning
Species of tree
plant. In an early stage, pruning is necessary to make the red mulberry tree develop a sturdy framework. Afterwards, the pruning requirements of the red
Morus_rubra
Algorithm for making decision trees
used to generate a decision tree developed by Ross Quinlan. C4.5 is an extension of Quinlan's earlier ID3 algorithm. The decision trees generated by C4.5
C4.5_algorithm
Notion in combinatorial game theory
Game tree size (total number of possible games) Decision complexity (number of leaf nodes in the smallest decision tree for initial position) Game-tree complexity
Game_complexity
Prioritizing promising moves for speed
promising moves first during game-tree search (especially in computer chess). In minimax searches with alpha–beta pruning, good move ordering is important
Move_ordering
Species of conifer
Taxus baccata is an Old World species of evergreen tree in the family Taxaceae. It is the tree originally known as yew, though to distinguish it from
Taxus_baccata
Computer scientist
science researcher in data mining and decision theory. He has contributed extensively to the development of decision tree algorithms, including inventing the
Ross_Quinlan
Overview of and topical guide to machine learning
Programming with Big Data in R Proper generalized decomposition Pruning (decision trees) Pushpak Bhattacharyya Q methodology Qloo Quality control and genetic
Outline_of_machine_learning
woody-stemmed tree or shrub species which produces true branches and remains small through pot confinement with crown and root pruning. Some species are
Bonsai_cultivation_and_care
Method in machine learning
reduces variance and overfitting. Although it is usually applied to decision tree methods, it can be used with any type of method. Bagging is a special
Bootstrap_aggregating
Subset of artificial intelligence
analysis, a decision tree can be used to visually and explicitly represent decisions and decision making. In data mining, a decision tree describes data
Machine_learning
Any algorithm which solves the search problem
tree search algorithms include exhaustive methods such as depth-first search and breadth-first search, as well as heuristic-based search tree pruning
Search_algorithm
Adaptive boosting based classification algorithm
learners (such as decision stumps), it has been shown to also effectively combine strong base learners (such as deeper decision trees), producing an even
AdaBoost
Type of overhead power line
and promises to be cheaper, safer, more reliable, require less tree clearing and pruning, be more aesthetic, be less labor-intensive, require less maintenance
Aerial_bundled_cable
Making of satisfactory, not optimal, decisions
is limited when individuals make decisions, and under these limitations, rational individuals will select a decision that is satisfactory rather than
Bounded_rationality
Care of trees in urban environments
the pruning and trimming of any public tree. However, they need not be as involved. Rather than needing the tree warden to be present when the tree is
Urban_forestry
2007 United States Supreme Court case
Review. 82: 1115–1156. ISSN 0036-2905. Lucas, J. P. (2007). "Pruning the Antitrust Tree: Credit Suisse Securities (USA) LLC v. Billing and the Immunization
Credit Suisse Securities (USA) LLC v. Billing
Credit_Suisse_Securities_(USA)_LLC_v._Billing
Economic phenomenon
The tyranny of small decisions is a phenomenon in which a number of decisions, individually small and insignificant in size and time perspective, cumulatively
Tyranny_of_small_decisions
Hyperparameter optimization framework
basic optimization approach used for benchmarking). Optuna includes a pruning feature to stop trials early when the results show no significant improvement
Optuna
Building in Monmouth, Wales
general pruning that were completed by April 2006. In addition, temporary cable props had been placed by that month to support and strengthen the tree. Estimates
The Indian Bean Tree, St James Square, Monmouth
The_Indian_Bean_Tree,_St_James_Square,_Monmouth
Protest of removal of oak trees in Berkeley, California
knowledge) of how to help the tree regenerate after pruning the degenerative material off the tree". The UCPD in turn claimed the trees were trimmed to allow
University of California, Berkeley oak grove controversy
University_of_California,_Berkeley_oak_grove_controversy
Mathematical models of strategic interactions
specified at the bottom of the tree. The extensive form can be viewed as a multi-player generalization of a decision tree. To solve any extensive form game
Game_theory
Abstract strategy game
used in alpha–beta pruning of the search tree. The ProbCut heuristic estimates evaluation scores at deeper levels of the search tree using a linear regression
Computer_Othello
Study of evolutionary relationships between organisms
components (semi-strict) consensus, Bremer. SPR (subtree pruning and regrafting), TBR (tree bisection and reconnection), Swofford and Olsen. 1991 DDI
Phylogenetics
Field of artificial intelligence around Go computer programs
improve the performance of search trees in terms of both speed and memory. Pruning techniques such as alpha–beta pruning, Principal variation search, and
Computer_Go
Application of computational algorithms, methods and programs to phylogenetic analyses
be computationally intractable to compute due to its NP-hardness. The pruning algorithm, a variant of dynamic programming, is often used to reduce the
Computational_phylogenetics
Historic site in New South Wales, Australia
Site of Ficus superba var. henneana tree is a heritage-listed individual tree at 3–4 Fernleigh Gardens, Rose Bay, New South Wales, Australia. It was planted
Site of Ficus superba var. henneana tree
Site_of_Ficus_superba_var._henneana_tree
Alpha-beta game tree search algorithm
known as fuzzified game tree search, is a minimax search algorithm developed in 2011 that optimizes decision-making in game trees. BNS differentiates itself
Best_node_search
Logical paradox in decision-making theory
Your Mathematical Plays Search algorithms Alpha–beta pruning Expectiminimax Minimax Monte Carlo tree search Negamax Paranoid algorithm Principal variation
Paradox_of_tolerance
Class of bottom-up parsing methods
programmed actions are possible, including pruning the stack, or discarding the lookahead terminal symbol and pruning the stack (and in a pathological case
Shift-reduce_parser
Species of flowering plant
to provide adequate moisture to the plant. Generally, the tree requires very little pruning, but it is necessary to cut off dead branches, and to cut
Paeonia_×_suffruticosa
Species of fungus
order to manage this, trees with stem cankers or brooms are selectively removed or the brooms are pruned off of the trees. Pruning of brooms is the most
Spruce_broom_rust
Probabilistic problem-solving algorithm
chemistry, the use of genetic heuristic-like particle methodologies (a.k.a. pruning and enrichment strategies) can be traced back to 1955 with the seminal
Monte_Carlo_method
Computer hardware and software capable of playing chess
After discovering refutation screening—the application of alpha–beta pruning to optimizing move evaluation—in 1957, a team at Carnegie Mellon University
Computer_chess
Historic road in New South Wales, Australia
conference in Portland by Mark Wadey from Barrell Tree Consultancy September 2012 – extensive tree pruning by Essential Energy contractors in spring despite
King George V Avenue of Memorial English Oaks
King_George_V_Avenue_of_Memorial_English_Oaks
1985 United States Supreme Court case
Bassi, Marte (1986). "Restricting the Miranda Presumption and Pruning the Poisonous Tree: Oregon v. Elstad". Golden Gate University Law Review. 16 (2):
Oregon_v._Elstad
any other move), and the null-move heuristic in game tree analysis (a method of pruning game trees involving making a null move and then searching to a
Null_move
Proof all ranked voting rules have spoilers
American economist Kenneth Arrow. It shows that no procedure for group decision-making under ordinal utilities can satisfy the requirements of rational
Arrow's_impossibility_theorem
Armed attack at an educational institution
occurring in the developing brain during adolescence is the (so-called) pruning of unused connections in thinking and processing. While this is occurring
School_shooting
Operational analysis derived from game theory
rules (represented by a decision matrix). However, confrontation analysis sees the interaction as a sequence of linked decisions, where the rules or perceptions
Confrontation_analysis
wields a baton, which she uses against Loki and Sylvie. When designing the pruning effect for Loki, visual effects vendor FuseFX sought to differentiate it
Features of the Marvel Cinematic Universe
Features_of_the_Marvel_Cinematic_Universe
A pathfinder network is a method for pruning dense networks to identify core links Relationships among a set of elements are often represented as a square
Pathfinder_network
Class of games where players choose their actions sequentially
and Go, with decision trees varying in complexity—from the compact tree of tic-tac-toe to the vast, unmappable tree of chess. Decision trees, the extensive
Sequential_game
Element in various national and ethnic folk legends or fairy tales
chose Aphrodite, a decision that caused the Trojan War, and ultimately the destruction of both Paris and his city, Troy. Hera's sacred tree, given to her as
Golden_apple
cuts Decision Trees C4.5 algorithm: an extension to ID3 ID3 algorithm (Iterative Dichotomiser 3): use heuristic to generate small decision trees k-nearest
List_of_algorithms
Major salivary gland in many animals
tissue For example, sialadenitis creates an appearance known as "pruning of the tree" on a sialogram, where there are less branches visible from the duct
Parotid_gland
Paradox of combining strategies
Your Mathematical Plays Search algorithms Alpha–beta pruning Expectiminimax Minimax Monte Carlo tree search Negamax Paranoid algorithm Principal variation
Parrondo's_paradox
Technique to combat deforestation and desertification
leave, the density of trees they prefer, and the timing and method of pruning. FMNR depends on the existence of living tree stumps, tree roots and seeds to
Farmer-managed natural regeneration
Farmer-managed_natural_regeneration
Concept in machine learning
Benefits of Overparameterization in Model Compression: From Double Descent to Pruning Neural Networks". Proceedings of the AAAI Conference on Artificial Intelligence
Double_descent
Method for discovering interesting relations between variables in databases
we will pick 3. Since all support values are three or above there is no pruning. The frequent item set is {a}, {b}, {c}, and {d}. After this we will repeat
Association_rule_learning
Princess of the Hawaiian Islands (1875–1899)
Louis Stevenson. However, the mounting cost of annual pruning, and concerns about the health of the tree, led to it being cut down in 1949. Kaʻiulani Elementary
Kaʻiulani
Method for land and forest regeneration
areas, existing root systems often exist. Growth can be accelerated by pruning and coppicing where a few branches of new shoots are cut and often used
Reforestation
Overview of and topical guide to algorithms
Evolutionary algorithm A* search algorithm Minimax Alpha–beta pruning Graphplan Monte Carlo tree search Automated planning and scheduling Constraint satisfaction
Outline_of_algorithms
1970s lead to stronger engines. The Minimax algorithm and its alpha-beta pruning optimization, remains key to chess programming and optimization. The algorithm
History_of_chess_engines
English journalist (born 1968)
1968 in Warrington. She grew up in Daresbury, where her parents ran a tree pruning business. When she was 14, she decided she wanted to be a journalist
Rebekah_Brooks
Methods in artificial intelligence research
contributions including Version Space, Valiant's PAC learning, Quinlan's ID3 decision-tree learning, case-based learning, and inductive logic programming to learn
Symbolic artificial intelligence
Symbolic_artificial_intelligence
Programming language specialized to a specific application domain
UML vs. Domain-Specific Languages Sagar Sen; et al. (2009). "Meta-model Pruning". CiteSeerX 10.1.1.156.6008. {{cite journal}}: Cite journal requires |journal=
Domain-specific_language
Flaw in mathematical modelling
, model comparison, cross-validation, regularization, early stopping, pruning, Bayesian priors, or dropout). The basis of some techniques is to either
Overfitting
Human behavior pattern in which the participant takes on increasing risk
pattern of decision-making in which individuals or groups continue to invest in a chosen course of action despite mounting evidence that the decision is wrong
Escalation_of_commitment
Israeli-American psychologist and economist (1934–2024)
psychologist best known for his work on the psychology of judgment and decision-making as well as behavioral economics, for which he was awarded the 2002
Daniel_Kahneman
Type of algorithm, produces approximately correct solutions
choices first so that bad paths can be eliminated early (see alpha–beta pruning). In the case of best-first search algorithms, such as A* search, the heuristic
Heuristic_(computer_science)
Paper-and-pencil game for two players
complexity) or the 26,830 possible games up to rotations and reflections (the game tree complexity) on this space. If played optimally by both players, the game
Tic-tac-toe
Species of slime mold, model organism
S2CID 196650933. Marbach, S; Alim, K; Andrew, N; Pringle, A; Brenner, MP (2016). "Pruning to increase Taylor dispersion in Physarum polycephalum networks". Phys
Physarum_polycephalum
Coastal forest park in Albania
weeding, fertilization with nitrate, and pruning of dry branches to prevent fires. During this period, cutting trees and collecting firewood were prohibited
Soda_Forest
Standard example in game theory
either learn what the other has decided until he has irrevocably made his decision. Each is informed that the other prisoner is being offered the very same
Prisoner's_dilemma
When a decision-maker's future preferences can contradict earlier preferences
dynamic inconsistency or time inconsistency is a situation in which a decision-maker's preferences change over time in such a way that a preference can
Dynamic_inconsistency
3rd episode of the 5th season of Shameless
feel especially unnecessary. 'The Two Lisas' works towards pruning the Shameless family tree, which is a good move for the show's overall health." Alston
The_Two_Lisas
Israeli psychologist (1937–1996)
the biases and failures in rationality continually exhibited in human decision-making. Starting with their first paper together, "Belief in the Law of
Amos_Tversky
Part of the Korean Demilitarized Zone
18, 1976, North Korean guards attacked a UNC work party which was pruning a large tree obscuring visibility between two UNC checkpoints. During the fight
Joint_Security_Area
Australian fraudster
Mitchell, Alex; Browne, Rachel (24 April 2005). "Adler's new life pruning trees". The Sun-Herald. Retrieved 5 March 2012. Mitchell, Alex (19 June 2005)
Rodney_Adler
Species of fungus that infects coffee plants
and the amount of water that remains on leaves. Cultural methods such as pruning branches to allow more air circulation and light penetration can help dry
Hemileia_vastatrix
Green-skinned grape variety
losing much aroma from over-ripeness, leaving only slight grapefruit and tree fruit (such as peach) notes. Along with Riesling, Sauvignon blanc was one
Sauvignon_blanc
Milkweed butterfly in the family Nymphalidae
prefer young, more tender growth, you can provide this by timing your pruning so there are new leaves by September or so for the arriving Monarchs. Just
Monarch_butterfly
2015 film by Todd Haynes
able to keep that restraint going". Nagy made the story more enigmatic, pruning some of the backstory in light of a significant early line that Carol says
Carol_(film)
Process of reasoning backwards in sequence
first subgame, the choice "go to movie" offers a payoff of 9 since the decision tree terminates at the reward (9, 11), considering Player 2's previously
Backward_induction
Red-wine variety of grape
vigorous rootstock and also practice green harvesting with aggressive pruning of grape clusters soon after veraison. In general, Cabernet Sauvignon has
Cabernet_Sauvignon
Excluding certain graphical elements from being rendered in a scene
Distance fog Guard-band clipping Hidden-surface determination Pruning (decision trees) Visibility (geometry) GPU Gems: Efficient Occlusion Culling Clipping
Clipping_(computer_graphics)
Species of fungus
suggest destroying any volunteer crops by burying outside of fields and pruning plants to reduce humidity and increase airflow. This article incorporates
Colletotrichum_orbiculare
Transmission of information
instance, the selection of seeds by ants for their ant gardens and the pruning of exogenous vegetation as well as plant protection by ants. Some animal
Communication
Problem-solving methodPages displaying short descriptions of redirect targets Pruning (algorithm) – Data compression techniquePages displaying short descriptions
Outline of artificial intelligence
Outline_of_artificial_intelligence
Historic site in Bangalore Cantonment, India
Further it suggested polishing the statue of Edward VII, and pruning of surrounding trees to make the statue more visible. Since the 1960s, a group of
Statue of Edward VII, Bengaluru
Statue_of_Edward_VII,_Bengaluru
Stadium in Bogotá, Colombia
a large crowd on the field. "The first stage of the test consisted of pruning, surveying, geotechnical engineering and agronomy of 100 square meters
Estadio_El_Campín
Welsh biological warfare expert (1944–2003)
tablets of co-proxamol, an analgesic drug; he also cut his left wrist with a pruning knife he had owned since his youth, severing his ulnar artery. Forensic
David_Kelly_(weapons_expert)
Abby (June 10, 2025). "Moving Mountains Announce First Album in 12 Years Pruning of the Lower Limbs: Hear "Ghosts"". Stereogum. Retrieved June 10, 2025
List_of_2025_albums
Limited DC comic series
gagged head in her basket. At the same time June finds a bloody pair of pruning shears in Ned's raincoat and deduces that they were used to cut off Liam's
Basketful_of_Heads
Elm cultivar
parent) with Siberian Elm clone W426 grown from seed collected from a street tree at Yankton, South Dakota. As selection 'W917' it is a sibling of 'Rebona'
Ulmus_'New_Horizon'
DECISION TREE-PRUNING
DECISION TREE-PRUNING
Female
English
English form of Irish BrÃgh, BREE means "force, strength."
Male
English
Short form of English Trevor, TREV means "large settlement."
Boy/Male
Tamil
Decision, Confirmed
Boy/Male
Muslim
Decision
Male
English
English name TREY means "three."
Boy/Male
Hindu
Decision, Confirmed
Boy/Male
Indian
Decision
Boy/Male
American, Australian, British, Chinese, Christian, English
Three
Girl/Female
Indian, Telugu
Decision
Surname or Lastname
English
English : variant of Trow, mainly of 1.altered spelling of German Treu.
Boy/Male
American, Australian, British, English, Jamaican
Three
Boy/Male
Hindu
Decision, Confirmed
Boy/Male
English American
Three. Also atraigh 'Strand'.
Boy/Male
Tamil
Nishchay | நிஷà¯à®šà®¯Â
Decision, Confirmed
Nishchay | நிஷà¯à®šà®¯Â
Boy/Male
Hindu, Indian
Decision Maker
Boy/Male
American, Australian, Chinese
Three
Boy/Male
Finnish, German
Advice; Decision Protection
Boy/Male
British, Danish, English, German
Wolf; Advice; Decision
Female
Spanish
Short form of Spanish Teresa, TERE means "harvester."Â
Surname or Lastname
English (mainly southeastern)
English (mainly southeastern) : topographic name for someone who lived near a conspicuous tree, Middle English tre(w).
DECISION TREE-PRUNING
DECISION TREE-PRUNING
Girl/Female
American, Australian, British, English, German
From the High Tower; Woman from Magdala; Variant of Madeline
Boy/Male
Tamil
The first God
Boy/Male
Arabic, Armenian, Australian, Muslim
Sweet
Girl/Female
Teutonic American
Clean.
Boy/Male
Arabic, Muslim
Name of a Sahabi who Participated in the Battle of Badr
Boy/Male
Hindu
Who know everything
Boy/Male
French, German
Little Hacker; Little Hewer of Wood
Girl/Female
Assamese, Hindu, Indian, Kannada, Malayalam, Marathi, Telugu
An Ancient Indian City
Male
English
English surname transferred to forename use, from a form of the Old English surname Hearding, from heard, HARDING means "brave, hardy, strong."
Female
German
German form of Roman Latin Porcius, PORSCHE means "pig." A moon of Uranus was given this name.
DECISION TREE-PRUNING
DECISION TREE-PRUNING
DECISION TREE-PRUNING
DECISION TREE-PRUNING
DECISION TREE-PRUNING
n.
An account or report of a conclusion, especially of a legal adjudication or judicial determination of a question or cause; as, a decision of arbitrators; a decision of the Supreme Court.
v. t.
To place upon a tree; to fit with a tree; to stretch upon a tree; as, to tree a boot. See Tree, n., 3.
a.
Marked by promptness and decision.
v. t.
To drive to a tree; to cause to ascend a tree; as, a dog trees a squirrel.
n.
Cutting off; division; detachment of a part.
imp. & p. p.
of Tree
n.
An object of derision or scorn; a laughing-stock.
n.
Something constructed in the form of, or considered as resembling, a tree, consisting of a stem, or stock, and branches; as, a genealogical tree.
n.
The quality of being decided; prompt and fixed determination; unwavering firmness; as, to manifest great decision.
n.
A cross or gallows; as Tyburn tree.
n.
Right to precision; conformable to a rule or pattern; exact; accurate; as, a true copy; a true likeness of the original.