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Method for analyzing online algorithms
Competitive analysis is a method invented for analyzing online algorithms, in which the performance of an online algorithm (which must satisfy an unpredictable
Competitive analysis (online algorithm)
Competitive_analysis_(online_algorithm)
Topics referred to by the same term
Competitive analysis may refer to: Competitor analysis Competitive analysis (online algorithm) This disambiguation page lists articles associated with
Competitive_analysis
Algorithm that begins on possibly incomplete inputs
in this setting. Competitive analysis formalizes this idea by comparing the relative performance of an online and offline algorithm for the same problem
Online_algorithm
Concept in computer science
computer science, an online algorithm measures its competitiveness against different adversary models. For deterministic algorithms, the adversary is the
Adversary_model
Process of understanding a complex topic or substance
users. Competitive analysis (online algorithm) – shows how online algorithms perform and demonstrates the power of randomization in algorithms Lexical
Analysis
Adversary (online algorithm) Competitive analysis (online algorithm) Online algorithm Optimal stopping Blum, Avrim. "cos 521: Advanced Algorithm Design Lecture
Ski_rental_problem
corresponding offline algorithm which is necessarily always optimal and knows the entire input in advance (competitive analysis). In many situations,
Online_optimization
Competitive analysis Computability theory Computational complexity theory Embarrassingly parallel problem Emergent algorithm Evolutionary algorithm Fast
List of algorithm general topics
List_of_algorithm_general_topics
Algorithm that employs a degree of randomness as part of its logic or procedure
bad input to the algorithm (see worst-case complexity and competitive analysis (online algorithm)) such as in the Prisoner's dilemma. It is for this reason
Randomized_algorithm
Access problem is a simple model used in the study of competitive analysis of online algorithms. Given a set of items in a list where the cost of accessing
List_update_problem
Mind sport
candidates to solve complex programming and algorithmic problems on the spot. There has also been criticism of competitive programming, particularly from professional
Competitive_programming
Overview of and topical guide to algorithms
of algorithm-performance analysis Amortized analysis — analysis of average cost over a sequence of operations Competitive analysis (online algorithm) —
Outline_of_algorithms
systems is the competitive analysis, where the performance of an online algorithm is compared to the performance of an optimal offline algorithm. For deterministic
Metrical_task_system
Method for algorithm analysis in computer science
In computer science, amortized analysis is a method for analyzing a given algorithm's complexity, or how much of a resource, especially time or memory
Amortized_analysis
Algorithm for virtual memory implementation
processor time) of the algorithm itself. The page replacing problem is a typical online problem from the competitive analysis perspective in the sense
Page_replacement_algorithm
Concept in decision theory
decision theory and machine learning, competitive regret refers to a performance measure that evaluates an algorithm's regret relative to an oracle or benchmark
Competitive_regret
American mathematician
linear time. He is perhaps best known for his work with competitive analysis of online algorithms, particularly for the k-server problem. His contributions
Lawrence_L._Larmore
Equivalence of average-case and expected complexity
Yao's principle has also been applied to the competitive ratio of online algorithms. An online algorithm must respond to a sequence of requests, without
Yao's_principle
Computer science algorithm
bound known for any deterministic online algorithm is 10/3. Unit weight undirected graphs can be explored with a competitive ration of 2 − ε, which is already
Graph_traversal
Bound on optimal stopping in random sequences
inequalities are related to the competitive analysis of online algorithms, but differ in two ways. First, much of competitive analysis assumes worst case inputs
Prophet_inequality
Computational problem of interest in computer science
the category of online algorithms, one of two abstract problems on metric spaces that are central to the theory of competitive analysis (the other being
K-server_problem
Overview of and topical guide to machine learning
Apriori algorithm Eclat algorithm FP-growth algorithm Hierarchical clustering Single-linkage clustering Conceptual clustering Cluster analysis BIRCH DBSCAN
Outline_of_machine_learning
Competitive algorithm for searching a problem space
genetic algorithm (GA) is a metaheuristic inspired by the process of natural selection that belongs to the larger class of evolutionary algorithms (EA) in
Genetic_algorithm
Polynomial-time algorithm for the assignment problem
The Hungarian algorithm or Hungarian method is a combinatorial optimization algorithm that solves the assignment problem in polynomial time and which
Hungarian_algorithm
American computer scientist
suggested the idea of comparing an online algorithm to an optimal offline algorithm, for which the term competitive analysis was later coined in a paper of
Daniel_Sleator
Technological phenomenon with social implications
or easily reproduced for analysis. In many cases, even within a single website or application, there is no single "algorithm" to examine, but a network
Algorithmic_bias
Mathematical and computational problem
373/228} . Yao proved in 1980 that there can be no online algorithm with an asymptotic competitive ratio smaller than 3 2 {\displaystyle {\tfrac {3}{2}}}
Bin_packing_problem
Problem in combinatorial optimization
they give a 2-competitive algorithm, prove a lower bound of ~1.368 for randomized algorithms, and prove that no deterministic algorithm can have a constant
Knapsack_problem
American computer scientist (born 1946)
Tomkins introduced a randomized online interval scheduling algorithm, the 2-size version being strongly competitive, and the k-size version achieving
Richard_Lipton
Optimization problem
scheduling algorithm in 1966, which is (2 − 1/m)-competitive, where m is the number of machines. It was later proven to be the optimal online algorithm for two
Job-shop_scheduling
Relevance for a specific subject area or industry of a website
engines, trying to assess domain authority through automated analytic algorithms. The relevance of domain authority on website-listing in the Search Engine
Domain_authority
2D geometric minimization problem
called the migration model. The quality of an online algorithm is measured by the (absolute) competitive ratio s u p I A ( I ) / O P T ( I ) {\displaystyle
Strip_packing_problem
One-by-one assignment of colors to graph vertices
achieves this competitive ratio, and it is possible to prove a matching lower bound on the competitive ratio of any online coloring algorithm. A parsimonious
Greedy_coloring
Pairing where no unchosen pair prefers each other over their choice
Other Combinatorial Problems: An Introduction to the Mathematical Analysis of Algorithms. CRM Proceedings and Lecture Notes. English translation. American
Stable_matching_problem
Artificial neural network
Schulten. The neural gas is a simple algorithm for finding optimal data representations based on feature vectors. The algorithm was coined "neural gas" because
Neural_gas
Display of results from a search
"How Search algorithms work". Google. "Visual Elements gallery of Google Search". Google. , Jansen, B. J., and Spink, A. 2004. An Analysis of Documents
Search_engine_results_page
Professor
University of California, Riverside. He is known for his work competitive analysis of online algorithms, particularly for the k-server problem, on information
Marek_Chrobak
key in the sequence. As is standard in competitive analysis, the competitive ratio of an algorithm A is defined to be the maximum, over all access sequences
Geometry of binary search trees
Geometry_of_binary_search_trees
Process by which platform algorithms increase the reach of certain content
influence the distribution of online information. A feed can be ordered by time, with the newest post at the top. Algorithmic systems order it by prediction
Algorithmic_amplification
American cryptographer (born 1947)
one of the important precursors to the development of competitive analysis for online algorithms. In the early 1980s, he also published well-cited research
Ron_Rivest
Machine learning technique useful for dimensionality reduction
analyze. A SOM is a type of artificial neural network but is trained using competitive learning rather than the error-correction learning (e.g., backpropagation
Self-organizing_map
Educational programs combining academic and technical skills for workforce preparation
AsciiMath, GNU TeXmacs, MathJax, MathML. Algorithms - list of algorithms, algorithm design, analysis of algorithms, algorithm engineering, list of data structures
Career and technical education
Career_and_technical_education
Paradigm in machine learning that uses no classification labels
framework in machine learning where, in contrast to supervised learning, algorithms learn patterns exclusively from unlabeled data. Other frameworks in the
Unsupervised_learning
Standardized mathematics test
Combinatorics Graph theory Algorithm General topology Geometry Complex analysis Probability and Statistics Numerical analysis Graduate Record Examination
GRE_Mathematics_Test
Annual conference series on algorithms
tracks with their own programme committees: a track on the design an analysis of algorithms, and a track on engineering and applications, together accepting
European Symposium on Algorithms
European_Symposium_on_Algorithms
Practice of increasing online visibility
and 100+ ranking factors. Although the study cannot replicate Google's algorithm, it did deliver several interesting findings: Backlinks showed the most
Local search engine optimisation
Local_search_engine_optimisation
Method of executing orders
Algorithmic trading is a method of executing orders using automated pre-programmed trading instructions accounting for variables such as time, price,
Algorithmic_trading
Class of algorithms for pattern analysis
In machine learning, kernel machines are a class of algorithms for pattern analysis, whose best known member is the support-vector machine (SVM). These
Kernel_method
Social media analytics service
online publishers to track where and how their audiences are sharing and organizing their content on the Social Web and perform competitive analysis.
PostRank
Israeli computer scientist
Dagstuhl workshops on competitive analysis of online algorithms, and together with Woeginger he edited the book Online Algorithms: The State of the Art
Amos_Fiat
Process to create executable computer programs
the first description of cryptanalysis by frequency analysis, the earliest code-breaking algorithm. The first computer program is generally dated to 1843
Computer_programming
Type of business activity
Market research. Small Business Administration: Market research and competitive analysis This article incorporates public domain material from websites or
Market_research
Process to evaluate alternative hypotheses
counting algorithm. Decision analysis Decision matrix Intelligence (information gathering) Model selection Multiple-criteria decision analysis Sensemaking
Analysis of competing hypotheses
Analysis_of_competing_hypotheses
Generative AI chatbot by OpenAI
the web for up-to-date information. Training data also suffers from algorithmic bias. The reward model of ChatGPT, designed around human oversight, can
ChatGPT
Analysis of social structures using network and graph theory
George; Pechenizkiy, Mykola (August 31, 2024). "FairSNA: Algorithmic Fairness in Social Network Analysis". ACM Computing Surveys. 56 (8): 1–45. doi:10.1145/3653711
Social_network_analysis
against each other in software development tasks such as requirement analysis, algorithm design, coding, and testing. The Topcoder Software Development Process
Crowdsourcing software development
Crowdsourcing_software_development
Mutually beneficial collusion among competing corporations
studies of algorithm-based markets indicate that computing technologies, in some cases, can be reinforced to reproduce supra-competitive prices, which
Cartel
Practice of subverting video game rules or mechanics to gain an unfair advantage
Hakonen (2006). Algorithms and Networking for Computer Games. Wiley. ISBN 0470029749. Vane, Marcus (2026-04-02). "Technical Analysis: World-Hacking mechanisms
Cheating_in_online_games
Game whose outcome can be correctly predicted
need not actually determine any details of the perfect play. Provide one algorithm for each of the two players, such that the player using it can achieve
Solved_game
information derived from the analysis of user data. By analyzing historical customer data, artificial intelligence algorithms can deliver relevant and targeted
Artificial intelligence in marketing
Artificial_intelligence_in_marketing
Algorithm in data mining
With the k-means++ initialization, the algorithm is guaranteed to find a solution that is O(log k) competitive to the optimal k-means solution. To illustrate
K-means++
Tendency to overestimate in auctions
25 (2): 699–738, JSTOR 2726107 Capen; Clap; Campbell (June 1971). "Competitive Bidding in High-Risk Situations". Journal of Petroleum Technology. 23
Winner's_curse
Machine learning that combines deep learning and reinforcement learning
also demonstrating they could use the same algorithm to learn to play chess and shogi at a level competitive or superior to existing computer programs
Deep_reinforcement_learning
Logical paradox in decision-making theory
(2018). "The New Governors: The People, Rules, and Processes Governing Online Speech". Harvard Law Review. 131: 1598–1670. "The Concept of Toleration
Paradox_of_tolerance
Game illustrating paradox in rational choice theory
theorem Subfields Algorithmic game theory Behavioral game theory Behavioral strategy Compositional game theory Confrontation analysis Contract theory Drama
Dollar_auction
Machine learning technique
reward function to improve an agent's policy through an optimization algorithm like proximal policy optimization. RLHF has applications in various domains
Reinforcement learning from human feedback
Reinforcement_learning_from_human_feedback
Mathematical models of strategic interactions
information markets. Algorithmic game theory and within it algorithmic mechanism design combine computational algorithm design and analysis of complex systems
Game_theory
Concept in game theory
(2012). "The strategic analysis of online customers' repeat purchase intentions". Journal of Targeting, Measurement and Analysis for Marketing. 20: 203–211
Shapley_value
Israeli mathematician and computer scientist
algorithm for metrical task system", J. ACM, 39 (4): 745–763, doi:10.1145/146585.146588, S2CID 18783826. This paper on competitive analysis of online
Nati_Linial
User behavior journey in virtual space
important in order to remain competitive. This analysis can be used to generate two findings for the company, the first being an analysis of a user's clickstream
Click_path
Information system used for organizational decision-making and coordination
science is concerned with the theory and practice of computation, including algorithms, data structures, and software engineering, while computer engineering
Management_information_system
System for rating game players
Aymen (2020-09-01). "Understanding draws in Elo rating algorithm". Journal of Quantitative Analysis in Sports. 16 (3): 211–220. doi:10.1515/jqas-2019-0102
Elo_rating_system
Video-focused social media platform
mental health concerns, misinformation, offensive content, addictive algorithm, its role during the Gaza war, and, following its 2026 divestiture in
TikTok
Problem-solving method
(2025). Heuristics and cognitive biases: A conceptual analysis. Memory & Cognition. Advance online publication. https://doi.org/10.3758/s13421-025-01814-w
Heuristic
Collusion between competitors
Roundtable "Algorithms and Collusion" took place in June 2017 in order to address the risk of possible anti-competitive behaviour by algorithms. It is important
Tacit_collusion
Social structure made up of a set of social actors
community Social network analysis – Analysis of social structures using network and graph theory Social networking service – Online platform used to build
Social_network
French-American mathematician and computer scientist
and Aleksander Madry. Competitively chasing convex bodies (2019), with Yin Tat Lee, Yuanzhi Li, and Mark Sellke. Regret analysis of stochastic and nonstochastic
Sébastien_Bubeck
Canadian mathematician and gridiron football player (born 1991)
"A Cascadic Multigrid Algorithm for Computing the Fiedler Vector of Graph Laplacians". It includes "a cascadic multigrid algorithm for fast computation
John_Urschel
Standard example in game theory
those with high scores reproduce (a genetic algorithm for finding an optimal strategy). The mix of algorithms in the final population generally depends
Prisoner's_dilemma
of decision-making in such environments. For example, in an asynchronous online auction, bidders may place bids at any time before the auction ends, rather
Asynchrony_(game_theory)
Type of binary search tree
emblematic. It is an online binary search tree that achieves an O ( log log n ) {\displaystyle O(\log \log n)} competitive ratio relative to the
Tango_tree
R&D department, the P1K team developed EMMA, an authorship verification algorithm, to combat plagiarism. EMMA is based on Natural Language Understanding
Phase_One_Karma
Branch of machine learning
transform the data into a more suitable representation for a classification algorithm to operate on. In the deep learning approach, features are not hand-crafted
Deep_learning
American computer scientist
markings to perform IP traceback, competitive analysis of multiprocessor cache coherence algorithms, unified algorithms for simultaneously managing all
Anna_Karlin
Form of advertising
and other recent online activities. While efficient for advertisers, the practice has raised concerns regarding privacy and algorithmic bias, which critics
Targeted_advertising
Use of technology in education to enhance learning and teaching
scientific research, and in a given context may refer to theoretical, algorithmic or heuristic processes: it does not necessarily refer only to physical
Educational_technology
Technology capable of matching a face from an image against a database of faces
features. Popular recognition algorithms include principal component analysis using eigenfaces, linear discriminant analysis, elastic bunch graph matching
Facial_recognition_system
Paper-and-pencil game for two players
that deals with the searching of game trees, most notably the minimax algorithm. It is straightforward to write a computer program to play tic-tac-toe
Tic-tac-toe
Canadian-American computer scientist
R. (1998). Online Computation and Competitive Analysis. Cambridge University Press. ISBN 978-0-521-56392-5. Gap theorem Online algorithms Computational
Allan_Borodin
Use of specialized Internet search engines
February 2012, Google announced that they made 40 changes to their search algorithm, including one codenamed "Venice" which Google states will improve local
Local_search_(Internet)
Study of writing style
Communications for Forensics Analysis – TechRepublic". TechRepublic. Retrieved 2016-01-26. Zhou, L.; Zhang, Dongsong (2004-01-01). "Can online behavior unveil deceivers
Stylometry
Software in bioinformatics
of de novo assemblers are greedy algorithm assemblers and De Bruijn graph assemblers. There are two types of algorithms that are commonly utilized by these
De_novo_sequence_assemblers
Pricing strategy
Chen, Le; Mislove, Alan; Wilson, Christo (2016). "An Empirical Analysis of Algorithmic Pricing on Amazon Marketplace". Proceedings of the 25th International
Dynamic_pricing
Marketing strategy using data analysis to deliver individualized messages and products
then use technology to analyze it and show personalized ads based on algorithms that attempt to deduce people’s interests. Personalized marketing is dependent
Personalized_marketing
experiments are used for protein/peptide identification. Peptide identification algorithms fall into two broad classes: database search and de novo search. The former
List of mass spectrometry software
List_of_mass_spectrometry_software
Internet platform for data science competitions
making a association football AI for Manchester City, coding a trading algorithm for Two Sigma Investments, and improving the search for the Higgs boson
Kaggle
Topics referred to by the same term
standard for component-based software engineering Connected-component analysis, algorithmic application of graph theory Continuous configuration automation
CCA
Optimization problem
assignment problem Location-allocation Dijkstra's algorithm List of spatial analysis software Competitive facility location game Eiselt, H.A.; Marianov,
Optimal_facility_location
Overuse of a shared resource
cooperative or competitive behaviour in bacteria populations. When resources availability is high, bacterial populations become competitive and aggressive
Tragedy_of_the_commons
Concept in economics and game theory
approximation algorithm or the 'competitive ratio' in an online algorithm. This is in the context of the current trend of analyzing games using algorithmic lenses
Price_of_anarchy
COMPETITIVE ANALYSIS-ONLINE-ALGORITHM
COMPETITIVE ANALYSIS-ONLINE-ALGORITHM
Girl/Female
American, Australian, French, German, Latin, Swedish
Olive Tree; Elf Warrior; Elf Army
Girl/Female
Tamil
Sameeksha | ஸமீகà¯à®·à®¾Â
Analysis
Sameeksha | ஸமீகà¯à®·à®¾Â
Female
French
Short form of French Adeline, DELINE means "noble."Â
Girl/Female
Indian
Analysis
Girl/Female
Tamil
Samiksha | ஸமீகà¯à®·à®¾
Analysis
Samiksha | ஸமீகà¯à®·à®¾
Girl/Female
Irish American Latin
Olive.
Girl/Female
Indian, Telugu
Review; Analysis
Girl/Female
Muslim
Analysis
Female
English
Variant spelling of English Aline, ALLINE means "little Eve."Â
Girl/Female
Hindu
Analysis
Girl/Female
Tamil
Sameksha | ஸமேகà¯à®·à®¾
Analysis
Sameksha | ஸமேகà¯à®·à®¾
Girl/Female
Latin American
Olive: symbol of peace.
Girl/Female
Hindu
Analysis
Girl/Female
Hindu, Indian
Analyses
Female
English
Variant spelling of English Colleen, COLINE means "girl."
Female
English
Elaborated form of English Opal, OPALINE means "gem, precious stone."
Boy/Male
American, Australian, British, English, Latin
Olive Tree; Form of Oliver; An Olive; Elf Army
Girl/Female
Hindu
Analysis
Female
Hawaiian
Hawaiian name OLINA means "joyous."
Female
French
French form of Roman Latin Leontina, LÉONTINE means "lion-like."
COMPETITIVE ANALYSIS-ONLINE-ALGORITHM
COMPETITIVE ANALYSIS-ONLINE-ALGORITHM
Girl/Female
Arabic, Muslim
Like a Star
Girl/Female
Tamil
With a sound mind, A lady
Girl/Female
Bengali, Indian, Kannada, Marathi
One who Cantrol his Conscience
Boy/Male
Indian, Sanskrit
Without
Boy/Male
Native American
Fishes for salmon with spear.
Girl/Female
Hindu, Indian, Marathi
Crest Jewel; Disciplined; Cultured
Boy/Male
Tamil
Victorious, Dhritarashtras charioteer
Boy/Male
Tamil
Lord Brahma
Girl/Female
American, Australian, British, Christian, English, Hebrew
God is My Judge; Feminine Variant of Daniel
Boy/Male
Muslim
King
COMPETITIVE ANALYSIS-ONLINE-ALGORITHM
COMPETITIVE ANALYSIS-ONLINE-ALGORITHM
COMPETITIVE ANALYSIS-ONLINE-ALGORITHM
COMPETITIVE ANALYSIS-ONLINE-ALGORITHM
COMPETITIVE ANALYSIS-ONLINE-ALGORITHM
a.
Of or pertaining to analysis; resolving into elements or constituent parts; as, an analytical experiment; analytic reasoning; -- opposed to synthetic.
n.
See Conine.
n.
One who analyzes; formerly, one skilled in algebraical geometry; now commonly, one skilled in chemical analysis.
n.
Rivalry; competition.
n.
The science of blowpipe analysis.
v. t.
To take the lining out of; hence, to empty; as, to unline one's purse.
n.
Chemical analysis.
n.
The separation of a compound substance, by chemical processes, into its constituents, with a view to ascertain either (a) what elements it contains, or (b) how much of each element is present. The former is called qualitative, and the latter quantitative analysis.
n.
See Conine.
n.
A process by which reaction occurs in the presence of certain agents which were formerly believed to exert an influence by mere contact. It is now believed that such reactions are attended with the formation of an intermediate compound or compounds, so that by alternate composition and decomposition the agent is apparenty left unchanged; as, the catalysis of making ether from alcohol by means of sulphuric acid; or catalysis in the action of soluble ferments (as diastase, or ptyalin) on starch.
pl.
of Analysis
a.
Characteristic of cats; sly; stealthy; treacherous; as, a feline nature; feline manners.
a.
Consisting of salt, or containing salt; as, saline particles; saline substances; a saline cathartic.
n.
The science of analysis.
a.
Of or pertaining to competition; producing competition; competitory; as, a competitive examination.
a.
Andean; as, Andine flora.
n.
A journey or expedition up from the coast, like that of the younger Cyrus into Central Asia, described by Xenophon in his work called "The Anabasis."
n.
Alt. of Analyser
n.
Synthesis as opposed to analysis.
n.
A powerful and very poisonous vegetable alkaloid found in the hemlock (Conium maculatum) and extracted as a colorless oil, C8H17N, of strong repulsive odor and acrid taste. It is regarded as a derivative of piperidine and likewise of one of the collidines. It occasions a gradual paralysis of the motor nerves. Called also coniine, coneine, conia, etc. See Conium, 2.