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Data mining technique
Sequential pattern mining is a topic of data mining concerned with finding statistically relevant patterns between data examples where the values are delivered
Sequential_pattern_mining
Process of analyzing large data sets
(association rule mining, sequential pattern mining). This usually involves using database techniques such as spatial indices. These patterns can then be seen
Data_mining
Finding and extracting information from semi-structured data sets
mining or structured data mining is the process of finding and extracting useful information from semi-structured data sets. Graph mining, sequential
Structure_mining
Functional programming construct
science, pattern matching is the act of checking a given sequence of tokens for the presence of the constituents of some pattern. In contrast to pattern recognition
Pattern_matching
Technique for database mining
algorithm. Other strategies include: Frequent subtree mining Structure mining Sequential pattern mining and respective specific techniques. Implementations
Frequent_pattern_discovery
German computer scientist
data mining, and data privacy. He developed some of the fastest data mining algorithms for frequent pattern mining, sequential pattern mining, and decision
Johannes_Gehrke
Process of analysing text to extract information from it
learning Record linkage Sequential pattern mining (string and sequence mining) w-shingling Web mining, a task that may involve text mining (e.g. first find appropriate
Text_mining
Method for discovering interesting relations between variables in databases
Association Rules e.g. partition the age into 5-year-increment ranged Sequential pattern mining discovers subsequences that are common to more than minsup (minimum
Association_rule_learning
Data structure
index can be used to locate all occurrences of a pattern in time linear or near-linear in the pattern size, with no dependence or only logarithmic dependence
Substring_index
Research field
factor analysis, social network analysis, association rule mining, and sequential pattern mining. Discovered relationships must then be validated in order
Educational_data_mining
Methods in artificial intelligence research
intelligence Physical symbol systems hypothesis Semantic Web Sequential pattern mining Statistical relational learning Symbolic mathematics YAGO ontology
Symbolic artificial intelligence
Symbolic_artificial_intelligence
Type of formal grammar
Other Parsing Pattern matching Compressed pattern matching Longest common subsequence Longest common substring Sequential pattern mining Sorting String
Regular_grammar
Computer science problem
Other Parsing Pattern matching Compressed pattern matching Longest common subsequence Longest common substring Sequential pattern mining Sorting String
Longest_common_substring
Type of finite-state machine in automata theory
compiling a regular expression to an NFA that can efficiently perform pattern matching on strings. Conversely, Kleene's algorithm can be used to convert
Nondeterministic finite automaton
Nondeterministic_finite_automaton
Algorithm to transform a regular expression into a finite automaton
processing utilities use regular expressions to describe advanced search patterns, but NFAs are better suited for execution on a computer. Hence, this algorithm
Thompson's_construction
Data structure
Other Parsing Pattern matching Compressed pattern matching Longest common subsequence Longest common substring Sequential pattern mining Sorting String
Ternary_search_tree
Algorithmic problem on pairs of sequences
doi:10.1145/2071379.2071383. Apostolico, Alberto; Galil, Zvi (1997-05-29). Pattern Matching Algorithms. Oxford University Press. ISBN 978-0-19-535434-8. Masek
Longest_common_subsequence
Political term
effectively analyze Internet water army user behavior and use the sequential pattern mining algorithms to determine paid posters' accounts. An information
Internet_water_army
discovery. finding k most interesting patterns using sequential sampling. mining top.k frequent closed patterns without minimum support. k-optimal rule
K-optimal_pattern_discovery
Computer scientist in New Zealand (born 1978)
Yun Sing Koh; Rincy Thomas (2017). "A Survey of Sequential Pattern Mining". Data Science and Pattern Recognition. 1 (1): 54–77. Wikidata Q138719481. Yun
Yun_Sing_Koh
Searching for patterns in compressed data
In computer science, compressed pattern matching (abbreviated as CPM) is the process of searching for patterns in compressed data with little or no decompression
Compressed_pattern_matching
Indian computer scientist
cited papers in the area of Data Mining. It won the VLDB 10-year award in 2004. His 1995 paper, Mining Sequential Patterns, also co-authored with Rakesh
Ramakrishnan_Srikant
Deterministic finite automaton accepting set of all suffixes of particular string
doi:10.1007/BF01084395. Zbl 0509.68043. Weiner, Peter (1973). "Linear pattern matching algorithms". 14th Annual Symposium on Switching and Automata Theory
Suffix_automaton
Analysis of sets of categorical sequences
alignment Sequence analysis in bioinformatics Sequence clustering Sequential pattern mining Stochastic process Survival analysis Abbott, Andrew (1983). "Sequences
Sequence analysis in social sciences
Sequence_analysis_in_social_sciences
Data mining process
aimed to create a neutral methodology, SAS also offered a pattern to follow in its data mining tools. The phases of SEMMA and related tasks are the following:
SEMMA
Data mining technique using event logs
techniques in the field of process mining try to discover end-to-end process models that are able to describe sequential, choice relation, concurrent and
Process_mining
algorithm (Generalized Sequential Pattern algorithm) is an algorithm used for sequence mining. The algorithms for solving sequence mining problems are mostly
GSP_algorithm
AI's tendency to abruptly and drastically forget old info after learning new info
activation patterns orthogonal to one another. Lewandowsky and Li (1995) noted that the interference between sequentially learned patterns is minimized
Catastrophic_interference
maximum-relevance selection. Many heuristic algorithms can be used, such as the sequential forward, backward, or floating selections. On the other hand, features
Minimum redundancy feature selection
Minimum_redundancy_feature_selection
Unordered set of n-time-series possibly of different lengths
span a much wider range of uses. Due to the high ingestion rates and sequential nature of this data, TSDB repositories heavily utilize specialized compression
Time_series_database
are to be followed through in calculations, data processing, data mining, pattern recognition, automated reasoning or other problem-solving operations
List_of_algorithms
Machine capable of carrying out a complex series of actions automatically
to operate in complex environments and perform non-repetitive and non-sequential tasks such as transporting photomasks in a semiconductor lab, specimens
Robot
Obtaining data from a social media user's content
Social media mining is the process of obtaining data from user-generated content on social media in order to extract actionable patterns, form conclusions
Social_media_mining
Sheetlike body of crystallized minerals within a rock
Veins formed in this way may exhibit a colloform, agate-like habit, of sequential selvages of minerals which radiate out from nucleation points on the vein
Vein_(geology)
Algorithms for matrix decomposition
one finds that higher-rank solutions are less likely to plateau. The sequential construction of NMF components (W and H) was firstly used to relate NMF
Non-negative matrix factorization
Non-negative_matrix_factorization
Overview of and topical guide to machine learning
Question answering Speech synthesis Text mining Term frequency–inverse document frequency Text simplification Pattern recognition Facial recognition system
Outline_of_machine_learning
Any of the fifteen lanthanides plus scandium and yttrium
needed] The rare-earth elements are often found together. During the sequential accretion of the Earth, the dense rare-earth elements were incorporated
Rare-earth_element
Aluminium nesosilicate mineral
Whitney, D.L. (2002). "Coexisting andalusite, kyanite, and sillimanite: Sequential formation of three Al2SiO5 polymorphs during progressive metamorphism
Andalusite
Approach in data analysis
"Adaptive real-time anomaly detection using inductively generated sequential patterns". Proceedings. 1990 IEEE Computer Society Symposium on Research in
Anomaly_detection
Type of multi-speed motor vehicle transmission
in motorcycles and are based on conventional manual transmissions or sequential manual transmissions, but use an automatic clutch system. But some semi-automatic
Semi-automatic_transmission
Mathematical model of computation
theoretical computer science Gurevich, Yuri (July 2000). "Sequential Abstract State Machines Capture Sequential Algorithms" (PDF). ACM Transactions on Computational
Finite-state_machine
Process of reducing the number of random variables under consideration
Mining, 2002 Lu, Haiping; Plataniotis, K.N.; Venetsanopoulos, A.N. (2011). "A Survey of Multilinear Subspace Learning for Tensor Data" (PDF). Pattern
Dimensionality_reduction
Class of statistical modeling methods
Infinite-Order Conditional Random Field Model for Sequential Data Modeling". IEEE Transactions on Pattern Analysis and Machine Intelligence. 35 (6): 1523–1534
Conditional_random_field
reverse order of execution. Jobs and triggers also require the reverse sequential listing of orders when created. A job creates something such as a task
Process driven messaging service
Process_driven_messaging_service
Computational model used in machine learning
learning include pattern recognition (classification) and regression (function approximation). Supervised learning is applicable to sequential data (e.g.,
Neural network (machine learning)
Neural_network_(machine_learning)
Data analysis techniques for fraud detection
knowledge (output). If data mining results in discovering meaningful patterns, data turns into information. Information or patterns that are novel, valid and
Data analysis for fraud detection
Data_analysis_for_fraud_detection
Data collection method
correlations” among pages users visit in a search session. Sequential pattern discovery is association rule mining, but it also accounts for time like the page views
Click_tracking
Algorithm for measuring similarity between temporal sequences
Dynamic Time Warping in Linear Time and Space. KDD Workshop on Mining Temporal and Sequential Data, pp. 70–80, 2004. Meinard Müller, Henning Mattes, and Frank
Dynamic_time_warping
Opinion and argument mining subtask
extracting local n-gram-like patterns and recurrent models such as LSTMs and bidirectional LSTMs for capturing sequential dependencies across longer contexts
Stance_detection
Change of statistical properties over time
Knowledge Discovery from Sensor Data StreamKDD 2010 Novel Data Stream Pattern Mining Techniques Concept Drift and Learning in Nonstationary Environments
Concept_drift
Machine learning technique
but a more recent design, namely the transformer, removed the slower sequential RNN and relied more heavily on the faster parallel attention scheme. Inspired
Attention_(machine_learning)
System to predict users' preferences
com WSDM WebTour21 Challenge on Sequential Recommendations" (PDF). WSDM '21: ACM Conference on Web Search and Data Mining. ACM. Archived from the original
Recommender_system
Machine learning strategy
a contextual bandit problem. For example, Bouneffouf et al. propose a sequential algorithm named Active Thompson Sampling (ATS), which, in each round,
Active learning (machine learning)
Active_learning_(machine_learning)
Overview of and topical guide to computer science
cryptography as well as a test domain in artificial intelligence. Algorithms – Sequential and parallel computational procedures for solving a wide range of problems
Outline_of_computer_science
Method for data management
while an index of 10,000 documents can be queried within milliseconds, a sequential scan of every word in 10,000 large documents could take hours. The additional
Search_engine_indexing
Recurrent neural network architecture
Abidogun, Olusola Adeniyi (2005). Data Mining, Fraud Detection and Mobile Telecommunications: Call Pattern Analysis with Unsupervised Neural Networks
Long_short-term_memory
Use of various control systems for operating equipment
general-purpose programmable devices, they were soon applied to control sequential and combinatorial logic in industrial processes. However, these early
Automation
developed using formal design and modeling techniques. data mining Is a process of discovering patterns in large data sets involving methods at the intersection
Glossary_of_computer_science
Statistical measures of whether a finding is likely to be true
screening test drops precipitously. That said, Balayla et al. showed that sequential testing overcomes the aforementioned Bayesian limitations and thus improves
Positive and negative predictive values
Positive_and_negative_predictive_values
Vector quantization algorithm minimizing the sum of squared deviations
requirement for labeled data. Standard Lloyd’s algorithm is inherently sequential. It has an effective time complexity of O(nkdi), which becomes a bottleneck
K-means_clustering
Field of machine learning
Learning to Policy Induction Attacks". Machine Learning and Data Mining in Pattern Recognition. Lecture Notes in Computer Science. Vol. 10358. pp. 262–275
Reinforcement_learning
Branch of statistics focusing on spatial data sets
Truncated Gaussian Plurigaussian Annealing Spectral simulation Sequential Indicator Sequential Gaussian Dead Leave Transition probabilities Markov chain geostatistics
Geostatistics
Classification problem where multiple labels may be assigned to each instance
learning algorithms, on the other hand, incrementally build their models in sequential iterations. In iteration t, an online algorithm receives a sample, xt
Multi-label_classification
Class of artificial neural network
networks, recurrent neural networks (RNNs) are designed for processing sequential data, such as text, speech, and time series, where the order of elements
Recurrent_neural_network
Type of dam
dam is typically an earth-fill embankment dam used to store byproducts of mining operations after separating the ore from the gangue. Tailings can be liquid
Tailings_dam
145–152. Soysal, Ömer M (2015). "Association rule mining with mostly associated sequential patterns". Expert Systems with Applications. 42 (5): 2582–2592
List of datasets for machine-learning research
List_of_datasets_for_machine-learning_research
Type of feedforward neural network
Franck; Wolf, Christian; Garcia, Christophe; Baskurt, Atilla (2011-11-16). "Sequential Deep Learning for Human Action Recognition". In Salah, Albert Ali; Lepri
Convolutional_neural_network
Computer control of machine tools
instructions. Instructions are delivered to a CNC machine in the form of a sequential program of machine control instructions such as G-code and M-code, and
Computer_numerical_control
Software application
problems) and core code improvements. Feature selection Pattern recognition Machine learning Data mining OpenNN, Open neural networks library for predictive
Feature_Selection_Toolbox
Branch of machine learning
Michael I. (1986). "Attractor dynamics and parallelism in a connectionist sequential machine". Proceedings of the Annual Meeting of the Cognitive Science Society
Deep_learning
Statistics and machine learning technique
producing an additive model to reduce the final model errors — also known as sequential ensemble learning. Stacking or blending consists of different base models
Ensemble_learning
Series of pickup trucks
6-speed manual transmission or a 6-speed automatic transmission with sequential shift technology. The manual model, touted as an "intelligent" manual
Toyota_Hilux
Data structure for approximate set membership
now guaranteed to be on the same PE. In the second step each PE uses a sequential algorithm for duplicate detection on the receiving elements, which are
Bloom_filter
Set of machine learning methods
optimization methods. Adaptations of existing techniques such as the Sequential Minimal Optimization have also been developed for multiple kernel SVM-based
Multiple_kernel_learning
Optimization problem in computer science
set". Pattern Recognition. 12 (4): 261–268. Bibcode:1980PatRe..12..261T. doi:10.1016/0031-3203(80)90066-7. A. Rajaraman & J. Ullman (2010). "Mining of Massive
Nearest_neighbor_search
Recognition of events from videos or sensors
mining approach based on discriminative patterns which describe significant changes between any two activity classes of data to recognize sequential,
Activity_recognition
Japanese music and audio equipment maker
1988, Yamaha shipped the world's first CD recorder. Yamaha purchased Sequential Circuits in 1988. It bought a majority stake (51%) of competitor Korg
Yamaha_Corporation
Quantitative methods used to simulate climate
and are not simply due to random climate variability or natural weather patterns. There are three major types of institution where climate models are developed
Climate_model
Optimization algorithm
unconstrained quadratic minimization, gradient descent develops a zig–zag pattern of subsequent iterates as iterations progress, resulting in slow convergence
Gradient_descent
Network protection device or software
Machine (TIM) did anomaly detection using inductive learning of sequential user patterns in Common Lisp on a VAX 3500 computer. The Network Security Monitor
Intrusion_detection_system
Tegmark – Life 3.0 Marcus Hutter – Universal Artificial Intelligence: Sequential Decisions Based on Algorithmic Probability Martin Ford (author) - Architects
List_of_computer_books
Hypothetical climatic effect of nuclear war
matter such as corpses that froze during the nuclear winter. Another more sequential hypothetical scenario, following the settling out of most of the aerosols
Nuclear_winter
Software for understanding biological data
J, Ziemert N, et al. (April 2015). "Molecular networking and pattern-based genome mining improves discovery of biosynthetic gene clusters and their products
Machine learning in bioinformatics
Machine_learning_in_bioinformatics
Algorithm for modelling sequential data
until the 2017 publication of transformers. However, LSTM still used sequential processing, like most other RNNs. Specifically, RNNs operate one token
Transformer_(deep_learning)
recognition". Proceedings of the 12th IAPR International Conference on Pattern Recognition (Cat. No.94CH3440-5). Vol. 2. IEEE Comput. Soc. Press. pp. 77–82
List of datasets in computer vision and image processing
List_of_datasets_in_computer_vision_and_image_processing
Method of data analysis
useful to make an estimate of the PCA projection that can be updated sequentially. This can be done efficiently, but requires different algorithms. In
Principal_component_analysis
Algorithm for supervised learning of binary classifiers
incorporating time-delays to perceptron units, to allow for processing sequential data, analyzing audio (instead of images). The machine was shipped from
Perceptron
Technique for the generative modeling of a continuous probability distribution
video generation. These typically involve training a neural network to sequentially denoise images blurred with Gaussian noise. The model is trained to reverse
Diffusion_model
field-sequential color TV (known as telectroescopía at first). His efforts began in 1931 and led to a Mexican patent for the "trichromatic field sequential
History_of_television
Set of methods for supervised statistical learning
matrix is often used in the kernel trick. Another common method is Platt's sequential minimal optimization (SMO) algorithm, which breaks the problem down into
Support_vector_machine
Type of biological prediction
and which should fit poorly at sequential positions in a known protein structure. Profile columns represent sequential positions in the structure, and
Protein_structure_prediction
Programming paradigm in which many processes are executed simultaneously
particle hydrodynamics) Constraint satisfaction problems (CSPs) Data mining and pattern recognition Machine learning and deep learning training Ray tracing
Parallel_computing
128-bit number used to identify information in computer systems
variant|data_d and data_e are not byte-swapped. Variant 1 UUIDs are sequentially encoded in big-endian. For example, 00112233-4455-6677-8899-aabbccddeeff
Universally_unique_identifier
List of concepts in artificial intelligence
exploratory data mining, and a common technique for statistical data analysis, used in many fields, including machine learning, pattern recognition, image
Glossary of artificial intelligence
Glossary_of_artificial_intelligence
South Korean television reality show
a target pattern of 2 squares horizontally and 2 squares vertically is presented, you must find the area with the presented target pattern on the game
Elite_League_(TV_series)
Computer Programmer". Encyclopaedia Britannica. Langston, Nancy (2013). "Mining the Boreal North". American Scientist. 101 (2): 1. doi:10.1511/2013.101
Timeline_of_machine_learning
Ancient Semitic maritime civilization
Phoenician settlement, spanning from Cyprus to Morocco. This deliberate sequential sampling was an attempt to develop a methodology to link the documented
Phoenicia
3D graphic display device
one of several kinds of 3D displays. Other types are stereoscopes, view-sequential displays, electro-holographic displays, "two view" displays, and panoramagrams
Volumetric_display
Paradigm of rule-based machine learning methods
training dataset (characteristic of a data mining, classification, or regression problem), or an online sequential stream of live training instances. Each
Learning_classifier_system
Subfield of computer science and mathematics
sometimes conflated with data mining, although that focuses more on exploratory data analysis. Machine learning and pattern recognition "can be viewed as
Theoretical_computer_science
SEQUENTIAL PATTERN-MINING
SEQUENTIAL PATTERN-MINING
Male
Finnish
Finnish form of Greek Petros, PETTERI means "rock, stone."Â
Surname or Lastname
English (eastern counties)
English (eastern counties) : apparently a variant of German.
Surname or Lastname
English (eastern counties)
English (eastern counties) : unexplained. Possibly a variant of Masset (see Massett).
Girl/Female
German, Latin
Pattern
Surname or Lastname
English or Irish
English or Irish : unexplained.
Surname or Lastname
English (Norfolk)
English (Norfolk) : diminutive of Platt 1.English (Norfolk) : metonymic occupational name for a platemaker, from Old French platon ‘metal plate’.
Surname or Lastname
English (eastern counties)
English (eastern counties) : unexplained.
Surname or Lastname
German
German : habitational name for someone who lived at a house distinguished by the sign of a panther, Middle High German panter (see Panther 1).North German : occupational name for a mortager or pawn broker, from a contracted form of Pfandherr.English (mainly Northamptonshire) and Scottish : occupational name for a servant in charge of the supply of bread and other provisions in a monastery or large household, Middle English pan(e)ter (Old French panetier).
Surname or Lastname
English, northern Irish, and Scottish
English, northern Irish, and Scottish : from a pet form of the personal name Pate.The American general George Patton (1885–1945) was born in San Gabriel, CA, into a family with a long military tradition. His earliest American ancestor, Robert Patton, had emigrated from Scotland to VA c.1770.
Surname or Lastname
English
English : occupational name for a maker or seller of hats, Middle English hatter(e).
Male
Swedish
Norwegian and Swedish form of Greek Petros, PETTER means "rock, stone."Â
Surname or Lastname
German
German : variant of Pastor 2.Jewish (eastern Ashkenazic) : occupational name from Polish pasterz ‘shepherd’.English : generally a variant of Pastor, but possibly in some cases an occupational name for a baker, from an agent derivative of Old French paste ‘paste or dough’.
Boy/Male
American, Australian, British, English, Latin
From the Warrior's Town
Surname or Lastname
English
English : variant of Platt or Plater.Scottish : habitational name from the Forest of Plater in Angus.German (Tyrol, Bavaria) : variant of Plattner 1.German : variant of Platner.
Surname or Lastname
English (eastern England)
English (eastern England) : variant of Beaton.
Surname or Lastname
English
English : metonymic occupational name for a maker or seller of clogs, from Middle English paten ‘clog’ (Old French patin).English : variant spelling of Patton.
Surname or Lastname
English
English : variant of Matter.English : probably a metonymic occupational name for a mattress maker or seller, from Middle English, Old French materas, or less likely for a maker of crossbow bolts, spears, and lances, from the Middle English homonym materas.Dutch : variant of Matter 2.
Surname or Lastname
English (eastern)
English (eastern) : variant of Raymond.
Surname or Lastname
English
English : occupational name for a worker in wood or a nickname for a thin person, from an agent derivative of Middle English latt ‘thin narrow strip of wood’, ‘lath’ (Old English lætt).Jewish (eastern Ashkenazic) : occupational name for a cobbler, tinker, or the like, from an agent derivative of Yiddish laten ‘to patch’, ‘to repair’.
Boy/Male
Australian, Irish
Son of Pattrick
SEQUENTIAL PATTERN-MINING
SEQUENTIAL PATTERN-MINING
Girl/Female
Arabic
Name of Prophet Muhammad Wife; Black; Proper Name
Girl/Female
American, Australian, British, Christian, English, German, Teutonic
Queen; Female Companion; Royal; Wife of King; Highest Lady
Boy/Male
Hindu, Indian
Son of the Teacher
Boy/Male
Tamil
Riyankshu | ரீயாநà¯à®•à¯à®·à¯
Male
Greek
(ΞÎνων) Greek name derived from the word xenos, XENON means "foreigner; stranger."Â
Surname or Lastname
English (mainly Devon)
English (mainly Devon) : topographic name for someone who lived in a house, such as a warden’s lodge, in a park (see Park 1), from Middle English parc + hous.
Girl/Female
Hindu
Girl/Female
Muslim
Diminutive of Hind
Girl/Female
Arabic, Australian, Finnish, Japanese, Muslim
Give Refuge
Boy/Male
American, British, English, German, Hebrew, Teutonic
Ardent; Son of Adam; Son of the Red Earth; My Ornament; Awe-inspiring; Highborn
SEQUENTIAL PATTERN-MINING
SEQUENTIAL PATTERN-MINING
SEQUENTIAL PATTERN-MINING
SEQUENTIAL PATTERN-MINING
SEQUENTIAL PATTERN-MINING
n.
Anything proposed for imitation; an archetype; an exemplar; that which is to be, or is worthy to be, copied or imitated; as, a pattern of a machine.
a.
Of or pertaining to a sentence, or full period; as, a sentential pause.
v. t.
To spatter; to sprinkle.
n.
A quick succession of slight sounds; as, the patter of rain; the patter of little feet.
v. t.
To make or design (anything) by, from, or after, something that serves as a pattern; to copy; to model; to imitate.
n.
Figure or style of decoration; design; as, wall paper of a beautiful pattern.
n.
Stuff sufficient for a garment; as, a dress pattern.
n.
See Aristotle's lantern.
a.
Comprising sentences; as, a sentential translation.
imp. & p. p.
of Pattern
n.
See Cittern.
v. i.
To mutter; to mumble; as, to patter with the lips.
n.
A patten.
a.
Of or pertaining to potters.
v. i.
To strike with a quick succession of slight, sharp sounds; as, pattering rain or hail; pattering feet.
v. t.
To furnish with a lantern; as, to lantern a lighthouse.
imp. & p. p.
of Patter
n.
Anything cut or formed to serve as a guide to cutting or forming objects; as, a dressmaker's pattern.
p. pr. & vb. n.
of Patter
n.
The cant of a class; patois; as, thieves's patter; gypsies' patter.