pattern recognition
Finding meaningful structures
Pattern recognition is the ability to identify regularities, structures, or meaningful configurations within data or experience.
In cognitive psychology, it describes how humans perceive faces, words, or melodies from raw sensory input.
In computing and artificial intelligence, pattern recognition refers to algorithms that classify data by detecting statistical regularities: The software uses pattern recognition to flag fraudulent transactions.
The term extends broadly to any skill at spotting meaningful signals amid noise: His pattern recognition for market trends made him a successful trader.
Integrated perceptual whole
- visual processingHow brains interpret images
- figure-groundPerceptual separation of object and background
- similarityState of being alike
- continuityUninterrupted progression or coherence
closure · symmetry · shapes · textures · camouflage · contrast · pareidolia · constancy
Algorithms that improve from data
- neural networksLayered computational learning systems
- deep learningLayered neural network methods
- classificationSystematic grouping by traits
- clusteringForming concentrated groups
decision trees · backpropagation · training data · algorithms · computer vision · natural language processing · regression
Instinctive immediate understanding
- insightDeep perceptive understanding
- learningGaining knowledge gradually
- memoryMind's retention capacity
- abstractionDistilling to essential qualities
generalization · analogy · inference · hypothesis · categorization · schema · mental models · heuristics
Extracting insights from datasets
- trendsPrevailing directions of change
- correlationStatistical relationship measure
- anomaliesDepartures from expected patterns
- forecastingEstimating future conditions
visualization · statistical analysis · outliers · signals · metrics · diagnostics · interpretation · sequences
gestalt
Integrated perceptual whole
- visual processingHow brains interpret images
- figure-groundPerceptual separation of object and background
- similarityState of being alike
continuity · closure · symmetry · shapes · textures · camouflage · contrast · pareidolia · constancy · discrimination
machine learning
Algorithms that improve from data
- neural networksLayered computational learning systems
- deep learningLayered neural network methods
- classificationSystematic grouping by traits
clustering · decision trees · backpropagation · training data · algorithms · computer vision · natural language processing · regression
intuition
Instinctive immediate understanding
- insightDeep perceptive understanding
- learningGaining knowledge gradually
- memoryMind's retention capacity
abstraction · generalization · analogy · inference · hypothesis · categorization · schema · mental models · heuristics · expertise
data mining
Extracting insights from datasets
- trendsPrevailing directions of change
- correlationStatistical relationship measure
- anomaliesDepartures from expected patterns
forecasting · visualization · statistical analysis · outliers · signals · metrics · diagnostics · interpretation · sequences · cycles
- test strategiestime management, elimination, process of elimination, guessing, pacing
- visual perceptionoptical illusion, edge detection, illusions, figure-ground, gestalt
- escape roomsescape, puzzle, clue, hint, solve
- inferenceinference, logical inference, entailment, syllogism, deduction
- solving strategieselimination, process of elimination, trial and error, guess and check, backtracking
- Sports IQcourt vision, anticipation, positioning, spatial awareness, ball tracking
pattern, recognize, recognition, patterned, recognized, patterns, recognizing, unrecognized, patterning