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Computational application of concept approximation
Semantic analysis (computational) within applied linguistics and computer science, is a composite of semantic analysis and computational components. Semantic
Semantic analysis (computational)
Semantic_analysis_(computational)
Topics referred to by the same term
analysis (computational) Semantic analysis (machine learning) Semantic Analysis (book), 1960, by Paul Ziff, on aesthetics/philosophy of language Semantic analytics
Semantic_analysis
Technique in natural language processing
Latent semantic analysis (LSA) is a technique in natural language processing, in particular distributional semantics, of analyzing relationships between
Latent_semantic_analysis
Natural language processing task
only semantic representations. Semantic parsing is one of the important tasks in computational linguistics and natural language processing. Semantic parsing
Semantic_parsing
Linguistic methodology
In linguistics, semantic analysis is the process of relating syntactic structures, from the levels of words, phrases, clauses, sentences and paragraphs
Semantic analysis (linguistics)
Semantic_analysis_(linguistics)
Concept in natural language processing
Computational Linguistics. Pittsburgh. Guzzi, Pietro Hiram; Mina, Marco; Cannataro, Mario; Guerra, Concettina (2012). "Semantic similarity analysis of
Semantic_similarity
Textual emotion detection method
Sentiment analysis (also known as opinion mining) is the use of natural language processing, text analysis, computational linguistics, and biometrics
Sentiment_analysis
Search service for journal articles
the papers. In 2026, Semantic Scholar listed these 35 publishers as source of scholarly metadata: Association for the Computational Linguistics, ACM, ArXiv
Semantic_Scholar
Computational engineering concept
Semantic algorithm is a computational engineering concept in computer science for information retrieval, and natural language processing. It uses the
Semantic_algorithm
Semantic computing is a field of computing that combines elements of semantic analysis, natural language processing, data mining, knowledge graphs, and
Semantic_computing
Processing of natural language by a computer
semantics What is the computational meaning of individual words in context? Distributional semantics How can we learn semantic representations from data
Natural_language_processing
Difference between two descriptions of an object by different linguistic representations
The semantic gap characterizes the difference between two descriptions of an object by different linguistic representations, for instance languages or
Semantic_gap
Ongoing series of evaluations of computational semantic analysis systems
SemEval (Semantic Evaluation) is an ongoing series of evaluations of computational semantic analysis systems; it evolved from the Senseval word sense
SemEval
Computational lexicology is a branch of computational linguistics, which is concerned with the use of computers in the study of lexicon. It has been more
Computational_lexicology
Meaningful representation of natural language
creating semantic spaces: latent semantic analysis and Hyperspace Analogue to Language. However, their adoption was limited by the large computational effort
Semantic_space
Business representation of data
A semantic layer is a business representation of corporate data that helps end users access data autonomously using common business terms managed through
Semantic_layer
Meaning represented by natural language
Computational semantics is a subfield of computational linguistics. Its goal is to elucidate the cognitive mechanisms supporting the generation and interpretation
Computational_semantics
Use of computational tools for the study of linguistics
Computational linguistics is an interdisciplinary field concerned with the computational modelling of natural language, as well as the study of appropriate
Computational_linguistics
Type of memory referring to general world knowledge
whether they really use the same computational mechanisms. One of the more popular models is latent semantic analysis (LSA). In LSA, a T × D matrix is
Semantic_memory
Knowledge base that represents semantic relations between concepts in a network
grid Semantic lexicon Semantic similarity network Semantic neural network SemEval – an ongoing series of evaluations of computational semantic analysis systems
Semantic_network
Machine learning method for concept approximation
In machine learning, semantic analysis of a text corpus is the task of building structures that approximate concepts from a large set of documents. It
Semantic analysis (machine learning)
Semantic_analysis_(machine_learning)
Branch of legal informatics
Computational law is the branch of legal informatics concerned with the automation of legal reasoning. What distinguishes Computational Law systems from
Computational_law
Process of understanding a complex topic or substance
areas using a range of methods, including tools from computational linguistics that involve computational modelling, statistics, and modeling of natural language
Analysis
Analysing a string of symbols, according to the rules of a formal grammar
such as subject and predicate. Within computational linguistics the term is used to refer to the formal analysis by a computer of a sentence or other string
Parsing
Field of linguistics
between distributional and semantic similarity can be operationalized in many different ways. There is a rich variety of computational models implementing distributional
Distributional_semantics
Interdisciplinary field
(2020-01-29). "Computational opposition analysis using word embeddings: A method for strategising resonant informal argument". Argument & Computation. 10 (3):
Computational_semiotics
"adulthood", which is what gives each its individual meaning. The analysis of semantic features is utilized in the field of linguistic semantics, more specifically
Semantic_feature
Database model
A semantic data model (SDM) is a high-level semantics-based database description and structuring formalism (database model) for databases. This database
Semantic_data_model
that also set a framework for modern spelling and grammar analysis. In the early days of semantic analytics, obtaining a large enough reliable knowledge
Semantic_analytics
a two-dimensional topographic semantic space as a distributional reference frame. The theory builds on the computational theory of the human cortex known
Semantic_folding
Method in natural language processing
notion of a semantic space with lexical items (words or multi-word terms) represented as vectors or embeddings is based on the computational challenges
Word_embedding
Loss of semantic memory, primarily in the verbal domain
In neurology, semantic dementia (SD), also known as semantic variant primary progressive aphasia (svPPA), is a progressive neurodegenerative disorder characterized
Semantic_dementia
Branch of applied mathematics
Semantic topology is a framework for discourse analysis that applies circuit topology to measure the semantic structure of sentence arrangements within a
Mathematical_linguistics
Abstract syntax representing expressions as graphs
In computer science, an abstract semantic graph (ASG) or term graph is a form of abstract syntax in which an expression of a formal or programming language
Abstract_semantic_graph
Opinion and argument mining subtask
a task in natural language processing (NLP) and computational linguistics that uses content analysis and text mining to identify an author's position
Stance_detection
Family of views in the philosophy of mind
In philosophy of mind, the computational theory of mind (CTM), also known as computationalism, is a family of views that hold that the human mind is an
Computational_theory_of_mind
American computer scientist
or coauthored over 500 articles since 1998 on topics ranging from semantic analysis of text to lie detection. Her work has been cited over 50,000 times
Rada_Mihalcea
A semantic decomposition is an algorithm that breaks down the meanings of phrases or concepts into less complex concepts. The result of a semantic decomposition
Semantic decomposition (natural language processing)
Semantic_decomposition_(natural_language_processing)
Linguistic theory of semantic description
Natural semantic metalanguage (NSM) is a linguistic theory that reduces lexicons down to a set of semantic primitives. It is based on the conception of
Natural_semantic_metalanguage
Automatic analysis of syntactic structure of natural language
beyond computational grammar rules is needed to tell which parse is intended. Syntactic parsing is one of the important tasks in computational linguistics
Syntactic parsing (computational linguistics)
Syntactic_parsing_(computational_linguistics)
Mathematical study of the meaning of programming languages
Computational semantics Formal semantics (logic) Formal semantics (linguistics) Ontology Ontology (information science) Semantic equivalence Semantic
Semantics (programming languages)
Semantics_(programming_languages)
Multidisciplinary endeavour
cognitive psychology, philosophy, and the arts (e.g., computational art as part of computational culture). Is the application of computer systems to emulate
Computational_creativity
Analysis of computer programs without executing them
approaches to resource certification have been Static Analysis (SA) and Implicit Computational Complexity (ICC). SA is algorithmic in nature: it focuses
Static_program_analysis
Extension of the Web to facilitate data exchange
semantic network was used in the 1950s and 1960s by researchers such as the Richard H. Richens, cognitive scientist Allan M. Collins, computational linguist
Semantic_Web
Software that translates code from one programming language to another
operations, often called phases: preprocessing, lexical analysis, parsing, semantic analysis (syntax-directed translation), conversion of input programs
Compiler
Generation of trusted authorities or user trust through cryptography
methods such as proof of work (PoW) to achieve computational trust inside the transaction network. Computational Trust applies the human notion of trust to
Computational_trust
Evolution of a word's meaning
Semantic change (also semantic shift, semantic progression, semantic development, or semantic drift) is a form of language change regarding the evolution
Semantic_change
Problem setup in machine learning
fields: image classification semantic segmentation image generation object detection natural language processing computational biology abstract reasoning
Zero-shot_learning
(i.e., semantically and idiomatically) correct. Once the datasets are cleaned, they can then begin to be analyzed using exploratory data analysis. The process
Data_analysis
Subfield of computational linguistics and natural language processing
Co-occurrence Computational linguistics Information retrieval Latent semantic analysis Latent semantic indexing Semantic analytics Semantic similarity Statistical
Statistical_semantics
Research method for studying documents and communication artifacts
Computers are increasingly used in content analysis to automate the labeling (or coding) of documents. Simple computational techniques can provide descriptive
Content_analysis
Identification of which sense of a word is being used
distinct computational task during the early days of machine translation in the 1940s, making it one of the oldest problems in computational linguistics
Word-sense_disambiguation
Wiki that implements semantic web
A semantic wiki is a wiki that has an underlying model of the knowledge described in its pages. Regular, or syntactic, wikis have structured text and untyped
Semantic_wiki
Theory of machine learning
bounds, computational learning theory studies the time complexity and feasibility of learning. In computational learning theory, a computation is considered
Computational_learning_theory
Models used to produce word embeddings
learning curve, outperforming another word-embedding technique, latent semantic analysis (LSA), when it is trained with medium to large corpus size (more than
Word2Vec
Computer interface design concept
In computer science, the semantic desktop is a collective term for ideas related to changing a computer's user interface and data handling capabilities
Semantic_desktop
Overview of and topical guide to natural language processing
entities (e.g. who is the wife of whom). Semantic analysis (computational) – formal analysis of meaning, and "computational" refers to approaches that in principle
Outline of natural language processing
Outline_of_natural_language_processing
Principle in linguistics about meaning
related disciplines, the principle of compositionality (also known as semantic compositionalism) is the principle that the meaning of a complex expression
Principle_of_compositionality
Archaeological sub-discipline
program, also falls under the term 'computational archaeology'. Other examples of computational archaeology include semantic approach towards machine learning
Computational_archaeology
Study of meaning in language
Mind Computation. World Scientific. ISBN 978-981-314-582-5. Retrieved 2024-02-19. Smith, Edward E.; Rips, Lance J.; Shoben, Edward J. (1975). "Semantic Memory
Semantics
Manipulation of data before it is analyzed
Pierantoni, Gabriele (2020). "Semantic Data Pre-Processing for Machine Learning Based Bankruptcy Prediction Computational Model". 2020 IEEE 22nd Conference
Data_preprocessing
is generally used for natural language processing. Computational creativity Semantic hashing Semantic Pointer Architecture Sparse distributed memory Amosov
Semantic_neural_network
language text from the semantic net. Also, important was the ability to work with complex abstractions and to prototype new analysis algorithms quickly.
LOLITA
Method of data analysis
numerical computational package, the function princomp computes principal component analysis, the function pca computes principal component analysis with standardized
Principal_component_analysis
Smallest meaningful unit in a language
20th international conference on Computational Linguistics - COLING '04. Geneva, Switzerland: Association for Computational Linguistics. pp. 466–es. doi:10
Morpheme
Aspect of information processing
Semantic queries allow for queries and analytics of associative and contextual nature. Semantic queries enable the retrieval of both explicitly and implicitly
Semantic_query
Scientific study of language
linguistics and theoretical linguistics. Computational linguistics is an interdisciplinary field concerned with the computational modelling of natural language,
Linguistics
Topical clustering method
Tamaki and Vempala in 1998. Another one, called probabilistic latent semantic analysis (PLSA), was created by Thomas Hofmann in 1999. Latent Dirichlet allocation
Topic_model
Bulgarian computer scientist
Sentiment Analysis in Twitter". Proceedings of the 11th International Workshop on Semantic Evaluation (SemEval-2017). Workshop on Lexical and Computational Semantics
Preslav_Nakov
2018 text-generating language model
Cloze Test. GPT-1 improved on previous best-performing models by 4.2% on semantic similarity (or paraphrase detection), evaluating the ability to predict
GPT-1
American computer scientist
natural language processing and computational linguistics, specifically information extraction, sentiment analysis, semantic class induction, and bootstrapping
Ellen_Riloff
Subfield of linguistic semantics
Lexical analysis Lexical chain Lexicalization Lexical markup framework Lexical verb Minimal recursion semantics Ontology Polysemy Semantic primes Semantic satiation
Lexical_semantics
Type of convolutional neural network
(Nov 2014). "Fully Convolutional Networks for Semantic Segmentation". IEEE Transactions on Pattern Analysis and Machine Intelligence. 39 (4): 640–651. arXiv:1411
U-Net
Representation in natural language processing
signal processing method for semantic analysis". 2015 IEEE 10th Jubilee International Symposium on Applied Computational Intelligence and Informatics
Sentence_embedding
Psychological test
shows a hierarchical clustering analysis of animal semantic fluency data from 55 British schoolchildren aged 7–8. The analysis reveals that children have schematic
Verbal_fluency_test
Natural language processing researcher
Association for Computational Linguistics Lifetime Achievement Award Woods, W. A. (1970). "Transition network grammars for natural language analysis". Communications
William_Aaron_Woods
Study of relations between psychology and language
minimize effort and cognitive load. This is done without any input from semantic analysis or context-dependent information. Hence, in the sentence "The evidence
Psycholinguistics
Computer scientist
Fellow of the Association for Computational Linguistics (ACL) "for significant contributions to multilingual lexical-semantic resources and a unifying vision
Roberto_Navigli
entity resolution. NetOwl's uses include semantic search and discovery, geospatial analysis, intelligence analysis, content enrichment, compliance monitoring
NetOwl
used for the description of the computational lexicon and the background knowledge, for the syntactic-semantic analysis, for logical answer finding, as
MultiNet
Type of knowledge base
relationships underlying these entities. Since the development of the Semantic Web, knowledge graphs have often been associated with linked open data
Knowledge_graph
molecules and solids. computational complexity theory A subfield of computational science which focuses on classifying computational problems according to
Glossary_of_computer_science
American computer scientist
specifically in knowledge representation and reasoning, description logics, the semantic web, explanation, and trust. McGuinness completed her Ph.D. in computer
Deborah_McGuinness
Process of analysing text to extract information from it
Quantitative text analysis: a set of techniques stemming from the social sciences where either a human judge or a computer extracts semantic or grammatical
Text_mining
Numerical method that reduces the complexity of computationally intensive simulations
such as computational fluid dynamics and structural analysis (like crash simulations). Typically in fluid dynamics and turbulences analysis, it is used
Proper orthogonal decomposition
Proper_orthogonal_decomposition
Smallest unit of meaning
componential analysis and the initial work of ontologies. Asemic writing Meme Phoneme Memetics Mimicry Functional Approach to Semantic Heterogeneity
Seme_(semantics)
Finnish linguist (born 1952)
the semantic web. He is the author of the widely cited monograph Dialogue Games: An Approach to Discourse Analysis and a contributor to computational grammar
Lauri_Carlson
Automatic creation of ontologies
taxonomy construction Computational linguistics Domain ontology Information extraction Natural language understanding Semantic Web Text mining P. Buitelaar
Ontology_learning
Hussain, A., Howard, N. (2014) Dependency-Based Semantic Parsing for Concept-Level Text Analysis. Computational Linguistics and Intelligent Text Processing
Amir Hussain (cognitive scientist)
Amir_Hussain_(cognitive_scientist)
Method of deriving an ontology
concept analysis finds practical application in fields including data mining, text mining, machine learning, knowledge management, semantic web, software
Formal_concept_analysis
Grouping a set of objects by similarity
graphical aid to the interpretation and validation of cluster analysis". Journal of Computational and Applied Mathematics. 20: 53–65. doi:10.1016/0377-0427(87)90125-7
Cluster_analysis
Analysis of a sentence which first identifies constituent parts of sentences
account and thus compose chunks in such a way that they better reflect the semantic relations between the basic constituents. That is, these more advanced
Shallow_parsing
Use of software programs to generate taxonomical classifications from a body of texts
Graph-based Algorithm for Taxonomy Induction". Computational Linguistics. Association for Computational Linguistics. CiteSeerX 10.1.1.278.5674. {{cite
Automatic taxonomy construction
Automatic_taxonomy_construction
Class of modern grammatical theories
predicate. Often, semantic dependencies overlap with and point in the same direction as syntactic dependencies. At times, however, semantic dependencies can
Dependency_grammar
Signal processing computational method
In signal processing, independent component analysis (ICA) is a computational method for separating a multivariate signal into additive subcomponents
Independent component analysis
Independent_component_analysis
American linguist
(particularly on the syntax of English), language learnability and computational modelling of language acquisition and language change. Culicover attended
Peter_Culicover
Method for outsourcing computing tasks to humans
human-based computation game or game with a purpose (GWAP) is a human-based computation technique of outsourcing steps within a computational process to
Human-based_computation_game
British linguist and academic
science in 1985. She stayed at Edinburgh for her doctoral research on semantic analysis. Her research investigates the semantics of communicative actions
Alex_Lascarides
American computer scientist
research trends in the computational linguistics field, computational approaches to linguistic code switching in 2007 and semantic textual similarity in
Mona_Diab
Text corpus with tree annotations
annotates syntactic or semantic sentence structure. The construction of parsed corpora in the early 1990s revolutionized computational linguistics, which
Treebank
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SEMANTIC ANALYSIS-COMPUTATIONAL
SEMANTIC ANALYSIS-COMPUTATIONAL
Girl/Female
Hindu
Analysis
Girl/Female
Tamil
Sumiksha | ஸà¯à®®à¯€à®•à¯à®·à®¾Â
Close inspection, A review, Analysis
Sumiksha | ஸà¯à®®à¯€à®•à¯à®·à®¾Â
Girl/Female
Indian, Telugu
Review; Analysis
Girl/Female
Hindu, Indian
Analyses
Girl/Female
Hindu
Parting line, A white rose
Girl/Female
Tamil
Samiksha | ஸமீகà¯à®·à®¾
Analysis
Samiksha | ஸமீகà¯à®·à®¾
Girl/Female
Indian
Winter, Early winter
Girl/Female
Indian
Analysis
Girl/Female
Tamil
Sameeksha | ஸமீகà¯à®·à®¾Â
Analysis
Sameeksha | ஸமீகà¯à®·à®¾Â
Girl/Female
Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi, Sanskrit, Telugu
Early Winter; Born in the Hemant Season
Girl/Female
Indian, Sanskrit
Flower
Girl/Female
Tamil
Sameksha | ஸமேகà¯à®·à®¾
Analysis
Sameksha | ஸமேகà¯à®·à®¾
Girl/Female
Hindu
Parting line, A white rose
Girl/Female
Hindu, Indian, Kannada, Malayalam, Marathi, Sanskrit, Telugu
A White Rose
Girl/Female
Latin
Graced with God's bounty.
Girl/Female
Hindu
Close inspection, A review, Analysis
Girl/Female
Hindu
Analysis
Girl/Female
Hindu
Analysis
Girl/Female
Hindu, Indian, Kannada, Malayalam, Marathi, Telugu
Parting Line
Girl/Female
Muslim
Analysis
SEMANTIC ANALYSIS-COMPUTATIONAL
SEMANTIC ANALYSIS-COMPUTATIONAL
SEMANTIC ANALYSIS-COMPUTATIONAL
SEMANTIC ANALYSIS-COMPUTATIONAL
SEMANTIC ANALYSIS-COMPUTATIONAL
SEMANTIC ANALYSIS-COMPUTATIONAL
SEMANTIC ANALYSIS-COMPUTATIONAL
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