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Methods for developing expert systems
Knowledge engineering (KE) refers to all aspects involved in knowledge-based systems. One of the first examples of an expert system was MYCIN, an application
Knowledge_engineering
Academic journal
Data & Knowledge Engineering is a monthly peer-reviewed academic journal in the area of database systems and knowledge base systems. It is published by
Data_&_Knowledge_Engineering
Theoretical framework
optional properties", Data & Knowledge Engineering 55: 301–326; doi:10.1016/j.datak.2004.12.009 D. Batra (2005), "Conceptual Data Modeling Patterns", Journal
Conceptual_model
Software engineering approach to designing and developing information systems
Data engineering is a software engineering approach to the building of data systems, to enable the collection and usage of data. This data is usually used
Data_engineering
International standard
The Software Engineering Body of Knowledge (SWEBOK (/ˈswiːˌbɒk/ SWEE-bok)) refers to the collective knowledge, skills, techniques, methodologies, best
Software Engineering Body of Knowledge
Software_Engineering_Body_of_Knowledge
Field of study to extract knowledge from data
and systems to extract or extrapolate knowledge from potentially noisy, structured, or unstructured data. Data science plays a critical role in modern
Data_science
Process of analyzing large data sets
from a data set and transforming the information into a comprehensible structure for further use. Data mining is the analysis step of the "knowledge discovery
Data_mining
Field in computer-aided design
Knowledge-based engineering (KBE) is the application of knowledge-based systems technology to the domain of design of manufacturing systems. The design
Knowledge-based_engineering
Field that studies the methods and methodologies for building ontologies
objectives of ontology engineering are also central in conceptual modeling. Ontology engineering aims at making explicit the knowledge contained within software
Ontology_engineering
List of academic journals in data science
Biomedical Data Science BioData Mining BMC Bioinformatics Computational Statistics & Data Analysis Data & Knowledge Engineering Data Mining and Knowledge Discovery
List_of_data_science_journals
Content of the World Wide Web that is not indexed by search engines
; Lim, Ee-Peng (2005). "DEQUE: Querying the Deep Web" (PDF). Data & Knowledge Engineering. 52 (3): 273–311. doi:10.1016/S0169-023X(04)00107-7. Barbosa
Deep_web
Procedure in computing
empirical approach". Data & Knowledge Engineering. 112: 1–16. doi:10.1016/j.datak.2017.08.004. hdl:2117/110172. Kimball, The Data Warehouse Lifecycle Toolkit
Extract,_transform,_load
Specification of a conceptualization
ontologies and their success factors for application to business". Data & Knowledge Engineering. 101: 1–23. doi:10.1016/j.datak.2015.11.003. "Project: Dynamic
Ontology (information science)
Ontology_(information_science)
Information repository with multiple applications
between a database and a knowledge-base was clear and unambiguous. A database had the following properties: Flat data: Data was usually represented in
Knowledge_base
Unit of information
represented by this data is knowledge. Data are often assumed to be the least abstract concept, information the next least, and knowledge the most abstract
Data
Software that systematically browses the World Wide Web
; Lim, Ee-Peng (2005). "DEQUE: Querying the Deep Web" (PDF). Data & Knowledge Engineering. 52 (3): 273–311. doi:10.1016/s0169-023x(04)00107-7.[permanent
Web_crawler
Creating a model of the data in a system
Data modeling in software engineering is the process of creating a data model for an information system by applying certain formal techniques. It may
Data_modeling
Computing Cybernetics and Human Knowing Data & Knowledge Engineering Data Mining and Knowledge Discovery Data Technologies and Applications Discrete Mathematics
List of computer science journals
List_of_computer_science_journals
Specialist knowledge within a specific field
with domain knowledge are often regarded as specialists or experts in their field. In software engineering, domain knowledge is knowledge about the environment
Domain_knowledge
Software design modeling notation
analysis of structural validity in entity-relationship modeling". Data & Knowledge Engineering. 47 (2): 167–205. doi:10.1016/S0169-023X(03)00049-1. Sven Hartmann
Unified_Modeling_Language
Marketing engineering is currently defined as "a systematic approach to harness data and knowledge to drive effective marketing decision making and implementation
Marketing_engineering
Ontological framework for conceptual models
conceptual modeling: A novel ontological theory and engineering support". Data & Knowledge Engineering. 134 101891. doi:10.1016/j.datak.2021.101891. ISSN 0169-023X
Unified_Foundational_Ontology
Processing of knowledge to accomplish organizational goals
Knowledge Management Journal of Knowledge Management Practice Knowledge cafe Knowledge community Knowledge ecosystem Knowledge engineering Knowledge management
Knowledge_management
Term used to represent the complete set of concepts
management Software Engineering Body of Knowledge (SWEBOK) – for the profession of software engineering Systems Engineering Body of Knowledge (SEBOK) – for
Body_of_knowledge
American computer scientist
which has been held in different countries. He also founded the Data & Knowledge Engineering journal for publishing and disseminating scholarly research results
Peter_Chen
Engineering approach to software development
factor. Thus, software engineering is closely related to the systems engineering discipline. The Systems Engineering Body of Knowledge claims: Software is
Software_engineering
Designing systems to suit their users
methods and approaches from these and other knowledge disciplines to study human behavior and generate data relevant to human-system interface technology
Ergonomics
standard. A knowledge engineer is required to carry out data collection and data entry, but they must use validation in order to ensure that the data they collect
Knowledge_engineer
Principles and practice of product and service quality assurance and control
models play an important role in mapping this knowledge. The data of the quality engineering knowledge base are generated, processed and made available
Quality_engineering
Item of metadata attached to a document
(2016), "TAIPAN: Automatic Property Mapping for Tabular Data", Knowledge Engineering and Knowledge Management, Lecture Notes in Computer Science, vol. 10024
Annotation
Field of artificial intelligence
Knowledge representation (KR) aims to model information in a structured manner to formally represent it as knowledge in knowledge-based systems whereas
Knowledge representation and reasoning
Knowledge_representation_and_reasoning
Process of extracting design information from anything artificial
under consideration and the technologies employed, the knowledge gained during reverse engineering can help with repurposing obsolete objects, doing security
Reverse_engineering
Model in software engineering
software engineering, a domain model is a conceptual model of the domain that incorporates both behavior and data. In ontology engineering, a domain
Domain_model
Combination of electronics and mechanics
systems employing mechanical engineering, electrical engineering, electronic engineering and computer science and engineering, and includes a combination
Mechatronics
Creation of knowledge from structured and unstructured sources
popular example for knowledge extraction is the transformation of Wikipedia into structured data and also the mapping to existing knowledge (see DBpedia and
Knowledge_extraction
Software system for statistical models
(1998). "PSQL: A query language for probabilistic relational data". Data & Knowledge Engineering. 28: 107–120. doi:10.1016/S0169-023X(98)00015-9. "Dyna".
Probabilistic_programming
Scientific study of earth materials in engineering problems
solve its engineering problems. It also relies on knowledge of geology, hydrology, geophysics, and other related sciences. Geotechnical engineering has applications
Geotechnical_engineering
Checking software against a standard
Richard E., eds. (2014). "Chapter 5". Guide to the Software Engineering Body of Knowledge. 3.0. IEEE Computer Society. ISBN 978-0-7695-5166-1. Retrieved
Software_testing
Knowledge: what is known, understood, proven; information and products of learning
Knowledge Project Management Body of Knowledge Software Engineering Body of Knowledge Data Management Body of Knowledge Specific encyclopedias Bibliography
Outline_of_knowledge
Applied science and research
"Management Engineering: A New Perspective on the Integration of Engineering and Management Knowledge". IEEE Transactions on Engineering Management. 68
Engineering
University academic program
historically more related to computer science (e.g. data structures and algorithms), and other to computer engineering (e.g. computer architecture). Some universities
Computer science and engineering
Computer_science_and_engineering
Methodology of software-engineering research
the intent that the data be used as the basis of theories about the processes involved in software engineering (theory backed by data is a fundamental tenet
Experimental software engineering
Experimental_software_engineering
Knowledge base to enhance search results
and more. The information covered by Google's Knowledge Graph grew quickly after launch, tripling its data size within seven months (covering 570 million
Knowledge_Graph_(Google)
Open standard process model
and Petr Musilek (2006); A survey of Knowledge Discovery and Data Mining process models. The Knowledge Engineering Review. Volume 21 Issue 1, March 2006
Cross-industry standard process for data mining
Cross-industry_standard_process_for_data_mining
Engineering discipline
Information engineering is the engineering discipline that deals with the generation, distribution, analysis, and use of information, data, and knowledge in electrical
Information_engineering
Overview of and topical guide to software engineering
Computer engineering Electrical engineering Software engineering Domain engineering Information technology engineering Knowledge engineering User interface
Outline of software engineering
Outline_of_software_engineering
Disciplines into which the field of engineering is conventionally divided
mathematics Engineering notation Engineering optimization Engineering statistics Front-end engineering Knowledge engineering Life-cycle engineering Redundancy
List_of_engineering_branches
Mining and a special issue published by the IEEE Transactions on Knowledge and Data Engineering. There are also various new research problems and challenges
Domain_driven_data_mining
Machine learning method to transfer knowledge from a large model to a smaller one
In machine learning, knowledge distillation or model distillation is the process of transferring knowledge from a large model to a smaller one. While
Knowledge_distillation
Group within the Association for Computing Machinery
(SIG) on Knowledge Discovery and Data Mining, hosts an influential annual conference. The KDD Conference grew from KDD (Knowledge Discovery and Data Mining)
Special Interest Group on Knowledge Discovery and Data Mining
Special_Interest_Group_on_Knowledge_Discovery_and_Data_Mining
High level structures of a software system
architecture knowledge management. There is no sharp distinction between software architecture versus design and requirements engineering (see Related
Software_architecture
American software company
agents, low-code automation, knowledge automation, voice and screen capture, customer data platforms, and data engineering. Uniphore Software Systems was
Uniphore
Product design framework
Eric (2018-09-01). "Business-driven data analytics: A conceptual modeling framework". Data & Knowledge Engineering. 117: 359–372. doi:10.1016/j.datak.2018
Data_thinking
Technique to solve partial differential equations
universal function approximator that can embed the knowledge of any physical laws that govern a given data-set in the learning process, and can be described
Physics-informed neural networks
Physics-informed_neural_networks
Expert systems development tool
Knowledge Engineering Environment (KEE) is a frame-based development tool for expert systems. It was developed and sold by IntelliCorp, and was first
Knowledge Engineering Environment
Knowledge_Engineering_Environment
Facts provided or learned about something or someone
various concepts, including constraint, communication, control, data, form, education, knowledge, meaning, understanding, mental stimuli, pattern, perception
Information
Type of information retrieval using LLMs
the prompt, encouraging it to prioritize the supplied data over pre-existing training knowledge. Retrieval-augmented generation (RAG) enhances large language
Retrieval-augmented generation
Retrieval-augmented_generation
Ability to collect data about software execution
In software engineering, more specifically in distributed computing, observability is the ability to collect data about programs' execution, modules'
Observability_(software)
Educational activity of teaching knowledge and principles of engineering
Engineering education is the activity of teaching knowledge and principles to the professional practice of engineering. It includes an initial education
Engineering_education
enables the knowledge to be interpreted by software and to be stored in a database or data exchange file. Knowledge-based engineering or knowledge-aided design
Knowledge_modeling
Branch of engineering
Early knowledge of aeronautical engineering was largely empirical, with some concepts and skills imported from other branches of engineering. Some key
Aerospace_engineering
Field of algorithmic training
computational engineering the engineer encodes their knowledge in a computer program. The result is an algorithm, the computational engineering model, that
Computational_engineering
Structuring text as input to generative artificial intelligence
system instructions, retrieved knowledge, tool definitions, conversation summaries, and task metadata. Context engineering is performed to improve reliability
Prompt_engineering
Process used to define the rules and ontologies required for a knowledge-based system
acquisition of domain expert knowledge was one of if not the most critical task in the knowledge engineering process. This knowledge acquisition process became
Knowledge_acquisition
Database indexing technique
K. (2010). "Sorting improves word-aligned bitmap indexes". Data & Knowledge Engineering. 69: 3–28. arXiv:0901.3751. doi:10.1016/j.datak.2009.08.006.
Bitmap_index
Computer system emulating human expert
winter CLIPS Constraint logic programming Constraint satisfaction Knowledge engineering Learning classifier system Rule-based machine learning Jackson,
Expert_system
German computer scientist
"Case handling: a new paradigm for business process support." Data & Knowledge Engineering 53.2 (2005): 129–162. Decker, G., Kopp, O., Leymann, F., & Weske
Mathias_Weske
Information systems supporting business or organizational decision-making activities
makers compile useful information from a combination of raw data, documents, personal knowledge, and/or business models to identify and solve problems and
Decision_support_system
German computer scientist and mathematician
2019. Leymann, Frank (March 1990). "Universal Relation System". Data & Knowledge Engineering. 5 (1): 21–38. doi:10.1016/0169-023X(90)90031-8. Retrieved 24
Frank_Leymann
trusted data for business operations and analytics. DAMA-DMBOK (Data Management Body of Knowledge) is commonly used as a reference for data management
Information technology management
Information_technology_management
Research of materials
between the structure of materials and their properties and using this knowledge to design materials for specific applications. The internal structure
Materials_science
Topics referred to by the same term
to: DKE Records, a record label associated with Hall & Oates Data & Knowledge Engineering, an academic journal Delta Kappa Epsilon, an American student
DKE
Authority in a particular area or topic
liabilities. Advisor Consultant Domain knowledge – Specialist knowledge within a specific field Knowledge engineering Professional Subject-matter expert Turing
Subject-matter_expert
American multinational information technology
Altair Engineering Inc. is an American multinational information technology company headquartered in Troy, Michigan, that provides software and cloud
Altair_Engineering
Extracting features from raw data for machine learning
Feature engineering is a preprocessing step in supervised machine learning and statistical modeling which transforms raw data into a more effective set
Feature_engineering
Extension of the Web to facilitate data exchange
Marshall and Shipman, the tacit and changing nature of much knowledge adds to the knowledge engineering problem, and limits the Semantic Web's applicability
Semantic_Web
Body of knowledge for project management
Body of Knowledge (PMBOK) is a set of standard terminology and guidelines (a body of knowledge) for project management. The body of knowledge evolves
Project Management Body of Knowledge
Project_Management_Body_of_Knowledge
Building software via an unattended fashion
build automation software Product family engineering Release engineering – Sub-discipline in software engineering Software configuration management – Tracking
Build_automation
Systematic endeavour to gain knowledge
applied sciences are disciplines that use scientific knowledge for practical purposes, such as engineering and medicine. The history of science spans the majority
Science
American computer scientist
Harvard. In a 2024 article in Data & Knowledge Engineering, researchers described Mealy's 1967 paper "Another Look at Data" as containing the first mention
George_H._Mealy
In the computer science fields of knowledge engineering and ontology, the Sigma knowledge engineering environment (SigmaKEE) is an open source computer
Sigma knowledge engineering environment
Sigma_knowledge_engineering_environment
Modelling software development in sequential phases
alternatives for knowledge-based creative work. The first known presentation describing the use of such phases in software engineering was held by Herbert
Waterfall_model
Body of knowledge proposal for civil engineering
The Civil Engineering Body of Knowledge is a body of knowledge, set forth in a proposal by the American Society of Civil Engineers (ASCE) entitled Civil
Civil Engineering Body of Knowledge
Civil_Engineering_Body_of_Knowledge
Engineering discipline specializing in the design of computer hardware
with most engineering disciplines, having a sound knowledge of mathematics and science is necessary for computer engineers. Computer engineering is referred
Computer_engineering
Software development methodology
In software engineering, CI/CD or CICD is the combined practices of continuous integration (CI) and continuous delivery (CD) or, less often, continuous
CI/CD
Study of computation
repositories of data. Human–computer interaction investigates the interfaces through which humans and computers interact, and software engineering focuses on
Computer_science
Database model
database management system. A semantic data model in software engineering has various meanings: It is a conceptual data model in which semantic information
Semantic_data_model
AI researcher
professor emeritus of knowledge engineering at Auckland University of Technology, founding director of the Knowledge Engineering and Discovery Research
Nikola_Kasabov
Study of making products from raw materials
process engineering was properly developed and implemented as its own discipline. The set of knowledge that is now known as process engineering was then
Process_engineering
Interdisciplinary field of engineering
cycles. At its core, systems engineering utilizes systems thinking principles to organize the systems engineering body of knowledge. The individual outcome
Systems_engineering
Software development process
both the processes and the data of a method. This allows methods to be compared, and method fragments in the method engineering process can easily be reused
Feature-driven_development
Process to create executable computer programs
COBOL is still prevalent in corporate data centers often on large mainframe computers, Fortran in engineering applications, scripting languages in Web
Computer_programming
Artificial intelligence project
ontology and knowledge base that spans the basic concepts and rules about how the world works. Hoping to capture common sense knowledge, Cyc focuses on
Cyc
Activity where one or more people check a program's code
Software Quality: An Empirical Study Based on PSP Data". IEEE Transactions on Software Engineering. 35 (4): 534–550. Bibcode:2009ITSEn..35..534K. doi:10
Code_review
Software development process
Data mesh, a domain-oriented data architecture Event storming Knowledge representation Ontology (information science) Semantic analysis (knowledge representation)
Domain-driven_design
A knowledge engine is part of a decision-support system that combines data with data models and inference rules to provide an interface for people who
Knowledge_engine
Duration of processing of products
through the engineering, design, and manufacture, as well as the service and disposal of manufactured products. PLM integrates people, data, processes
Product_lifecycle
Computer-based technologies
mining — "the process of discovering interesting patterns and knowledge from large amounts of data" — emerged in the late 1980s. The technology and services
Information_technology
Geographic data discipline
management of geographic (geospatial) data. Surveying engineering was the common name used for geomatics engineering in the past. The term was placed by
Geomatics
Academic fields of study or professions
and technology Integrated library system Interlibrary loan Knowledge engineering Knowledge management Library Library binding Library circulation Library
Outline of academic disciplines
Outline_of_academic_disciplines
DATA KNOWLEDGE-ENGINEERING
DATA KNOWLEDGE-ENGINEERING
Male
Iranian/Persian
 Short form of Persian Dârayavahush, DARA means "possesses a lot, wealthy." Compare with other forms of Dara.
Male
Hebrew
(דֶּרַע) Hebrew name DARA means "the arm." In the bible, this is the name of a son of Zerah. Compare with other forms of Dara.
Female
Slavic
 Short form of Slavic Bogdana, DANA means "gift from God." Compare with other forms of Dana.
Female
Hebrew
(דִּיתָה) Pet form of Hebrew Yehuwdiyth, DITA means "Jewess" or "praised." Compare with another form of Dita.
Male
Irish
Irish Gaelic name MAC DARA means "son of oak." This is the name of a patron saint and is still common in Ireland, especially in Connemara.
Female
Russian
 Short form of Russian Yekaterina, KATA means "pure." Compare with other forms of Kata.
Male
English
English surname transferred to unisex forename use, possibly DANA means "from Denmark."
Male
Turkish
Turkish name ATA means "ancestor."
Female
Finnish
 Short form of Finnish Katariina, KATA means "pure." Compare with other forms of Kata.
Female
Hindi/Indian
(लता) Hindi name derived from a plant name, from the Sanskrit word lata, LATA means "creeper," in reference to a creeping plant.
Female
Hebrew
(×“Ö¼Ö¸× Ö¸×”) Feminine form of Hebrew Dan, DANA means "judge." Compare with other forms of Dana.
Female
English
 Middle English name DARA means "brave, daring." Compare with another form of Dara.
Female
Finnish
Variant form of Finnish Aada, AATA means "noble."
Female
English
 English surname transferred to unisex forename use, possibly DANA means "from Denmark." Compare with other forms of Dana.
Female
Polish
 Variant spelling of Polish Dyta, DITA means "rich battle." Compare with another form of Dita.
Female
Polish
Short form of Polish Edyta, DYTA means "rich battle."
Male
Irish
 From Irish Gaelic Mac Dara, DARA means "son of oak." Compare with other forms of Dara.
Boy/Male
Hindu, Indian, Punjabi, Sikh
True Knowlege; Lord Brahma; Having the True Knowledge
Female
Hungarian
 Short form of Hungarian Katalin, KATA means "pure." Compare with other forms of Kata.
Male
Hebrew
Variant spelling of Hebrew Dathan, DATAN means "belonging to a fountain."
DATA KNOWLEDGE-ENGINEERING
DATA KNOWLEDGE-ENGINEERING
Boy/Male
Welsh
Pure or from Gower.
Male
English
Anglicized form of Hebrew Peqachyah, PEKAHIAH means "Jehovah sees" or "whose eyes Jehovah opened." In the bible, this is the name of a king of Samaria, the son of king Menahem.
Girl/Female
Spanish American
Pretty little one.
Girl/Female
Arabic, Muslim
Friendship; Harmony; Love
Girl/Female
British, English
Bright Fame
Boy/Male
Latin
Valiant.
Girl/Female
African, American, Arabic, Australian, British, Christian, English, German, Hindu, Indian, Marwadi, Modern, Tamil
Full of Mystery; Derived from Alicia; Sweet; Honest; Truth; Happy; Darkness Before Midnight; Felicia
Boy/Male
Native American
bowl.
Boy/Male
Muslim
Right, Appropriate, Correct
Male
English
Anglicized form of Hebrew El'adah, ELADAH means "whom God puts on." In the bible, this is the name of a descendant of Ephraim.
DATA KNOWLEDGE-ENGINEERING
DATA KNOWLEDGE-ENGINEERING
DATA KNOWLEDGE-ENGINEERING
DATA KNOWLEDGE-ENGINEERING
DATA KNOWLEDGE-ENGINEERING
v. t.
To note the time of writing or executing; to express in an instrument the time of its execution; as, to date a letter, a bond, a deed, or a charter.
n.
Knowledge.
n.
That addition to a writing, inscription, coin, etc., which specifies the time (as day, month, and year) when the writing or inscription was given, or executed, or made; as, the date of a letter, of a will, of a deed, of a coin. etc.
n.
The fruit of the date palm; also, the date palm itself.
v. i.
That familiarity which is gained by actual experience; practical skill; as, a knowledge of life.
pl.
of Datum
n. pl.
See Datum.
n.
The knowledge of a sciolist; superficial knowledge.
v. i.
The act or state of knowing; clear perception of fact, truth, or duty; certain apprehension; familiar cognizance; cognition.
n.
Knowledge of one's self, or of one's own character, powers, limitations, etc.
v. i.
That which is or may be known; the object of an act of knowing; a cognition; -- chiefly used in the plural.
n.
The point of time at which a transaction or event takes place, or is appointed to take place; a given point of time; epoch; as, the date of a battle.
v. t.
To note or fix the time of, as of an event; to give the date of; as, to date the building of the pyramids.
v. t.
To acknowledge.
v.
Knowledge.
v. t.
To of or admit the knowledge of; to recognize as a fact or truth; to declare one's belief in; as, to acknowledge the being of a God.
v. i.
Sexual intercourse; -- usually preceded by carnal; as, carnal knowledge.
v. t.
To own with gratitude or as a benefit or an obligation; as, to acknowledge a favor, the receipt of a letter.
v. i.
Scope of information; cognizance; notice; as, it has not come to my knowledge.
v. i.
That which is gained and preserved by knowing; instruction; acquaintance; enlightenment; learning; scholarship; erudition.