Choose an application

• Reference Manager
• EndNote
• RefWorks (Direct export to RefWorks)

Data science is an emerging multidisciplinary field which lies at the intersection of computer science, statistics, and mathematics, with different applications and related to data mining, deep learning, and big data. This Special Issue on “Principles and Applications of Data Science” focuses on the latest developments in the theories, techniques, and applications of data science. The topics include data cleansing, data mining, machine learning, deep learning, and the applications of medical and healthcare, as well as social media.

Technology: general issues --- History of engineering & technology --- deep learning --- user preference learning --- feature fusion --- similar user recommendation --- convolutional neural network --- image classification --- electronic health records --- fair exchange --- forward secrecy --- raw material --- mining --- terminology --- dictionary --- terminology application --- mobile application --- digitization --- lexical data --- corpus data --- linguistic linked open data --- neuro-fuzzy --- prediction model --- air pollution --- PM2.5 --- PM10 --- self-attention mechanism --- graph neural network --- data mining --- behaviour sequence pattern --- behaviour network --- water crystal --- fine-tuning --- supervised --- classification --- combined classification model --- deep transfer learning --- focal-segmental --- kidney disease --- kidney glomeruli --- medical image --- sclerosed glomeruli --- predictive analytics --- Internet of Things --- peasant farming --- smart farming system --- crop production prediction

Choose an application

• Reference Manager
• EndNote
• RefWorks (Direct export to RefWorks)

Data science is an emerging multidisciplinary field which lies at the intersection of computer science, statistics, and mathematics, with different applications and related to data mining, deep learning, and big data. This Special Issue on “Principles and Applications of Data Science” focuses on the latest developments in the theories, techniques, and applications of data science. The topics include data cleansing, data mining, machine learning, deep learning, and the applications of medical and healthcare, as well as social media.

Technology: general issues --- History of engineering & technology --- deep learning --- user preference learning --- feature fusion --- similar user recommendation --- convolutional neural network --- image classification --- electronic health records --- fair exchange --- forward secrecy --- raw material --- mining --- terminology --- dictionary --- terminology application --- mobile application --- digitization --- lexical data --- corpus data --- linguistic linked open data --- neuro-fuzzy --- prediction model --- air pollution --- PM2.5 --- PM10 --- self-attention mechanism --- graph neural network --- data mining --- behaviour sequence pattern --- behaviour network --- water crystal --- fine-tuning --- supervised --- classification --- combined classification model --- deep transfer learning --- focal-segmental --- kidney disease --- kidney glomeruli --- medical image --- sclerosed glomeruli --- predictive analytics --- Internet of Things --- peasant farming --- smart farming system --- crop production prediction --- deep learning --- user preference learning --- feature fusion --- similar user recommendation --- convolutional neural network --- image classification --- electronic health records --- fair exchange --- forward secrecy --- raw material --- mining --- terminology --- dictionary --- terminology application --- mobile application --- digitization --- lexical data --- corpus data --- linguistic linked open data --- neuro-fuzzy --- prediction model --- air pollution --- PM2.5 --- PM10 --- self-attention mechanism --- graph neural network --- data mining --- behaviour sequence pattern --- behaviour network --- water crystal --- fine-tuning --- supervised --- classification --- combined classification model --- deep transfer learning --- focal-segmental --- kidney disease --- kidney glomeruli --- medical image --- sclerosed glomeruli --- predictive analytics --- Internet of Things --- peasant farming --- smart farming system --- crop production prediction

Choose an application

• Reference Manager
• EndNote
• RefWorks (Direct export to RefWorks)

A total of 30 articles have been published in this special issue, and it consists of 27 research papers, 2 technical notes, and 1 review paper. A total of 104 authors from 9 countries including Korea, Spain, Taiwan, USA, Finland, China, Slovenia, the Netherlands, and Germany participated in writing and submitting very excellent papers that were finally published after the review process had been conducted according to very strict standards. Among the published papers, 13 papers directly addressed words such as sustainable, life cycle assessment (LCA) and CO2, and 17 papers indirectly dealt with energy and CO2 reduction effects. Among the published papers, there are 6 papers dealing with construction technology, but a majority, 24 papers deal with management techniques. The authors of the published papers used various analysis techniques to obtain the suggested solutions for each topic. Listed by key techniques, various techniques such as Analytic Hierarchy Process (AHP), the Taguchi method, machine learning including Artificial Neural Networks (ANNs), Life Cycle Assessment (LCA), regression analysis, Strength–Weakness–Opportunity–Threat (SWOT), system dynamics, simulation and modeling, Building Information Model (BIM) with schedule, and graph and data analysis after experiments and observations are identified.

Technology: general issues --- circular foundation pit --- construction monitoring --- numerical simulation --- underground continuous wall --- reinforced concrete --- precast concrete double wall --- retaining wall --- lateral pressure --- lateral bending --- settlement --- artificial neural network --- liquefaction --- building information modeling --- drone --- LIDAR --- point cloud --- progress tracking --- school buildings --- system dynamics --- deterioration --- rehabilitation --- lifecycle cost analysis --- budget allocation --- natural disaster --- risk management --- accommodations --- operations and maintenance --- lifecycle cost --- disaster management --- inter-floor noise --- multi-dwelling houses --- smartphone application --- real-time monitoring system --- agent-based simulation --- space service quality --- efficient operation --- musculoskeletal disorders --- construction workers --- muscle stress --- standard Nordic questionnaire --- awkward posture --- simulation --- rebar work --- cutting waste --- minimization --- sustainable construction --- CO2 emission --- cutting stock problem --- 5D building information modeling --- agile project organization --- schedule/cost reliability --- degree of protection --- impact damage --- blast wave --- sustainable design consideration --- elasto-plastic design --- climate change --- typhoon --- catastrophe model --- typhoon vulnerability function --- risk analysis --- air permeability --- watertightness --- airtightness --- infiltration --- aluminium window frames --- natural hazard --- power system failure --- in-situ production --- environmental loads --- CO2 emission reduction --- life cycle assessment --- optimization model --- elevator --- noise --- vibration --- construction management --- high-rise residential building --- free-form building --- free-form concrete panel --- aluminum powder --- composite PCM mold --- social capital --- living environment --- living infrastructure --- soft infrastructure --- living social overhead capital --- inclusive growth --- inclusive city --- sustainable construction management --- tower crane accident reduction --- priority of tower crane accident causes --- sustainable development --- global sustainability --- scientific infrastructures --- Post-COVID-19 Scenario --- modeling --- building stock development --- mortality of building stock --- residential buildings --- public buildings --- commercial buildings --- paper sludge ash --- deinking sludge --- paper industry --- backfill material --- occupational safety and health expenses --- construction safety --- safety cost expenditures --- apartment construction --- ground beam --- LCA --- prefabrication --- vibro-pile --- eurocode --- precast prestressed concrete pile --- continuous flight auger pile --- eco-costs --- economic --- LCA (life cycle assessment) --- earth-retaining wall --- excavation --- environment load --- environment cost --- bid price volatility --- uncertainty in bid documents --- pre-bid clarification document --- machine learning (ML), classification model --- public project --- sustainable project management --- stone sludge --- lightweight aggregates --- controlled low-strength materials --- Taguchi method --- rebar cutting waste --- optimization --- structural work --- systematic literature review --- management performance evaluation indicators (MAPEIs) for small construction firms --- AHP --- key performance indicators (KPIs) --- corporation management --- small construction firms --- n/a

Choose an application

• Reference Manager
• EndNote
• RefWorks (Direct export to RefWorks)

A total of 30 articles have been published in this special issue, and it consists of 27 research papers, 2 technical notes, and 1 review paper. A total of 104 authors from 9 countries including Korea, Spain, Taiwan, USA, Finland, China, Slovenia, the Netherlands, and Germany participated in writing and submitting very excellent papers that were finally published after the review process had been conducted according to very strict standards. Among the published papers, 13 papers directly addressed words such as sustainable, life cycle assessment (LCA) and CO2, and 17 papers indirectly dealt with energy and CO2 reduction effects. Among the published papers, there are 6 papers dealing with construction technology, but a majority, 24 papers deal with management techniques. The authors of the published papers used various analysis techniques to obtain the suggested solutions for each topic. Listed by key techniques, various techniques such as Analytic Hierarchy Process (AHP), the Taguchi method, machine learning including Artificial Neural Networks (ANNs), Life Cycle Assessment (LCA), regression analysis, Strength–Weakness–Opportunity–Threat (SWOT), system dynamics, simulation and modeling, Building Information Model (BIM) with schedule, and graph and data analysis after experiments and observations are identified.

Technology: general issues --- circular foundation pit --- construction monitoring --- numerical simulation --- underground continuous wall --- reinforced concrete --- precast concrete double wall --- retaining wall --- lateral pressure --- lateral bending --- settlement --- artificial neural network --- liquefaction --- building information modeling --- drone --- LIDAR --- point cloud --- progress tracking --- school buildings --- system dynamics --- deterioration --- rehabilitation --- lifecycle cost analysis --- budget allocation --- natural disaster --- risk management --- accommodations --- operations and maintenance --- lifecycle cost --- disaster management --- inter-floor noise --- multi-dwelling houses --- smartphone application --- real-time monitoring system --- agent-based simulation --- space service quality --- efficient operation --- musculoskeletal disorders --- construction workers --- muscle stress --- standard Nordic questionnaire --- awkward posture --- simulation --- rebar work --- cutting waste --- minimization --- sustainable construction --- CO2 emission --- cutting stock problem --- 5D building information modeling --- agile project organization --- schedule/cost reliability --- degree of protection --- impact damage --- blast wave --- sustainable design consideration --- elasto-plastic design --- climate change --- typhoon --- catastrophe model --- typhoon vulnerability function --- risk analysis --- air permeability --- watertightness --- airtightness --- infiltration --- aluminium window frames --- natural hazard --- power system failure --- in-situ production --- environmental loads --- CO2 emission reduction --- life cycle assessment --- optimization model --- elevator --- noise --- vibration --- construction management --- high-rise residential building --- free-form building --- free-form concrete panel --- aluminum powder --- composite PCM mold --- social capital --- living environment --- living infrastructure --- soft infrastructure --- living social overhead capital --- inclusive growth --- inclusive city --- sustainable construction management --- tower crane accident reduction --- priority of tower crane accident causes --- sustainable development --- global sustainability --- scientific infrastructures --- Post-COVID-19 Scenario --- modeling --- building stock development --- mortality of building stock --- residential buildings --- public buildings --- commercial buildings --- paper sludge ash --- deinking sludge --- paper industry --- backfill material --- occupational safety and health expenses --- construction safety --- safety cost expenditures --- apartment construction --- ground beam --- LCA --- prefabrication --- vibro-pile --- eurocode --- precast prestressed concrete pile --- continuous flight auger pile --- eco-costs --- economic --- LCA (life cycle assessment) --- earth-retaining wall --- excavation --- environment load --- environment cost --- bid price volatility --- uncertainty in bid documents --- pre-bid clarification document --- machine learning (ML), classification model --- public project --- sustainable project management --- stone sludge --- lightweight aggregates --- controlled low-strength materials --- Taguchi method --- rebar cutting waste --- optimization --- structural work --- systematic literature review --- management performance evaluation indicators (MAPEIs) for small construction firms --- AHP --- key performance indicators (KPIs) --- corporation management --- small construction firms --- circular foundation pit --- construction monitoring --- numerical simulation --- underground continuous wall --- reinforced concrete --- precast concrete double wall --- retaining wall --- lateral pressure --- lateral bending --- settlement --- artificial neural network --- liquefaction --- building information modeling --- drone --- LIDAR --- point cloud --- progress tracking --- school buildings --- system dynamics --- deterioration --- rehabilitation --- lifecycle cost analysis --- budget allocation --- natural disaster --- risk management --- accommodations --- operations and maintenance --- lifecycle cost --- disaster management --- inter-floor noise --- multi-dwelling houses --- smartphone application --- real-time monitoring system --- agent-based simulation --- space service quality --- efficient operation --- musculoskeletal disorders --- construction workers --- muscle stress --- standard Nordic questionnaire --- awkward posture --- simulation --- rebar work --- cutting waste --- minimization --- sustainable construction --- CO2 emission --- cutting stock problem --- 5D building information modeling --- agile project organization --- schedule/cost reliability --- degree of protection --- impact damage --- blast wave --- sustainable design consideration --- elasto-plastic design --- climate change --- typhoon --- catastrophe model --- typhoon vulnerability function --- risk analysis --- air permeability --- watertightness --- airtightness --- infiltration --- aluminium window frames --- natural hazard --- power system failure --- in-situ production --- environmental loads --- CO2 emission reduction --- life cycle assessment --- optimization model --- elevator --- noise --- vibration --- construction management --- high-rise residential building --- free-form building --- free-form concrete panel --- aluminum powder --- composite PCM mold --- social capital --- living environment --- living infrastructure --- soft infrastructure --- living social overhead capital --- inclusive growth --- inclusive city --- sustainable construction management --- tower crane accident reduction --- priority of tower crane accident causes --- sustainable development --- global sustainability --- scientific infrastructures --- Post-COVID-19 Scenario --- modeling --- building stock development --- mortality of building stock --- residential buildings --- public buildings --- commercial buildings --- paper sludge ash --- deinking sludge --- paper industry --- backfill material --- occupational safety and health expenses --- construction safety --- safety cost expenditures --- apartment construction --- ground beam --- LCA --- prefabrication --- vibro-pile --- eurocode --- precast prestressed concrete pile --- continuous flight auger pile --- eco-costs --- economic --- LCA (life cycle assessment) --- earth-retaining wall --- excavation --- environment load --- environment cost --- bid price volatility --- uncertainty in bid documents --- pre-bid clarification document --- machine learning (ML), classification model --- public project --- sustainable project management --- stone sludge --- lightweight aggregates --- controlled low-strength materials --- Taguchi method --- rebar cutting waste --- optimization --- structural work --- systematic literature review --- management performance evaluation indicators (MAPEIs) for small construction firms --- AHP --- key performance indicators (KPIs) --- corporation management --- small construction firms