Applied Machine Learning

doi:10.3390/books978-3-0365-7907-8

dc.contributor.editor	Dudek, Grzegorz
dc.date.accessioned	2023-07-14T14:30:24Z
dc.date.available	2023-07-14T14:30:24Z
dc.date.issued	2023
dc.identifier	ONIX_20230714_9783036579061_105
dc.identifier.uri	https://directory.doabooks.org/handle/20.500.12854/101406
dc.description.abstract	This reprint focuses on applications of machine learning models in a diverse range of fields and problems. It reports substantive results on a wide range of learning methods; discusses the conceptualization of problems, data representation, feature engineering, machine learning models; undertakes critical comparisons with existing techniques; and presents an interpretation of the results. The topics within the chapters of the publication fall into six categories: computer vision, teaching and learning, social media, forecasting, basic problems of machine learning, and other topics.
dc.language	English
dc.subject.classification	thema EDItEUR::K Economics, Finance, Business and Management::KN Industry and industrial studies::KNT Media, entertainment, information and communication industries::KNTX Information technology industries	en_US
dc.subject.classification	thema EDItEUR::U Computing and Information Technology::UY Computer science	en_US
dc.subject.other	robust matrix factorization
dc.subject.other	student grade prediction
dc.subject.other	educational data mining
dc.subject.other	side information graph
dc.subject.other	personal teaching and learning
dc.subject.other	deep multi-target prediction
dc.subject.other	Felder–Silverman learning style
dc.subject.other	adaptive e-learning systems
dc.subject.other	artificial neural network
dc.subject.other	deep learning
dc.subject.other	transfer learning
dc.subject.other	student performance prediction
dc.subject.other	Machine learning analysis
dc.subject.other	sentence modeling
dc.subject.other	topic analysis
dc.subject.other	cross referencing topic
dc.subject.other	machine learning
dc.subject.other	classification
dc.subject.other	preprocessing
dc.subject.other	instance selection
dc.subject.other	data mining
dc.subject.other	predictive analytics
dc.subject.other	sales
dc.subject.other	performance measurement
dc.subject.other	human resources
dc.subject.other	rumor refuter
dc.subject.other	nature language processing
dc.subject.other	XGBoost
dc.subject.other	feature analysis
dc.subject.other	Bitcoin
dc.subject.other	higher order neural network
dc.subject.other	volatility forecasting
dc.subject.other	hybrid models
dc.subject.other	warehouse optimization
dc.subject.other	genetic algorithms
dc.subject.other	crossover
dc.subject.other	construction productivity
dc.subject.other	construction safety
dc.subject.other	synthetic data
dc.subject.other	tracking
dc.subject.other	academic performance
dc.subject.other	course grades
dc.subject.other	grade point average
dc.subject.other	prediction
dc.subject.other	undergraduate
dc.subject.other	cloud detection
dc.subject.other	superpixel segmentation
dc.subject.other	convolutional neural networks
dc.subject.other	support vector machines
dc.subject.other	machine learning algorithms
dc.subject.other	multiple linear regression
dc.subject.other	SVM
dc.subject.other	management
dc.subject.other	social network services
dc.subject.other	image representation
dc.subject.other	local features
dc.subject.other	autoencoder
dc.subject.other	convolutional neural network
dc.subject.other	user generated content
dc.subject.other	sentiment analysis
dc.subject.other	keyword extraction
dc.subject.other	text representation
dc.subject.other	sampling
dc.subject.other	TripAdvisor
dc.subject.other	adaptive camouflage
dc.subject.other	convolutional neural network (CNN)
dc.subject.other	k-means
dc.subject.other	object detection
dc.subject.other	image completion
dc.subject.other	saliency detection
dc.subject.other	social media
dc.subject.other	micro-blogs (Twitter)
dc.subject.other	towards recommending influencers based on topic classification
dc.subject.other	investigation framework
dc.subject.other	comparison of various techniques for topic classification
dc.subject.other	cost-benefit function
dc.subject.other	partial differential equations
dc.subject.other	physics-informed neural network
dc.subject.other	wave equation
dc.subject.other	KdV-Burgers equation
dc.subject.other	KdV equation
dc.subject.other	neural network
dc.subject.other	cyclical learning rate
dc.subject.other	remote sensing
dc.subject.other	scene classification
dc.subject.other	backscatter data
dc.subject.other	lidar ceilometer
dc.subject.other	weather detection
dc.subject.other	online taxi-hailing demand
dc.subject.other	backpropagation neural network
dc.subject.other	extreme gradient boosting
dc.subject.other	real-time prediction
dc.subject.other	climate zone
dc.subject.other	climate change impact
dc.subject.other	Jhelum River Basin
dc.subject.other	Chenab River Basin
dc.subject.other	support vector machine
dc.subject.other	decision tree
dc.subject.other	large-scale dataset
dc.subject.other	relative support distance
dc.subject.other	support vector candidates
dc.subject.other	answer set programming
dc.subject.other	non-deterministic automata induction
dc.subject.other	grammatical inference
dc.subject.other	geopolymer concrete
dc.subject.other	deep neural network
dc.subject.other	ResNet
dc.subject.other	compressive strength
dc.subject.other	fly ash
dc.subject.other	sleep apnea
dc.subject.other	airflow signal
dc.subject.other	Gaussian Mixture Models (GMM)
dc.subject.other	cyber security
dc.subject.other	vulnerability detection
dc.subject.other	word embedding
dc.subject.other	drifter trajectory
dc.subject.other	evolutionary computation
dc.subject.other	NCLS
dc.subject.other	stock performance
dc.subject.other	earning rate
dc.subject.other	volatility
dc.subject.other	heatwaves
dc.subject.other	big data
dc.subject.other	random forest regression model
dc.subject.other	semi-regression
dc.subject.other	early prognosis
dc.subject.other	interpretation
dc.subject.other	COREG algorithm
dc.subject.other	cascaded classifier
dc.subject.other	computer vision
dc.subject.other	construction site management
dc.subject.other	consumer classification
dc.subject.other	over-the-top
dc.subject.other	time-aware classification
dc.subject.other	code auto-completion
dc.subject.other	GPT-2 model
dc.subject.other	advanced design methods
dc.subject.other	mass operator
dc.subject.other	structural stress
dc.subject.other	live prediction
dc.subject.other	vibration test
dc.subject.other	genetic programming
dc.subject.other	parsing expression grammar
dc.subject.other	BiLSTM
dc.subject.other	BERT
dc.subject.other	NLP
dc.subject.other	context-aware
dc.subject.other	LDA
dc.subject.other	LSTM
dc.subject.other	crowdfunding
dc.subject.other	project recommendation system
dc.subject.other	optimization
dc.subject.other	weather nowcasting
dc.subject.other	deep neural networks
dc.subject.other	autoencoders
dc.subject.other	Principal Component Analysis
dc.subject.other	learning classifier systems
dc.subject.other	anticipatory classifier systems
dc.subject.other	reinforcement learning
dc.subject.other	OpenAI gym
dc.subject.other	healthcare
dc.subject.other	COVID
dc.subject.other	time-series predictions
dc.subject.other	ARIMA
dc.subject.other	Prophet
dc.subject.other	GRNN
dc.subject.other	n/a
dc.title	Applied Machine Learning
dc.type	book
oapen.identifier.doi	10.3390/books978-3-0365-7907-8
oapen.relation.isPublishedBy	46cabcaa-dd94-4bfe-87b4-55023c1b36d0
oapen.relation.isbn	9783036579061
oapen.relation.isbn	9783036579078
oapen.pages	808
oapen.place.publication	Basel

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