Difference between revisions of "Template:Machine learning bar"
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| − | + | {{Sidebar with collapsible lists | |
| + | | name = Machine learning bar | ||
| + | | title = [[Machine learning]] and<br/>[[data mining]] | ||
| + | | imagestyle = padding:0.25em 0.25em 0.75em; | ||
| + | | image = [[File:Kernel Machine.svg|frameless]] | ||
| + | | headingstyle = border-top:1px solid #aaa; | ||
| + | |||
| + | | list1title = Problems | ||
| + | | list1 = <div class="hlist"> | ||
| + | * [[Statistical classification|Classification]] | ||
| + | * [[Cluster analysis|Clustering]] | ||
| + | * [[Regression analysis|Regression]] | ||
| + | * [[Anomaly detection]] | ||
| + | * [[Association rule learning|Association rules]] | ||
| + | * [[Reinforcement learning]] | ||
| + | * [[Structured prediction]] | ||
| + | * [[Feature engineering]] | ||
| + | * [[Feature learning]] | ||
| + | * [[Online machine learning|Online learning]] | ||
| + | * [[Semi-supervised learning]] | ||
| + | * [[Unsupervised learning]] | ||
| + | * [[Learning to rank]] | ||
| + | * [[Grammar induction]] | ||
| + | </div> | ||
| + | |||
| + | | list2title = {{longitem |[[Supervised learning]]<br/>{{nobold|{{small|('''[[Statistical classification|classification]]'''{{•}}'''[[Regression analysis|regression]]''')}}}} }} | ||
| + | | list2 = <div class="hlist"> | ||
| + | * [[Decision tree learning|Decision trees]] | ||
| + | * [[Ensemble learning|Ensembles]] ([[Bootstrap aggregating|Bagging]], [[Boosting (machine learning)|Boosting]], [[Random forest]]) | ||
| + | * [[k-nearest neighbors algorithm|''k''-NN]] | ||
| + | * [[Linear regression]] | ||
| + | * [[Naive Bayes classifier|Naive Bayes]] | ||
| + | * [[Artificial neural network|Neural network]]s | ||
| + | * [[Logistic regression]] | ||
| + | * [[Perceptron]] | ||
| + | * [[Relevance vector machine|Relevance vector machine (RVM)]] | ||
| + | * [[Support vector machine|Support vector machine (SVM)]] | ||
| + | </div> | ||
| + | |||
| + | | list3title = [[Cluster analysis|Clustering]] | ||
| + | | list3 = <div class="hlist"> | ||
| + | * [[BIRCH]] | ||
| + | * [[Hierarchical clustering|Hierarchical]] | ||
| + | * [[k-means clustering|''k''-means]] | ||
| + | * [[Expectation-maximization algorithm|Expectation-maximization (EM)]] | ||
| + | * <br/>[[DBSCAN]] | ||
| + | * [[OPTICS algorithm|OPTICS]] | ||
| + | * [[Mean-shift]] | ||
| + | </div> | ||
| + | |||
| + | | list4title = [[Dimensionality reduction]] | ||
| + | | list4 = <div class="hlist"> | ||
| + | * [[Factor analysis]] | ||
| + | * [[Canonical correlation analysis|CCA]] | ||
| + | * [[Independent component analysis|ICA]] | ||
| + | * [[Linear discriminant analysis|LDA]] | ||
| + | * [[Non-negative matrix factorization|NMF]] | ||
| + | * [[Principal component analysis|PCA]] | ||
| + | * [[t-distributed stochastic neighbor embedding|t-SNE]] | ||
| + | </div> | ||
| + | |||
| + | | list5title = [[Structured prediction]] | ||
| + | | list5 = <div class="hlist"> | ||
| + | * [[Graphical model]]s ([[Bayesian network|Bayes net]], [[Conditional random field|CRF]], [[Hidden Markov model|HMM]]) | ||
| + | </div> | ||
| + | |||
| + | | list6title = [[Anomaly detection]] | ||
| + | | list6 = <div class="hlist"> | ||
| + | * [[k-nearest neighbors classification|''k''-NN]] | ||
| + | * [[Local outlier factor]] | ||
| + | </div> | ||
| + | |||
| + | | list7title = [[artificial neural network|Neural nets]] | ||
| + | | list7 = <div class="hlist"> | ||
| + | * [[Autoencoder]] | ||
| + | * [[Deep learning]] | ||
| + | * [[Multilayer perceptron]] | ||
| + | * [[Recurrent neural network|RNN]] | ||
| + | * [[Restricted Boltzmann machine]] | ||
| + | * [[Self-organizing map|SOM]] | ||
| + | * [[Convolutional neural network]] | ||
| + | </div> | ||
| + | |||
| + | | list8title = [[Reinforcement Learning]] | ||
| + | | list8 = <div class="hlist"> | ||
| + | * [[Q-Learning]] | ||
| + | * [[State-Action-Reward-State-Action|SARSA]] | ||
| + | * [[Temporal Difference Learning|Temporal Difference (TD)]] | ||
| + | </div> | ||
| + | |||
| + | | list9title = Theory | ||
| + | | list9 = <div class="hlist"> | ||
| + | * [[Bias-variance dilemma]] | ||
| + | * [[Computational learning theory]] | ||
| + | * [[Empirical risk minimization]] | ||
| + | * [[Occam learning]] | ||
| + | * [[Probably approximately correct learning|PAC learning]] | ||
| + | * [[Statistical learning theory|Statistical learning]] | ||
| + | * [[Vapnik–Chervonenkis theory|VC theory]] | ||
| + | </div> | ||
| + | |||
| + | | list10title = Machine learning venues | ||
| + | | list10 = <div class="hlist"> | ||
| + | * [[Conference on Neural Information Processing Systems|NIPS]] | ||
| + | * [[International Conference on Machine Learning|ICML]] | ||
| + | * [[International Journal of Machine Learning and Cybernetics|IJMLC]] | ||
| + | * [[Machine Learning (journal)|ML]] | ||
| + | * [[Journal of Machine Learning Research|JMLR]] | ||
| + | * [http://arxiv.org/list/cs.LG/recent ArXiv:cs.LG] | ||
| + | </div> | ||
| + | |||
| + | | belowclass = plainlist | ||
| + | | belowstyle = border-top:1px solid #aaa;border-bottom:1px solid #aaa; | ||
| + | | below = | ||
| + | * {{portal-inline|size=tiny|Machine learning}} | ||
| + | |||
| + | }}<noinclude> | ||
| + | |||
| + | {{doc | ||
| + | |content= | ||
| + | [[Category:Computing templates]] | ||
| + | [[Category:Statistics templates]] | ||
| + | [[Category:Technology and applied science sidebar templates]] | ||
| + | }}</noinclude> | ||
Revision as of 21:59, 27 November 2016
| Machine learning and data mining |
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