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searching for Binary classification 87 found (159 total)

Confusion matrix (1,926 words) [view diff] exact match in snippet view article find links to article

condition or attribute is present Confusion matrix is not limited to binary classification and can be used in multi-class classifiers as well. The confusion

ML.NET (1,604 words) [view diff] exact match in snippet view article find links to article

feature engineering like n-gram creation, and learners to handle binary classification, multi-class classification, and regression tasks. Additional ML

Transduction (machine learning) (1,481 words) [view diff] exact match in snippet view article

example of learning which is not inductive would be in the case of binary classification, where the inputs tend to cluster in two groups. A large set of

Democracy-Dictatorship Index (1,706 words) [view diff] exact match in snippet view article find links to article

maintained by Cheibub, Gandhi, and Vreeland. Based on the regime binary classification idea proposed by Alvarez in 1996, and the Democracy and Development

Elastic net regularization (1,453 words) [view diff] exact match in snippet view article find links to article

showed that for every instance of the elastic net, an artificial binary classification problem can be constructed such that the hyper-plane solution of

Loss functions for classification (4,212 words) [view diff] exact match in snippet view article find links to article

expected risk, see empirical risk minimization. In the case of binary classification, it is possible to simplify the calculation of expected risk from

Detection error tradeoff (207 words) [view diff] exact match in snippet view article find links to article

error tradeoff (DET) graph is a graphical plot of error rates for binary classification systems, plotting the false rejection rate vs. false acceptance

Receiver Operating Characteristic Curve Explorer and Tester (1,051 words) [view diff] exact match in snippet view article find links to article

is designed specifically for performing and assessing a standard binary classification test (disease vs. control). ROCCET accepts metabolite data tables

Fowlkes–Mallows index (1,264 words) [view diff] exact match in snippet view article find links to article

the Fowlkes–Mallows index is 0, which corresponds to the worst binary classification possible, where all the elements have been misclassified. And the

Jonathan Israel (2,076 words) [view diff] exact match in snippet view article find links to article

interpretation of the Enlightenment. The analysis challenges Israel's binary classification of the Enlightenment into a cohesive "radical" faction and a purportedly

Food web (8,612 words) [view diff] exact match in snippet view article find links to article

classify organisms as autotrophs or heterotrophs. This is a non-binary classification; some organisms (such as carnivorous plants) occupy the role of

Sensitivity and specificity (4,102 words) [view diff] exact match in snippet view article find links to article

Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation". BMC Genomics. 21 (1): 6-1–6-13. doi:10.1186/s12864-019-6413-7

Text simplification (543 words) [view diff] exact match in snippet view article find links to article

(August 2019). "Comparative judgments are more consistent than binary classification for labelling word complexity". Proceedings of the 13th Linguistic

Relevance vector machine (425 words) [view diff] exact match in snippet view article find links to article

C++ Library The Kernel-Machine Library rvmbinary: R package for binary classification scikit-rvm fast-scikit-rvm, rvm tutorial Tipping's webpage on Sparse

Tricolorability (667 words) [view diff] exact match in snippet view article find links to article

an isotopy invariant of tame knots. Because tricolorability is a binary classification (a link is either tricolorable or not*), it is a relatively weak

Relief (feature selection) (2,509 words) [view diff] exact match in snippet view article

feature interactions. It was originally designed for application to binary classification problems with discrete or numerical features. Relief calculates

DE-9IM (2,878 words) [view diff] exact match in snippet view article find links to article

are 512 possible 2D topologic relations, that can be grouped into binary classification schemes. The English language contains about 10 schemes (relations)

Terminology of homosexuality (4,602 words) [view diff] exact match in snippet view article find links to article

sometimes used in American literature to present an alternative to the binary classification which notes the preferred sexual position, such as top or bottom;

Linear classifier (1,146 words) [view diff] exact match in snippet view article find links to article

assumptions. It is in essence a method of dimensionality reduction for binary classification. Support vector machine—an algorithm that maximizes the margin between

Attribution (marketing) (1,528 words) [view diff] exact match in snippet view article

It's an attempt to simplify attribution and go back to the basics. Binary classification methods from statistics and machine learning can be used to build

Statistical learning theory (1,712 words) [view diff] exact match in snippet view article find links to article

if the predicted output is different from the actual output. For binary classification with Y = { − 1 , 1 } {\displaystyle Y=\{-1,1\}} , this is: V ( f

Rand index (1,627 words) [view diff] exact match in snippet view article find links to article

l_{1}\neq l_{2}} The Rand index can also be viewed through the prism of binary classification accuracy over the pairs of elements in S {\displaystyle S} . The

Empirical risk minimization (1,618 words) [view diff] exact match in snippet view article find links to article

of the function class. For simplicity, considering the case of binary classification tasks, it is possible to bound the probability of the selected classifier

Classifier chains (893 words) [view diff] exact match in snippet view article find links to article

0} . Thus, classifiers build a chain where each of them learns binary classification of a single label. The features given to each classifier are extended

Stability (learning theory) (2,656 words) [view diff] exact match in snippet view article

{\displaystyle S} . A general result, proved by Vladimir Vapnik for an ERM binary classification algorithms, is that for any target function and input distribution

Alternating decision tree (1,261 words) [view diff] exact match in snippet view article find links to article

any prediction nodes that are traversed. This is different from binary classification trees such as CART (Classification and regression tree) or C4.5

Raghu Raj Bahadur (413 words) [view diff] exact match in snippet view article find links to article

Anderson which is used in statistics and engineering for solving binary classification problems when the underlying data have multivariate normal distributions

Precision and recall (3,747 words) [view diff] exact match in snippet view article find links to article

Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation". BMC Genomics. 21 (1): 6-1–6-13. doi:10.1186/s12864-019-6413-7

Critical lens (655 words) [view diff] exact match in snippet view article find links to article

bimorphisms, as well as surgical transsexuals [...] defy attempts at binary classification". This thinking, along with the advent of a more prominent LGBT

Theodore Wilbur Anderson (630 words) [view diff] exact match in snippet view article find links to article

Bahadur, which is used in statistics and engineering for solving binary classification problems when the underlying data have multivariate normal distributions

Oversampling and undersampling in data analysis (2,718 words) [view diff] exact match in snippet view article find links to article

are available in the smote-variants package. Poor models in [the binary classification] setting are often a result of—any combination of—fitting deterministic

List of .NET libraries and frameworks (2,763 words) [view diff] exact match in snippet view article find links to article

feature engineering like n-gram creation, and learners to handle binary classification, multi-class classification, and regression tasks. Additional ML

Color terminology for race (3,273 words) [view diff] exact match in snippet view article find links to article

stereotype. Racial segregation in the United States was based on a binary classification, white vs. non-white, in which "white" was held to imply "purity"

Point mutation (4,860 words) [view diff] exact match in snippet view article find links to article

tend to be more deleterious. While majority of methods provide a binary classification of effects of mutations into damaging and benign, a new level of

Vapnik–Chervonenkis theory (3,956 words) [view diff] exact match in snippet view article find links to article

certainly be evaluated. Then one has the following Theorem: For binary classification and the 0/1 loss function we have the following generalization bounds:

BERT (language model) (3,623 words) [view diff] exact match in snippet view article

coding for [CLS]) is passed to a separate neural network for the binary classification into [IsNext] and [NotNext]. For example, given "[CLS] my dog is

Ion channel (6,010 words) [view diff] exact match in snippet view article find links to article

positioning for high- and low-resolution protein structures through a binary classification approach". Protein Engineering, Design and Selection. 29 (3): 87–91

Hemispherical photography (3,157 words) [view diff] exact match in snippet view article find links to article

thresholding, whereby an appropriate threshold is selected to best match a binary classification with observed sky visibility, with pixel intensity values above

Malagasy language (5,421 words) [view diff] exact match in snippet view article find links to article

north (excluding the far northern tip) are considered eastern. This binary classification is now widely viewed as outdated. It overlooks crucial grammatical

Sampling (statistics) (7,602 words) [view diff] exact match in snippet view article

in Anderson minimax ratio whose value is proved to be 0.5: in a binary classification, the class-sample sizes should be chosen equally. This ratio can

Vapnik–Chervonenkis dimension (2,870 words) [view diff] exact match in snippet view article find links to article

{\displaystyle {\mathcal {C}}} is ∞ {\displaystyle \infty } . A binary classification model f {\displaystyle f} with some parameter vector θ {\displaystyle

Glivenko–Cantelli theorem (2,512 words) [view diff] exact match in snippet view article find links to article

class. The following theorem is central to statistical learning of binary classification tasks. Theorem (Vapnik and Chervonenkis, 1968) Under certain consistency

Backpropagation (7,843 words) [view diff] exact match in snippet view article find links to article

classification the last layer is usually the logistic function for binary classification, and softmax (softargmax) for multi-class classification, while

Microexpression (4,567 words) [view diff] exact match in snippet view article find links to article

not. Gottman's 2002 paper makes no claims to accuracy in terms of binary classification, and is instead a regression analysis of a two factor model where

Isolation forest (4,553 words) [view diff] exact match in snippet view article find links to article

rows and features as column, and a column labeled 'Class' with a binary classification of your samples. df = pd.read_csv("data.csv") X = df.drop(columns=["Class"])

Quantum natural language processing (640 words) [view diff] exact match in snippet view article find links to article

NISQ computers and implemented on IBM quantum computers to solve binary classification tasks. Instead of loading classical word vectors onto a quantum

Survival analysis (6,977 words) [view diff] exact match in snippet view article find links to article

continuous-time, discrete-time survival models can be mapped to a binary classification problem. In a discrete-time survival model the survival period is

Modern paganism (19,366 words) [view diff] exact match in snippet view article find links to article

pagans adhere to universalist ideas than völkisch. Going beyond this binary classification, religious scholar Mattias Gardell divides modern paganism in the

Gender schema theory (1,687 words) [view diff] exact match in snippet view article find links to article

skills and personality attributes to one of two sexes within the binary classification of gender. Thus, those skills and personality attributes are classified

One in ten rule (1,087 words) [view diff] exact match in snippet view article find links to article

per class 1000 examples are needed. This would mean that for a binary classification of images (with fictive 1000 pixel x 1000 pixel per image, i.e.

Tempotron (574 words) [view diff] exact match in snippet view article find links to article

reset to its resting value by shunting all incoming spikes. Next, a binary classification of the input patterns is needed( ∘ {\displaystyle \circ } refers

Stock market prediction (2,738 words) [view diff] exact match in snippet view article find links to article

classification follow the same approach of predicting stock movement as a binary classification problem. Under this formulation, the sign of a future return is

Zach Schwitzky (643 words) [view diff] exact match in snippet view article find links to article

Limbik CEO Zach Schwitzky said his company has 'struggled with binary classification.' "Former FBI agent Ali Soufan fears Saudi government is targeting

Afro–Puerto Ricans (10,026 words) [view diff] exact match in snippet view article find links to article

mulatto or mixed race in the 1930 census, enforcing the artificial binary classification of black and white. Census respondents were not allowed to choose

Democratic peace theory (20,112 words) [view diff] exact match in snippet view article find links to article

the democracy scale and belligerence; others have treated it as a binary classification by (as its maker does) calling all states with a high democracy

Hypodescent (2,896 words) [view diff] exact match in snippet view article find links to article

the number of intervening generations. The same Act established a binary classification system for vital records, classifying people as 'white' or 'black'

Gary Robinson (1,846 words) [view diff] case mismatch in snippet view article find links to article

" Ben Kamens, Fog Creek Publishing, Bayesian Filtering: Beyond Binary Classification Archived 2015-09-24 at the Wayback Machine, Retrieved February 7

Taiwanese indigenous peoples (24,098 words) [view diff] exact match in snippet view article find links to article

Japanese rule (1895–1945), anthropologists from Japan maintained the binary classification. In 1900 they incorporated it into their own colonial project by

Positive and negative (disambiguation) (192 words) [view diff] exact match in snippet view article

measures False positives and false negatives, types of errors in binary classification Positive or negative test, possible result of a medical test Negative

Barry Schwartz (sociologist) (1,214 words) [view diff] exact match in snippet view article

of the right hand and lateral symbolism, Claude Lévi-Strauss on binary classification, and Rodney Needham’s writings on symbolic classification systems

Link prediction (2,404 words) [view diff] exact match in snippet view article find links to article

need to identify true links among these potential links. In the binary classification formulation of the link prediction task the potential links are

Charles Joel Stone (1,349 words) [view diff] case mismatch in snippet view article find links to article

their work, they co-authored a 1978 technical report, Parsimonious Binary Classification Trees, Elaborating on the report, in 1984 they published, with two

Archaerhodopsin (2,375 words) [view diff] exact match in snippet view article find links to article

positioning for high- and low-resolution protein structures through a binary classification approach". Protein Engineering, Design and Selection. 29 (3): 87–91

Anion-conducting channelrhodopsin (1,706 words) [view diff] exact match in snippet view article find links to article

positioning for high- and low-resolution protein structures through a binary classification approach". Protein Engineering, Design and Selection. 29 (3): 87–91

Slavery in medieval Europe (15,720 words) [view diff] exact match in snippet view article find links to article

for neatly distinguishing serfdom from slavery, arguing that a binary classification masks the many shades of servitude. Of particular interest to historians

Brier score (2,921 words) [view diff] exact match in snippet view article find links to article

(MCC) is more informative than Cohen's Kappa and Brier score in binary classification assessment". IEEE Access. 9: 78368 - 78381. doi:10.1109/access.2021

Legal recognition of non-binary gender (13,991 words) [view diff] exact match in snippet view article find links to article

model for sex identification on birth certificates. However, a binary classification of sex (male or female, with no intersex/unspecified option) is

Vocal learning (8,040 words) [view diff] exact match in snippet view article find links to article

movements to a rhythmic beat. Even further complicating the original binary classification is evidence from recent studies that suggests that there is greater

Metalloid (27,865 words) [view diff] exact match in snippet view article find links to article

dividing line are not always classified as metalloids, noting a binary classification can facilitate the establishment of rules for determining bond types

Sample complexity (2,202 words) [view diff] exact match in snippet view article find links to article

× Y {\displaystyle X\times Y} . For example, in the setting of binary classification, X {\displaystyle X} is typically a finite-dimensional vector space

Evolving intelligent system (2,223 words) [view diff] exact match in snippet view article find links to article

R. Senge, and E. Hüllermeier, "Evolving fuzzy pattern trees for binary classification on data streams," Inf. Sci. (Ny)., vol. 220, pp. 34–45, 2013. J

Gene expression programming (6,491 words) [view diff] exact match in snippet view article find links to article

expanding the notion of correct and incorrect classifications. In a binary classification task, correct classifications can be 00 or 11. The "00" representation

Viola–Jones object detection framework (2,854 words) [view diff] exact match in snippet view article find links to article

StrongARM without floating point hardware). Face detection is a binary classification problem combined with a localization problem: given a picture, decide

List of datasets for machine-learning research (15,010 words) [view diff] exact match in snippet view article find links to article

3196 Text Classification 1989 R. Holte Tic-Tac-Toe Endgame Dataset Binary classification for win conditions in tic-tac-toe. None. 958 Text Classification

F-divergence (3,992 words) [view diff] exact match in snippet view article find links to article

G. (2009). "On integral probability metrics, φ-divergences and binary classification". arXiv:0901.2698 [cs.IT]. Soklakov, Andrei N. (2020). "Economics

Shogi opening (6,907 words) [view diff] exact match in snippet view article find links to article

on its starting square or moves to a different square. In this binary classification, Static Rook (居飛車 ibisha) openings are where the offense is supported

Buffered probability of exceedance (483 words) [view diff] exact match in snippet view article find links to article

Uryasev, Stan (2018). "Maximization of AUC and Buffered AUC in binary classification" (PDF). Mathematical Programming. 174 (1–2). Springer: 575–612.

Cost-sensitive machine learning (517 words) [view diff] exact match in snippet view article find links to article

classes, assigning a cost value to each combination. For instance, in binary classification, it may distinguish costs for false positives and false negatives

Knowledge graph embedding (5,945 words) [view diff] exact match in snippet view article find links to article

relation that connects two entities). Triple Classification is a binary classification problem. Given a triple, the trained model evaluates the plausibility

Mixture of experts (5,634 words) [view diff] exact match in snippet view article find links to article

can use Laplace distribution, or Student's t-distribution. For binary classification, it also proposed logistic regression experts, with f i ( y | x

De novo gene birth (13,589 words) [view diff] exact match in snippet view article find links to article

process under selection from non-genic to genic state, rejecting the binary classification of gene and non-gene. In an extension of the proto-gene model, it

Flow cytometry bioinformatics (8,040 words) [view diff] exact match in snippet view article find links to article

independent analysts. The FlowCAP-II project included three datasets for binary classification and also reported several algorithms that were able to classify

Integral probability metric (1,880 words) [view diff] exact match in snippet view article find links to article

G. (2009). "On integral probability metrics, φ-divergences and binary classification". arXiv:0901.2698 [cs.IT]. Fukumizu, Kenji; Gretton, Arthur; Sun

Virome analysis (3,462 words) [view diff] exact match in snippet view article find links to article

and ultimately outputting a probability score between 0 and 1 for binary classification. ViraMiner uses a similar architecture but uses the average operator

The Code (Nemo song) (5,865 words) [view diff] exact match in snippet view article

the song references binary code, which is meant to represent the binary classification of genders. Nemo also declares within the song that they have found

Avret Pazarları (8,842 words) [view diff] exact match in snippet view article find links to article

rights over the slave. Instead of framing Ottoman slaves within a binary classification of being slaves or not, some scholars place them along a broader

Jose Luis Mendoza-Cortes (17,959 words) [view diff] exact match in snippet view article find links to article

regression tasks head-on, the authors first cast the problem as a binary classification: is a molecule's enthalpy (or Gibbs free energy, zero-point energy