Naive Bayes classifier: Difference between revisions

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I'm Ima and I live in a seaside city in northern Denmark, Brenderup Fyn. I'm 20 and I'm will soon finish my study at Comparative Politics.<br><br>My website - [http://www.youtube.com/watch?v=vvNfddd1YpY Arthur Falcone]
{{redirect|is to|the grammatical construction|am to}}
[[File:Aspect-ratio-4x3.svg|thumb|The ratio of width to height of [[standard-definition television]].]]
 
In [[mathematics]], a '''ratio''' is a relationship between two numbers of the same kind<ref>Wentworth, p. 55</ref> (''e.g.'', [[objects]], persons, students, spoonfuls, units of whatever identical dimension), usually expressed as ''"a'' to ''b"'' or a:b, sometimes expressed arithmetically as a dimensionless [[quotient]] of the two<ref>New International Encyclopedia</ref> that explicitly indicates how many times the first number contains the second (not necessarily an [[integer]]).<ref>Penny Cyclopedia, p. 307</ref>
 
In layman's terms a ratio represents, for every amount of one thing, how much there is of another thing. For example, supposing one has 8 oranges and 6 lemons in a bowl of fruit, the ratio of oranges to lemons would be 4:3 (which is equivalent to 8:6) while the ratio of lemons to oranges would be  3:4. Additionally, the ratio of oranges to the total amount of fruit is 4:7 (equivalent to 8:14). The 4:7 ratio can be further converted to a [[Fraction (mathematics)|fraction]] of 4/7 to represent how much of the fruit is oranges.
 
==Notation and terminology==
The ratio of numbers ''A'' and ''B'' can be expressed as:<ref>New International Encyclopedia</ref>
*the ratio of '''A''' to '''B'''
*'''A''' is to '''B''' '' (often followed by "as ...")''
*'''A:B'''
*A [[fraction (mathematics)|fraction]] ([[rational number]]) that is the quotient: '''A''' divided by '''B'''
*<math>\tfrac{A}{B}</math>
 
The numbers ''A'' and ''B'' are sometimes called ''terms'' with ''A'' being the ''[[Antecedent (grammar)|antecedent]]'' and ''B'' being the ''[[consequent]]''.{{citation needed|date=June 2012}}
<!-- (Can't find a source for this but leave in as comment for now since it seems plausible.)-->
 
The proportion expressing the equality of the ratios ''A'':''B'' and ''C'':''D'' is written
''A'':''B'' = ''C'':''D'' or ''A'':''B''::''C'':''D''. this latter form, when spoken or written in the English language, is often expressed as
:''A'' is to ''B'' as ''C'' is to ''D''.
 
''A'', ''B'', ''C'' and ''D'' are called the terms of the proportion. ''A'' and ''D'' are called the ''extremes'', and ''B'' and ''C'' are called the ''means''. The equality of three or more proportions is called a continued proportion.<ref>New International Encyclopedia</ref>
 
Ratios are sometimes used with three or more terms.  The ratio of the dimensions of a "two by four" that is ten inches long is 2:4:10. A good concrete mix is sometimes quoted as 1:2:4 for the ration of cement to sand to gravel.<ref>[http://www.bellegroup.com/es/support/mixingHints.html Belle Group concrete mixing hints]</ref>
 
==History and etymology==
It is impossible to trace the origin of the ''concept'' of ratio, because the ideas from which it developed would have been familiar to preliterate cultures. For example, the idea of one village being twice as large as another is so basic that it would have been understood in prehistoric society.<ref>Smith, p. 477</ref> However, it is possible to trace the origin of the word "ratio" to the [[Ancient Greek]] λόγος ([[logos]]). Early translators rendered this into [[Latin]] as ''[[wikt:ratio#Latin|ratio]]'' ("reason"; as in the word "rational"). (A rational number may be expressed as the quotient of two integers.) A more modern interpretation of Euclid's meaning is more akin to computation or reckoning.<ref>Penny Cyclopedia, p. 307</ref> Medieval writers used the word ''proportio'' ("proportion") to indicate ratio and ''proportionalitas'' ("proportionality") for the equality of ratios.<ref>Smith, p. 478</ref>
 
Euclid collected the results appearing in the Elements from earlier sources. The [[Pythagoreanism|Pythagoreans]] developed a theory of ratio and proportion as applied to numbers.<ref>Heath, p. 112</ref> The Pythagoreans' conception of number included only what would today be called rational numbers, casting doubt on the validity of the theory in geometry where, as the Pythagoreans also discovered, incommensurable ratios (corresponding to irrational numbers) exist. The discovery of a theory of ratios that does not assume commensurability is probably due to [[Eudoxus]]. The exposition of the theory of proportions that appears in Book VII of The Elements reflects the earlier theory of ratios of commensurables.<ref>Heath, p. 113</ref>
 
The existence of multiple theories seems unnecessarily complex to modern sensibility since ratios are, to a large extent, identified with quotients. This is a comparatively recent development however, as can be seen from the fact that modern geometry textbooks still use distinct terminology and notation for ratios and quotients. The reasons for this are twofold. First, there was the previously mentioned reluctance to accept irrational numbers as true numbers. Second, the lack of a widely used symbolism to replace the already established terminology of ratios delayed the full acceptance of fractions as alternative until the 16th century.<ref>Smith, p. 480</ref>
 
===Euclid's definitions===
Book V of [[Euclid's Elements]] has 18 definitions, all of which relate to ratios.<ref>Heath, reference for section</ref> In addition, Euclid uses ideas that were in such common usage that he did not include definitions for them. The first two definitions say that a ''part'' of a quantity is another quantity that "measures" it and conversely, a ''multiple'' of a quantity is another quantity that it measures. In modern terminology, this means that a multiple of a quantity is that quantity multiplied by an integer greater than one—and a part of a quantity (meaning [[aliquot part]]) is a part that, when multiplied by an integer greater than one, gives the quantity.
 
Euclid does not define the term "measure" as used here, However, one may infer that if a quantity is taken as a unit of measurement, and a second quantity is given as an integral number of these units, then the first quantity ''measures'' the second. Note that these definitions are repeated, nearly word for word, as definitions 3 and 5 in book VII.
 
Definition 3 describes what a ratio is in a general way. It is not rigorous in a mathematical sense and some have ascribed it to Euclid's editors rather than Euclid himself.<ref>"Geometry, Euclidean" ''[[Encyclopædia Britannica Eleventh Edition]]'' p682.</ref> Euclid defines a ratio as between two quantities ''of the same type'', so by this definition the ratios of two lengths or of two areas are defined, but not the ratio of a length and an area. Definition 4 makes this more rigorous. It states that a ratio of two quantities exists when there is a multiple of each that exceeds the other. In modern notation, a ratio exists between quantities ''p'' and ''q'' if there exist integers ''m'' and ''n'' so that ''mp''>''q'' and ''nq''>''m''. This condition is known as the [[Archimedean property]].
 
Definition 5 is the most complex and difficult. It defines what it means for two ratios to be equal. Today, this can be done by simply stating that ratios are equal when the quotients of the terms are equal, but Euclid did not accept the existence of the quotients of incommensurables, so such a definition would have been meaningless to him. Thus, a more subtle definition is needed where quantities involved are not measured directly to one another. Though it may not be possible to assign a rational value to a ratio, it is possible to compare a ratio with a rational number. Specifically, given two quantities, ''p'' and ''q'', and a rational number ''m''/''n'' we can say that the ratio of ''p'' to ''q'' is less than, equal to, or greater than ''m''/''n'' when ''np'' is less than, equal to, or greater than ''mq'' respectively. Euclid's definition of equality can be stated as that two ratios are equal when they behave identically with respect to being less than, equal to, or greater than any rational number. In modern notation this says that given quantities ''p'', ''q'', ''r'' and ''s'', then ''p'':''q''::''r'':''s'' if for any positive integers ''m'' and ''n'', ''np''<''mq'', ''np''=''mq'', ''np''>''mq'' according as ''nr''<''ms'', ''nr''=''ms'', ''nr''>''ms'' respectively. There is a remarkable similarity between this definition and the theory of [[Dedekind cut]]s used in the modern definition of irrational numbers.<ref>Heath p. 125</ref>
 
Definition 6 says that quantities that have the same ratio are ''proportional'' or ''in proportion''. Euclid uses the Greek ἀναλόγον (analogon), this has the same root as λόγος and  is related to the English word "analog".
 
Definition 7 defines what it means for one ratio to be less than or greater than another and is based on the ideas present in definition 5. In modern notation it says that given quantities ''p'', ''q'', ''r'' and ''s'', then ''p'':''q''>''r'':''s'' if there are positive integers ''m'' and ''n'' so that ''np''>''mq'' and ''nr''≤''ms''.
 
As with definition 3, definition 8 is regarded by some as being a later insertion by Euclid's editors. It defines three terms ''p'', ''q'' and ''r'' to be in proportion when ''p'':''q''::''q'':''r''. This is extended to 4 terms ''p'', ''q'', ''r'' and ''s'' as ''p'':''q''::''q'':''r''::''r'':''s'', and so on. Sequences that have the property that the ratios of consecutive terms are equal are called [[Geometric progression]]s. Definitions 9 and 10 apply this, saying that if ''p'', ''q'' and ''r'' are in proportion then ''p'':''r'' is the ''duplicate ratio'' of ''p'':''q'' and if ''p'', ''q'', ''r'' and ''s'' are in proportion then ''p'':''s'' is the ''triplicate ratio'' of ''p'':''q''. If ''p'', ''q'' and ''r'' are in proportion then ''q'' is called a ''mean proportional'' to (or the [[geometric mean]] of) ''p'' and ''r''. Similarly, if ''p'', ''q'', ''r'' and ''s'' are in proportion then ''q'' and ''r'' are called two mean proportionals to ''p'' and ''s''.
 
==Examples==
The quantities being compared in a ratio might be physical quantities such as speed or length, or numbers of objects, or amounts of particular substances. A common example of the last case is the weight ratio of [[water-cement ratio|water to cement]] used in concrete, which is commonly stated as 1:4. This means that the weight of cement used is four times the weight of water used. It does not say anything about the total amounts of cement and water used, nor the amount of concrete being made. Equivalently it could be said that the ratio of cement to water is 4:1, that there is 4 times as much cement as water, or that there is a quarter (1/4) as much water as cement..
 
Older [[television]]s have a 4:3 ''[[aspect ratio]]'', which means that the width is 4/3 of the height; modern widescreen TVs have a 16:9 aspect ratio.
 
===Fraction===
{{main|Fraction (mathematics)}}
If there are 2 oranges and 3 apples, the ratio of oranges to apples is 2:3, and the ratio of oranges to the total number of pieces of fruit is 2:5.  These ratios can also be expressed in fraction form: there are 2/3 as many oranges as apples, and 2/5 of the pieces of fruit are oranges.  If orange juice concentrate is to be diluted with water in the ratio 1:4, then one part of concentrate is mixed with four parts of water, giving five parts total; the amount of orange juice concentrate is 1/4 the amount of water, while the amount of orange juice concentrate is 1/5 of the total liquid.  In both ratios and fractions, it is important to be clear what is being compared to what, and beginners often make mistakes for this reason.
 
==Number of terms==
In general, when comparing the quantities of a two-quantity ratio, this can be expressed as a fraction derived from the ratio. For example, in a ratio of 2:3, the amount/size/volume/number of the first quantity is <math>\tfrac{2}{3}</math> that of the second quantity. This pattern also works with ratios with more than two terms. However, a ratio with more than two terms cannot be completely converted into a single fraction; a single fraction represents only one part of the ratio since a fraction can only compare two numbers.  If the ratio deals with objects or amounts of objects, this is often expressed as "for every two parts of the first quantity there are three parts of the second quantity".
 
===Percentage ratio===
If we multiply all quantities involved in a ratio by the same number, the ratio remains valid. For example, a ratio of 3:2 is the same as 12:8. It is usual either to reduce terms to the [[lowest common denominator]], or to express them in parts per hundred ([[percent]]).
 
If a mixture contains substances A, B, C & D in the ratio 5:9:4:2 then there are 5 parts of A for every 9 parts of B, 4 parts of C and 2 parts of D. As 5+9+4+2=20, the total mixture contains 5/20 of A (5 parts out of 20), 9/20 of B, 4/20 of C, and 2/20 of D.  If we divide all numbers by the total and multiply by 100, this is converted to percentages: 25% A, 45% B, 20% C, and 10% D (equivalent to writing the ratio as 25:45:20:10).
 
==Proportions==
If the two or more ratio quantities encompass all of the quantities in a particular situation, for example two apples and three oranges in a fruit basket containing no other types of fruit, it could be said that "the whole" contains five parts, made up of two parts apples and three parts oranges. In this case, <math>\tfrac{2}{5}</math>, or 40% of the whole are apples and <math>\tfrac{3}{5}</math>, or 60% of the whole are oranges. This comparison of a specific quantity to "the whole" is sometimes called a proportion. Proportions are sometimes expressed as [[percentages]] as demonstrated above.
 
==Reduction==
{{main|Reduction (mathematics)}}
Note that ratios can be [[Reduction (mathematics)|reduced]] (as fractions are) by dividing each quantity by the common factors of all the quantities.  This is often called "cancelling."  As for fractions, the simplest form is considered that in which the numbers in the ratio are the smallest possible integers.
 
Thus, the ratio 40:60 may be considered equivalent in meaning to the ratio 2:3 within contexts concerned only with relative quantities.
 
Mathematically, we write: "40:60" = "2:3" (dividing both quantities by 20).
:Grammatically, we would say, "40 to 60 equals 2 to 3."
 
An alternative representation is: "40:60::2:3"
:Grammatically, we would say, "40 is to 60 as 2 is to 3."
 
A ratio that has integers for both quantities and that cannot be reduced any further (using integers) is said to be in [[Irreducible fraction|simplest form]] or lowest terms.
 
Sometimes it is useful to write a ratio in the form 1:''n'' or ''n'':1 to enable comparisons of different ratios.
 
For example, the ratio 4:5 can be written as 1:1.25 (dividing both sides by 4)
 
Alternatively, 4:5 can be written as 0.8:1 (dividing both sides by 5)
 
Where the context makes the meaning clear, a ratio in this form is sometimes written without the 1 and the colon, though, mathematically, this makes it a [[divisor|factor]] or [[Multiplication|multiplier]].
 
===Dilution ratio===
Ratios are often used for simple dilutions applied in chemistry and biology. A simple dilution is one in which a unit volume of a liquid material of interest is combined with an appropriate volume of a solvent liquid to achieve the desired concentration. The dilution factor is the total number of unit volumes in which your material is dissolved. The diluted material must then be thoroughly mixed to achieve the true dilution. For example, a 1:5 dilution (verbalize as "1 to 5" dilution) entails combining 1 unit volume of solute (the material to be diluted) + 4 unit volumes (approximately) of the solvent to give 5 units of the total volume.  (Some solutions and mixtures take up slightly less volume than their components.)
 
The dilution factor is frequently expressed using exponents: 1:5 would be 5e−1 (5<sup>−1</sup> i.e. one-fifth:one); 1:100 would be 10e−2 (10<sup>−2</sup> i.e. one hundredth:one), and so on.
 
There is often confusion between dilution ratio (1:n meaning 1 part solute to n parts solvent) and dilution factor (1:n+1) where the second number (n+1) represents the total volume of solute + solvent.  In scientific and serial dilutions, the given ratio (or factor) often means the ratio to the final volume, not to just the solvent.  The factors then can easily be multiplied to give an overall dilution factor.
 
In other areas of science such as pharmacy, and in non-scientific usage, a dilution is normally given as a plain ratio of solvent to solute.
 
==Odds==
{{main|Odds}}
''Odds'' (as in gambling) are expressed as a ratio.  For example, odds of "7 to 3 against" (7:3) mean that there are seven chances that the event will not happen to every three chances that it will happen.  The probability of success is 30%.  In every ten trials, there are three wins and seven losses.
 
==Different units==
Ratios are [[Dimensionless quantity|unitless]] when they relate quantities in units of the same [[dimensional analysis|dimension]].
 
For example, the ratio 1 minute : 40 seconds can be reduced by changing the first value to 60 seconds. Once the units are the same, they can be omitted, and the ratio can be reduced to 3:2.
 
In chemistry, [[Mass concentration (chemistry)|mass concentration]] "ratios" are usually expressed as w/v percentages, and are really proportions.
 
For example, a concentration of 3% w/v usually means 3g of substance in every 100mL of solution.  This cannot easily be converted to a pure ratio because of density considerations, and the second figure is the ''total'' amount, not the volume of [[solvent]].
 
==See also==
 
*[[Aspect ratio]]
*[[Fraction (mathematics)]]
*[[Golden ratio]]
*[[Interval (music)]]
*[[Parts-per notation]]
*[[Price/performance ratio]]
*[[Proportionality (mathematics)]]
*[[Ratio distribution]]
*[[Ratio estimator]]
*[[Rule of three (mathematics)]]
*[[Slope]]
 
==References==
<references/>
 
==Further reading==
*[http://books.google.com/books?id=ZqsrAAAAYAAJ&pg=PA307 "Ratio" ''The Penny Cyclopædia'' vol. 19], The Society for the Diffusion of Useful Knowledge (1841) Charles Knight and Co., London pp.&nbsp;307ff
*[http://books.google.com/books?id=qgAoAAAAYAAJ&pg=PA270 "Proportion" ''New International Encyclopedia, Vol. 19'' 2nd ed. (1916) Dodd Mead & Co. pp270-271]
*[http://books.google.com/books?id=sqMXAAAAYAAJ&pg=PA55 "Ratio and Proportion" ''Fundamentals of practical mathematics'', George Wentworth, David Eugene Smith, Herbert Druery Harper (1922) Ginn and Co. pp. 55ff]
*{{cite book |title= The thirteen books of Euclid's Elements, vol 2
|others= trans. Sir Thomas Little Heath (1908) |publisher= Cambridge Univ. Press|pages=112ff| url=http://books.google.com/books?id=lxkPAAAAIAAJ&pg=RA2-PA112}}
*D.E. Smith, ''History of Mathematics, vol 2'' Dover (1958) pp.&nbsp;477ff
 
==External links==
{{wiktionary}}
* [https://www.khanacademy.org/math/algebra/rational-expressions Khan Academy: Ratios and rational expressions, free online micro lectures]
 
[[Category:Elementary mathematics]]
[[Category:Algebra]]
[[Category:Ratios| ]]

Latest revision as of 19:55, 11 January 2015

I'm Ima and I live in a seaside city in northern Denmark, Brenderup Fyn. I'm 20 and I'm will soon finish my study at Comparative Politics.

My website - Arthur Falcone