Maths Formulas
April 25, 2017 | Author: mukeshnt | Category: N/A
Short Description
math forulae for competitive exams, CA-CPT, bank PO, etc ratio, proportion, permutation, combination, derivatives, ap, g...
Description
RATIO: 1. 2. 3.
Numerator = Antecedent , Denominator = Consequent Order is important Types of Ratios: a) Original a : b Inverse = b : a b) Original a : b Duplicate = a2 : b 2 c) Original a : b Triplicate = a3 : b 3 d) Original a : b
Sub Duplicate
=
e) Original a : b
Sub Duplicate
=
f)
a c e , , b d f
a : b 3
a :3b
a b a = b
Compound ratio =
(any 3 or more ratios) g) Continued ratio
c d c d
e f e f
= a : b : c
PROPORTION: 1.
If 4 Quantities a, b, c, d are in proportion: a b
c d
or
Result: 1) ad = bc
a : b = c : d. (Product of extremes = Product of means)
2) By k – method :
a b
c = k d
a = bk c = dk. 2.
If 3 Quantities a, b, c are in proportion
a b
b c
or
a : b : c :
Result: 1) b2 = ac i.e b is geometric mean of a & c (or mean proportional) a = 1st proportional b = Mean proportional (or Geometric mean) c = 3rd proportional. 2) By k – method :
a b
b = k. c
b = ck a = ck2. 3.
If 4 Quantities a, b, c, d are in continued proportion: a b c , , b c d
or
a : b : c : d
Result: 1) b2 = ac ; c2 = bd ; ad = bc 2) By k – method :
a b
b c
c = dk b = dk2 c = dk3
c = k. d
[Increase the power of k only]
PROPERTIES OF PROPORTION: 1. 2. 3. 4. 5.
a c b d a c Alternendo : b d a c Componendo : b d a c Dividendo : b d
Invertendo
:
a
d c b d c
a
b
b
d d
c
b a b
Componendo – Dividendo : Note :
b a a c b
a a
c d
d d b b
c c
d d
Addition in N r Subtraction in D r
To simplify a ratio that is in the form of componendo – dividend, apply componendo – dividendo on it. (1st term in Nr & 2nd term in Dr)
6.
Addendo
:
a b
c d
e f
Each ratio =
a b
c d
e f
7.
Subtrahendo
:
a b
c d
e f
Each ratio =
a b
c d
e f
INDICES: ap = m i.e. a x a x a ………… p times = m a = base p = power or index or exponent. m = value (or answer) of ap LAWS OF INDICES: 1.
am x an = am + n
2.
am
3.
(am )n = am x n
4.
(a x b)m = am x bm
a b
5.
an = am - n
m
am bm
same base in multiplication Result : Power add up. same base in division Result : Power subtract. (Large single base Result : Power multiply. different base in multiplication Result : Power get distributed.. a b Use : a b
Different powers Different powers - Small) 2 Different powers
different bases in division
Single power (Split) single power.
Result : Power get distributed.. Use 6.
a
= 1
7.
a- m =
:
a b
a b
(Split)
Any base power zero Result : Answer = 1. 1
am
Single base raised to negative power. Result : Only the base gets reciprocated (power does not get reciprocated) Power changes in sign only.
8.
n
am
= am/n = (am)1/n = (a1/n)m
m = actual power n = root part. (radical) a = base (radicand)
NOTE: 1.
In case of cyclic powers : Usual Answer = L.
2.
If x = p1/3 + If x = p1/3 –
1 p
1/ 3
p
1/ 3
1
x3 – 3x = p +
1 p
x3 + 3x = p –
1 p
Question
Answer
LOGARITHMS: If ap = m then loga m = p.
& vice versa
In logb a = c
a = Subject (to which log is applied) b = base c = logarithmic value (or answer)
Usual base = 10
(a.k.a. common base) Take base = 10, if no base is given.
Natural base = e
(e = 2.71828) (Used in limits, derivatives & integration)
REMEMBER: 1. 2. 3. 4. 5.
a = 1 loga 1 = 0 1 a = a loga a 1 = 1 Base of log cannot be ‘0’ Base of Log cannot be negative. log10 10 = 1, log10 100 = 2, log10 1000 = alogam = m
[log 1 to any base = 0] [log a to same base a = 1] [loga 0 = – ]
3 and so on.
LAWS OF LOGARITHMS: 1.
Product Law: NOTE :
2.
logm (a x b) = logma + logmb
1) log (a + b) log a + logb 2) (log a) log b) log a + logb
Quotientt Law: NOTE :
1) log (a - b) 2)
3.
Power Law: NOTE :
4.
Change of base:
a b
Logm
log a log b
= logm a - logm b
loga - logb
log a - logb
log(
logm an = n. logma
1) (log a)n
n. loga log p a
i) logm a = 1 ii) logm a = log p m log a m
(logm a = loga m = 1)
a b
EQUATIONS: I]
II]
SIMPLE LINEAR EQUATION : General form :
Ax + B = 0
x = variable A, B = constants (coefficients) Max power of x = 1. SIMULTANEOUS LINEAR EQUATIONS IN TWO VARIABLES : General form : A1, x + B1, y + C1 = 0 A2, x + B2, y + C2 = 0 x , y = Variables. Methods of solving: 1) Substitution : Express x in terms of y & substitute in other equation. 2) Elimination : Eliminate any one variable & find value of other variable. Replace this in any equation to get the value of 1st variable. (eliminated) (Remember : DASS) 3) Cross Multiplication : B1 C1 A1 B1 B2 C2 A2 B2 x=
B1 C 2 A1 B2
B2 C 1 A2 B1
y =
C1 A2 A1 B2
C 2 A1 A2 B1
4) In case of MCQ’s : Substitute the options to satisfy the equations.
III] QUADRATIC EQUATIONS : (Q.E.) *
General form : Ax2 + Bx + C = 0
x = variable A, B, C = Constants A 0. Max power = 2. No. of answers = 2. (solutions/roots)
If A = 1 Reduced form. If B = 0 or C = 0 Incomplete Q.E. When B = 0 Use a2 – b2 = (a + b) (a – b) to factorise Roots : Same value, different signs. When C = 0 Take x common. One Root = 0. If A = C *
Roots : Reciprocals of each other one root =
Methods of Solving : 1) Factorisation : Involves
p q other root = q p
Splitting of middle terms ax2 + bx + c = (x – ) (x – β) Taking x common Difference of squares i.e. a2 – b2 = (a + b) (a – b) 2) Formula Method : For a Q.E. Ax2 + Bx + C = 0 x= 2
B
B2
4 AC
2A
B – 4AC = Discriminants (∆)
*
Nature of Roots : B2 – 4AC (∆)
B2 – 4AC = 1. Roots : 0REAL & EQUAL 2. Each Root = –
B2 – 4AC < 0 (Negative) 1. Root: NOT REAL (Imaginary or complex)
B 2A
2. One root = a + bi
3. QE is a perfect square.
Other root = a – bi (i =
1)
B2 – 4AC > 0 (Positive) Is also a perfect square
Is not a perfect square
1. Roots : REAL, UNEQUAL & RATIONAL
B2 – 4AC = 0 B2 – 4AC < 0
REAL & EQUAL NOT REAL
1. Roots : REAL, UNEQUAL IRRATIONAL 2. One root = a + b Other root = a – b
(IMAGINARI – CONJUGATE)
RATIONAL (If perfect square) 2
B – 4AC > 0
REAL, UNEQUAL IRRATIONAL (conjugates) (If not a perfect square)
2
B – 4AC
*
0
REAL
Relation between Roots & Coefficients: Q.E. Ax2 + Bx + C 2 roots : Sum of Roots : Product of Roots :
&
= – =
&
B A
C A
*
Formation of Quadratic Equation : 2 roots : & 2 Q.E. x – ( + ) x + = 0 2 x – (Sum of roots) x + Product of roots = 0
*
Symmetric functions of Roots: 1) 2 + 2 = ( + )2 – 2 2) ( – )2 = ( + )2 – 4 3) 3 + 3 = ( + )3 – 3 4) 3 – 3 = ( – )3 + 3
( (
+ –
) )
IV] CUBIC EQUATIONS : General form : Ax3 + Bx2 + Cx + D = 0
x = variable Max power = 3 No. of solution = 3
Method of Solving : 1) Synthetic Division 2) In case of MCQ’S : Use options. Note: Test of Divisibility 1) If Sum of all coefficients = 0 (x – 1) is a factor (i.e. x = 1 is a root) 2) If Sum of coefficients = sum of coefficients (x + 1) is a factor) of odd powers of x of even powers of x (i.e. x = –1 is a root.)
V]
STRAIGHT LINES :
*
SLOPE of line (m) : Inclination of line w.r.t. + ve X axis. m
=
y2 x2
y1 x1
=
tan
=
–
=
m
A B
Diff . of Ordinates Diff . of abscissa
= Angle between line & X-axis If equation of line Ax + By + C = 0 is given. If equation of line is in the form of Y = m X + c. or Y = a + b X (Slope = b)
For 2 PARALLEL LINES: (having slopes m1 & m2) * Slopes are EQUAL *
m1 = m2
m1 =
y – y1 = m(x – x1)
TWO – POINT FORM : y x
3
1 m2
Lines are
Equations differ in constants, coefficient & sign. One line : Ax + By + C = 0 Perpendicular line : Bx – Ay + K = 0
FORMATION OF EQUATION OF LINE : 1. SLOPE – POINT FORM :
2
Lines are
Equations differ in constants only. One line : Ax + By + C = 0 Parallel line : Ax + By + K = 0
For 2 PERPENDICULAR LINES: (having slopes m1 & m2) * Slopes are NEGATIVE RECIPROCALS
*
2 points on line A (x1, y1) ; B (x2, y2)
y1 x1
y2 x2
y1 x1
DOUBLE INTERCEPT FORM : x a
y b
1
Requirement : Slope = m Point = (x1, y1) Requirement : 1st point = (x1, y1) 2nd Point = (x2, y2) (RHS = Slope)
Requirement : X intercept = a Y intercept = b
r
4.
SLOPE – INTERCEPT FORM :
Requirement : Slope = m Y – intercept = c Other form : y = a + bx. (a. k. a. DISPLAY EQUATION)
y = mx + c
5.
GENERAL FORM : Ax + By + C = 0 Slope = –
A B
X – intercept = – Y – intercept = –
1. 2.
C A C A
Other Important Notes : 3 points A, B, C are COLLINER 3 lines are concurrent Pt. of concurrency : Condition for concurrency :
3.
r
Ax 1
By 1 A
x2
y2
1
x3
y3
1
0
2
B
C 2
2
B2
Distance between 2 parallel line Ax + By + C = 0 & Ax + By + K = 0 C
=
A
K
2
B2
Distance formula : A(x1 y1) AB =
5.
1
C A
4.
y1
Distance of a line Ax + By + C = 0 from line Origin (O, O) =
r
x1
Distance of a point (x1, y1) from line Ax + By + C = 0 =
r
Slope AB = Slope BC = Slope AC 3 lines intersect at 1 point only pt. of intersection of 3 lines.
(x 2
x 1)
2
& B(x2 y2) y 1)2
(y 2
Section formula : Internal division. A P (x1 y1)
(x, y) m
Px =
mx 2 m
nx 1 n
B (x2 y2) n
Py =
my 2 m
ny 1 n
6.
Midpoint formula : A (x1 y1) Px =
x1
P
B
(x, y)
x2
(x2 y2) Py =
2
y1
y2 2
INEQUALITIES : Max availability At most Min requirement At least
SIMPLE INTEREST: 1.
SI =
Pnr 100
2.
A P SI A r
P + SI = P + Pin = P(I + in) Principal (in Rs.) Simple Interest (in Rs.) Amount (in Rs.) rate of interest (in % p.a.)
= = = = =
i =
Pin
rate % 100
rate of interest (in decimal)
n = Period or Time (in years) If time in months, divide by 12 In days , divide by 365.
1. 2. 3. 4.
5.
1.
2.
COMPOUND INTEREST: A = P(1 + i)n CI = A – P = P(1 + i)n – P = P[(1 + i)n – 1] CI for nth year = Amount in n years – Amount in (n – 1) years For compounding more than once in a year Mode of compounding Divide Rate Multiply Time Half yearly 2 2 Quarterly 4 4 Monthly 12 12 Effective Rate of Interest : (To be calculated if compounding done more than once in year) E = [(1 + i)n – 1] 100% ANNUITY : Immediate Annuity or Annuity Regular or Annuity Certain. (Ordinary Annuity) Payments are made/received at the END of reach period. Annuity Due : Payments are made / received at the START of each period. Formulae
Ordinary Annuity 1) FV =
C [ (1 i ) 2 i
Annuity Due 1]
1) FV =
C [ (1 i ) n i
1 ] (1
i)
2) PV = FV PV C n r
= = = = =
C 1 i
1 (1 i )
r 100
PERMUTATION AND COMBINATION Factorial Notation : n ! = Product of 1st n natural nos. = 1 x 2 x 3 x 4 x .........x n
NOTE :
Remember : 0! = 1 1! = 1 2! = 2
n ! = n(n – 1) (n – 2) . . . . . . . x 3 x 2 x 1. n ! = n(n – 1)! = n(n – 1) (n – 2)! = n(n – 1) (n – 2) (n – 3)! & so on. 3! = 6 4! = 24 5! = 120
6! = 720 7! = 5040 8! = 40320
2.
Fundamental Principal : 1st job = p 2nd job = q Addition Rule : (OR) (p + q) ways Multiplication Rule : (AND) (p x q) ways.
3. *
PERMUTATION (ARRANGEMENT) – Order important n = No. of places available. r = No. of objects to be arranged n!
n
Pr = No. of arrangements
* *
C 1 i
Future Value Present Value (LOAN) Annuity or Periodic Payment or Instalment. Period or No. of instalments. rate of interest (in %)
i = rate of interest (in decimal)
1.
2) PV =
n
(n
r )!
(n > r)
If No. of places = no. of objects (arrangements amongst themselves) n Then No. of arrangements = Pr = n! No. of places available = n No. of objects to be arranged = r Condition : 1 Particular place is never occupied. No. of arrangements = n-1Pr Condition : 1 particular place is always occupied. No. of arrangements = r x n - 1Pr - 1 [ nPr = n-1Pr + r. n - 1Pr – 1] Condition : Balls in boxes. [Each place can take in all r objects] No. of arrangements = nr Condition :
Permutation with Repetitions. Total no. of objects ( = places) = n No. of alike objects = p of 1st kind = q of 2nd kind = r of 3rd kind. & rest are different.
1 (1 i ) n
(1 + i)
No. of arrangements =
n! p !q ! r !
No. of arrangements of (3p) things in 3 groups =
No. of arrangements of (2p) things in 2 groups = *
(3 p ) ! (P ! ) 3 (2 p) ! (P ! ) 2
Circular permutations : No. of objects ( = places) = n. Condition : To be arranged in a circle. [eg. Circular table] No. of arrangements = (n – 1)! Condition : Does not have same neighbour (necklace) No. of arrangements =
*
1 (n – 1)! 2
COMBINATIONS (SELECTIONS) – Order not important. No. of objects available = n No. of objects to be selected = r No. of selections
=
n
Cr
=
n! r ! (n r ) !
(n > r)
Remember : 1)
n
2) 3) 4) 5) 6)
n
n
Cr =
Pr r!
Cr = nCn - r *** n C0 = nCn = 1 n C1 = n If nCx = nCy then x = y n Cr + nCr - 1 = n + 1Cr
or
x + y = n. (Pascals Law)
*
Total no. of ways of dealing with n things = 2n No. of ways in which all ‘n’ things are rejected = 1 No. of ways in which one or more things are selected = 2 n – 1 Note : nC0 + nC1 + nC2 + . . . . . . . + nCn = 2n n C1 + nC2 + . . . . . . . + nCn = 2n – 1
*
No. of points in a plane = n
Condition : No. 3 points are collinear. No. of Straight lines = nC2 No. of triangles = nC3 Condition : P points are collinear No. of Straight lines = nC2 – pC2 + 1 No. of triangles = nC3 – pC3 * *
(take it or leave it)
(= No. of handshakes)
(p
3)
Maximum no. of diagonals that can be drawn in an n – sided polygon = nC2 – n. [No. of lines – No. of sides] n = No. of parallel line in 1st set . (Sleeping lines) m = No. of parallel lines in 2nd set. (Standing lines) No. of parallelograms = nC2 x
m
C2
SEQUENCE AND SERIES : AP/GP. I]
ARITHMETIC PROGRESSION (AP) : Sequence in which the terms (numbers) increase/decrease by a constant difference. AP : a, a + d, a + 2d, a + 3d, . . . . . . . tn = a + ( n – 1) d. a = 1st term ER n [ 2a (n 1) d ] 2 n [a t n ] 2 n [1st term last term ] 2
Sn = = =
d = common difference ER n = no. of terms (position) EN tn = nth term (any term) ER Sn = Sum of n terms ER
For convenience : No. of terms 3 4 5 *
Terms a – d, a, a + d a – 3d, a – d, a + d, a + 3d a – 2d, a – d, a, a + d, a + 2d
If a, b, c are 3 terms in AP
b =
a
c 2
(A. M. between 2 nos.is half their sum)
Remember : 1) Sum of 1st n natural nos : 2) Sum of squares of 1st n natural nos:
n (n 1) 2
3) Sum of cubes of 1st n natural nos:
13 + 23 + 33 + . . . . . . . + n3 =
4) Sum of 1st n odd natural nos: 5) Sum of 1st n even natural nos:
1 + 3 + 5 + . . . . + (2n – 1) = n2 2 + 4 + 6 + . . . . + (2n) = n(n + 1)
TRIVIA : 1) n tn = m tm 2) tp = q & tq = p 3) Sm = Sn 4) II]
n (n 1) 2 n (n 1) (2n 1) 12 + 22 + 32 + . . . . . . . + n2 = 6
1+2+3+....... +n =
tm + n = 0 tr = p + q – r Sm + n = 0
m2
Sm Sn
n
d = 2a &
2
tm tn
2m 2n
1 1
GEOMETRIC PROGRESSION (GP) Sequence in which the terms increase/decrease by a constant ratio. GP : a, ar, ar2, ar3, . . . . . . . . . tn = arn – 1 a = 1st term ER rn r
Sn = a = a S
=
1 1
1 rn 1 r
a 1
r
if r > 1 if r < 1 (only if r < 1)
r = common ratio ER n = no. of terms EN. (Position) tn = nth term ER (Any term) Sn = Sum of n terms ER. S = Sum of infinite terms.
2
*
For Convenience : No. of Terms
Terms a , a, ar r a a , , ar , ar 3 3 r r a a , , a, ar , ar 2 2 r r
3 4 5 *
Common Ratio
If a, b, c are 3 terms in GP
r r2 r
b2 = ac
b =
ac . (b = G. M. of a & c)
TRIVIA 1) a + aa + aaa + aaaa + ……….. =
a 10 (10 n 9 9
2) 0.a + 0.aa + 0.aaa + 0.aaaa + . . . . . . . = 3) 0.a + 0.0a + 0.00a + . . . . . . . = Best term fro AP : 1, 2, 3. GP : 1, 2, 4
a 9
or
1)
a n 9
n 1 (1 9
0.1n )
( 0.1) n
1
2, 4, 8.
SETS RELATIONS & FUNCTIONS : I]
SETS : Notations : 1. - Belongs to 2. - Does not belong to 3. - Subset 4. - Proper Subset. 5. or { } - Empty set or Null Set. 6. - Union 7. - Intersection. Basic Operations of sets: 1. Union : A B = {x / A or x B or x Both A & E (Common as well as uncommon) 2. Intersection : A B = {x / x A and x B} (common only) c 3. Complement : A or A = {x / x U, x A} (not contained in A) Properties : 1) Union a) A B = B A b) A A = U c) A = A d) A U = U e) If A B then A
B = B
2) a) b) c) d) e)
Formulae : For 2 sets A & B: 1) Addition Theorem : n(A B) = n(A) + n(B) – n(A = n(A) + n(B) 2) n(A B) + n(A B) = n(S). 3) n(Only A) = n(A – B) = n(A = n(A) – n(A B).
Intersection A B = B A. A A = A = A U = A If A B then A
B = A
B) (if A B)
B =
i.e. A & B are disjoint)
4)
n(Only B) = = n(A B) = n(A B) =
5)
n(B – A) = n(A n(B) – n( A B) n(A B) n(A B)
B) De Morgan’s Law.
For 3 sets A, B, C. 1) Additional Theorem : n(A B C) = n(A) + n(B) + n(C) – n(A RELATION : 1) Reflexive 2) Symmetric 3) Transitive 4) Equivalence
B) – n(B
C) – n(C
A) + n(A
: x Rx : If x Ry then y Rx. : If x Ry and y Rz, then xRz. : All if above
LIMITS AND CONTINUITY 1)
0 f (x ) or is of the form , then 0 g( x ) lim f ' ( x ) lim f ' ' ( x ) .......... .. x a g' ( x ) x a g' ' ( x )
L’ HOSPITAL RULE : If lim x
f (x) a g( x )
IMPORTANT FORMULAE : 1) 2) 3) 4) 5) 6) 7) 8) *
lim x lim x
i) ii)
k.
k. f (x )
a
lim
xn a x
lim
ax
x x
0
x
0
lim x
1
1
0
1
a
f (x )
1
log e a
The coefficient of x in Nr must be repeated in Dr
1
x
(1 x )
x
na n
log (1 x ) 0 x
lim x
an a
ex
lim
k.
x
lim
x
1 e
Limit at Infinity:: lim x
Also *
k
a
x
1
1 x
x
lim x
lim
1 x lim
lim
1 x
1 f (x )
2
x
1 x
3
.......... .
lim x
0
x
e
(Also see ⑦)
CONTINUITY : A function f(x) is said to be continuous at x = a if f(a) exists. lim x a
f ( x ) exists.
1 xn
0.
B
C)
iii) iv)
lim x
f ( x ) exists.
a
f(a) =
lim x a
lim x a
f (x )
f ( x ).
EQUATIONS: Key phrase : Rate of change / Gradient / Slope. If y = f(x) is a function involving the variable x, then dy dx
f (x) =
lim h
f (x o
h) h
dy dx
= f (x) is its derivative.
f (x )
Standard Formulae : y = f(x) A L G E B R A I C
c x cx xn
dy dx
f (x)
0 1 c nxn - 1 1
P O W E R
x
1 x
2 x 1
x2 1
1 x
2x
x
x
a ex logx xx
Exponential Logarithmic
x
a loga ex 1/x x x (1 + logx)
Let u & v be two functions involving the variable x. 1. 2.
3. 4. 5. 6.
d ( ) dx d ( . ) dx
d dx dv dx d v dx
d dx d dx dv dx
d dx v2 d du (c ) c dx dx d d f [ g ( x ) ] f ' [ g ( x ) ]. g( x ) dx dx d 2y d dy 2 dx dx dx
(Additional / Subtraction Rule (Multiplication Rule)
(Division Rule) [constant x function] [Chain Rule] [ 2nd Order Derivative or f" (x)]
APPLICATIONS & TYPES: 1.
Slope (or Gradient) of Tangent to a curve: y or f(x) = function representing a curve. dy or f (x) = function representing the slope of tangent to the curve. dx dy or f (a) = Slope of tangent to the curve at any point x = a. on the curve. dx x a
2.
Maxima & Minima : A function f(x) is said to have a maxima at x = a if i) f (x) = 0 at x = a & ii) f"(x) < 0 at x = a. A function f(x) is said to have a minima at x = a if i) f (x) = 0 at x = a & ii) f"(x) > 0 at x = a.
3.
Logarithmic Differentiation : Recognise : xx or [f(x)]g(x) or (function)function. Method : Take log on both sides & then differentiate. Note
: Also applicable if
f ( x ) . g( x ) f ( x ). g( x ) or r (x ) r ( x ). s( x )
i.e. Many functions in multiplication & division. Why Log? : - Log simplified complex multiplication, division, powers. 4.
Implicit Functions : Recognise : x & y scattered throughout the equation.
i.e. f(x,y) = 0
Method : i] See if a single ‘y’ can be isolated from the function. If so, then isolate and then differentiate. ii] If y cannot be isolated, then differentiate the function. w.r.t. x. This gives a new equation involving Isolate 5.
dy dx
dy on LHS. dx
Parametric Functions : Recognise : 2 different functions involving a 3rd variable (t or m) i.e. x = f(t) y = g(t) or x = f(m) y = g(m) or x = f(θ) y = g(θ). Method : Differentiate the functions separately w.r.t. the variable present. i.e. Note
dy dx
dy / dt . dx / dt
: Also applicable if differentiate f(x) w.r.t g(x). Take u = f(x) & v = g(x) & diff w.r.t. x.
CORRELATION: I]
Karl Pearson’s coefficient of correlation OR Product moment correlation coefficient. r
=
Cov ( x , y ) x . y
(x
=
x ) (y
(x
x)
n (x
= (x
2
n
x
x) 2
u2
n
y)
(y
y)
xy (
x)
2
n y)
2
n
=
(y
x ) (y
n
=
y) / n
x 2
n
uv ( u)2
u n
2
y y2
y )2
(
v v2
( v )2
Results : 1) – 1
r 1 2) If r = 1 r = –1 r = 0 3) If r > r <
II]
Perfect Positive correlation. Perfect Negative correlation No correlation.
0 0
Positive correlation Negative correlation Strong – ve Weak – ve Weak + ve
–1 0.5 Spearman’s Rank correlation coefficient : i) For Non-Repeated Ranks : R = 1 –
0
Strong + ve
0.5
1
6 d2 n(n 2 - 1)
ii) For Repeated Ranks : d2
R = 1 – 6 d n m1 m2 III]
= = = =
1 {( m13 12
m1 ) n(n 2
(m 2 3
m 2) )
........}
1)
R1 – R2 = Difference in Ranks. no. of pairs of obsvns. no. of obsvns forming 1st group having repeated ranks. no. of obsvns forming 2nd group having repeated ranks.
Concurrent Deviations coefficient : Rc =
(2c
m) m
c = No. of concurrent deviations. (No. of ‘+’ signs) m = No. of deviations. (= n – 1) (No. of + & – signs in all) n = No. of pairs of obsvns. Other Important Formulae 1) Cov (x, y) =
(x
x ) (y n
y)
2) Coefficient of Determination or Explained Variations.
= r2 x 100%
= (1 – r2) x 100%
3) Coefficient of Non-Determination or Unexplained variance 4) Effect of shift of origin / scale. * Not affected by shift of origin. * Effect of change of scale : rxy =
b.d b d
. ruv
Where b, d = slopes. [In short, r changes in sign only depending on sign of b & d.] 5) Steps for finding correct R when diff is wrong.
2
2
n(n 2
Step 2 : Correct d = wrong d – (wrong d) Step 3 : Correct R
= 1 –
2
1)
+ (correct d)2
d2
6 Correct n(n 2
d2
6
d2 using R = 1 –
Step 1 : Calculate Wrong
1)
REGRESSION: Regression Equation of * Y on X : y y b yx ( x
x)
y = ? x = Given
* X on Y : x
y)
x = ? y = Given
x
b yx ( y
Regression Coefficients : (Slopes of regression lines) 1) byx =
Cov ( x , y ) x (x
=
x ) (y
n
=
n
n
n
= r .
x 2
uv u
2
y
( x)
u ( u)
Cov ( x , y ) y2
(x
=
x) / n
xy x
y) / n 2
(x
=
2) byx =
2
2
v 2
y x
x ) (y (y
=
n
=
n
n
n
= r .
xy y
y) / n x
2
uv v
y) / n 2
2
y
( y)
u ( v)
2
v 2
x y
Properties : 1) If equation is Ax + By + C + 0 byx = – bxy = –
A B B A
(Slope)
Used for Identifying the equations.
2) 3)
byx . bxy < 1 r = byx . b xy
4) 5)
Point of Intersection of 2 regression lines (Solve the 2 equations simultaneously). Effected of shift of origin / change of scale.
(All 3 carry same sign)
(x, y )
byx = bxy =
q x bvu p p x buv q
1. Classical Definition : 2. Statistical Definition : 3. Modern Definition :
u = v = n( A) n(S) lim P(A) = N
x
a p
y
c q
P(A) =
i) P(A) 0 ii) P(S) = 1
FA N
for all A
S
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