Topics
Sets and Relations
- Basics of Relations & Functions
- Representation of a Set
- Intervals
- Classification of Sets
- Relations of Sets
Functions
- Domain and Range of a Function
- Types of Functions
- Representation of Function
- Representation of Function
- Fundamental Functions
- Algebra of Functions
- Composite Function
- Inverse Functions
- Some Special Functions
Complex Numbers 33
- Introduction of Complex Number
- Imaginary Number
- Concept of Complex Numbers
- Conjugate of a Complex Number
- Algebraic Operations of Complex Numbers
- Square Root of a Complex Number
- Solution of a Quadratic Equation in Complex Number System
- Cube Root of Unity
Sequences and Series
- Sequence, Series, and Progression
- Geometric Progression (G. P.)
- General Term Or the nth Term of a G.P.
- Sum to' n' Terms of a Geometric Progression
- Sum to' n' Terms of a Geometric Progression
- Recurring Decimals
- Harmonic Progression (H. P.)
- Types of Means
- Special Series (Sigma Notation)
Locus and Straight Line
- Locus
- Line
- Equations of Lines in Different Forms
- Equations of Line in Different Forms
Determinants
- Determinant of a Matrix
- Properties of Determinants
- Application of Determinants
- Determinant Method (Cramer’s Rule)
- Consistency of Three Linear Equations in Two Variables
- Area of a Triangle Using Determinants
- Collinearity of Three Points
Limits
- Definition of Limit of a Function
- Algebra of Limits
- Evaluation of Limits
- Direct Method
- Methods to Find Limit of Rational Function>Factorization Method
- Methods to Find Limit of Rational Function> Rationalization Method
- Limits of Exponential and Logarithmic Functions
Continuity
- Continuous and Discontinuous Functions
- Examples of Continuous Functions Whereever They Are Defined
Differentiation
- The Meaning of Rate of Change
- Concept of Differentiability
- Derivative by the Method of First Principle
- Rules of Differentiation (Without Proof)
- Applications of Derivatives
Partition Values
- Partition Values
- Deciles
- Percentiles
- Relations Among Quartiles, Deciles and Percentiles
- Graphical Location of Partition Values
Measures of Dispersion
- Measures of Dispersion
- Quartiles and Range in Statistics
- Measures of Dispersion > Variance and Standard Deviation
- Standard Deviation for Combined Data
- Coefficient of Variation
Skewness
- Skewness
- Asymmetric Distribution (Positive Skewness)
- Asymmetric (Negative Skewness)
- Measures of Skewness
- Karl Pearson’S Coefficient of Skewness (Pearsonian Coefficient of Skewness)
- Features of Pearsonian Coefficient
- Bowley’s Coefficient of Skewness
Bivariate Frequency Distribution and Chi Square Statistic
- Bivariate Frequency Distribution
- Classification and Tabulation of Bivariate Data
- Marginal Frequency Distributions
- Conditional Frequency Distributions
- Categorical Variables
- Contingency Table
- Chi-Square Statistic ( χ2 )
Correlation
- Correlation
- Concept of Covariance
- Properties of Covariance
- Concept of Correlation Coefficient
- Scatter Diagram
- Interpretation of Value of Correlation Coefficient
Permutations and Combinations
- Fundamental Principles of Counting
- Concept of Addition Principle
- Concept of Multiplication Principle
- Concept of Factorial Function
- Permutations
- Circular Permutations
- Combination
Probability
- Concept of Probability
- Elementary Types of Events and Properties of Probability
- Elementary Properties of Probability
- Addition Theorem of Probability
- Conditional Probability
- Multiplication Theorem on Probability
- Independent Events
Linear Inequations
- Linear Inequations
- Method of Solving a Linear Inequality
- Representation of Inequalities
- Graphical Solution of Linear Inequality of Two Variable
- Solution of System of Linear Inequalities in Two Variables
Commercial Mathematics
- Percentage
- Profit and Loss
- Simple and Compound Interest (Entrance Exam)
- Concept of Depreciation
- Partnership
- Shares
- Property 1 - The value of the determinant remains unchanged if its rows are turned into columns and columns are turned into rows.
- Property 2 - If any two rows (or columns) of a determinant are interchanged then the value of the determinant changes only in sign.
- Property 3 - If any two rows ( or columns) of a determinant are identical then the value of the determinant is zero.
- Property 4 - If each element of a row (or column) of a determinant is multiplied by a constant k then the value of the new determinant is k times the value of the original determinant.
- Property 5 - If each element of a row (or column) is expressed as the sum of two numbers then the determinant can be expressed as the sum of two determinants
- Property 6 - If a constant multiple of all elements of any row (or column) is added to the corresponding elements of any other row (or column ) then the value of the new determinant so obtained is the same as that of the original determinant.
- Property 7 - (Triangle property) - If all the elements of a determinant above or below the diagonal are zero then the value of the determinant is equal to the product of its diagonal elements.
Notes
In this section, some properties of determinants which simplifies its evaluation by obtaining maximum number of zeros in a row or a column. These properties are true for determinants of any order.
Property 1: The value of the determinant remains unchanged if its rows and columns are interchanged.
Verification Let `triangle = |(a_1,a_2,a_3),(b_1,b_2,b_3),(c_1,c_2,c_3)|`
Expanding along first row, we get
`triangle = a_1|(b_2,b_3),(c_2,c_3)| - a_2 |(b_1,b_3),(c_1,c_3)| + a_3 |(b_1,b_2),(c_1,c_2)| `
= `a_1 (b_2 c_3 – b_3 c_2) – a_2 (b_1 c_3 – b_3 c_1) + a_3 (b_1 c_2 – b_2 c_1)`
By interchanging the rows and columns of ∆, we get the determinant
`∆_1 = |(a_1,b_1,c_1),(a_2,b_2,c_2),(a_3,b_3,c_3)|`
Expanding `∆_1` along first column, we get
`∆_1 = a_1 (b_2 c_3 – c_2 b_3) – a_2 (b_1 c_3 – b_3 c_1) + a_3 (b_1 c_2 – b_2 c_1)`
Hence ∆ = `∆_1`
Remark: It follows from above property that if A is a square matrix, then det (A) = det (A′), where A′ = transpose of A.
Video link : https://youtu.be/LBQewnDyfYM
Property 2: If any two rows (or columns) of a determinant are interchanged, then sign of determinant changes.
Verification Let ∆ =`|(a_1,a_2,a_3),(b_1,b_2,b_3),(c_1,c_2,c_3)|`
Expanding along first row, we get
∆ =` a_1 (b_2 c_3 – b_3 c_2) – a_2 (b_1 c_3 – b_3 c_1) + a_3 (b_1 c_2 – b_2 c_1)`
Interchanging first and third rows, the new determinant obtained is given by
`∆_1 = |(c_1,c_2,c_3),(b_1,b_2,b_3),(a_1,a_2,a_3)|`
Expanding along third row, we get
`∆_1 = a_1 (c_2 b_3 – b_2 c_3) – a_2 (c_1 b_3 – c_3 b_1) + a_3 (b_2 c_1 – b_1 c_2)
= – [a_1 (b_2 c_3 – b_3 c_2) – a_2 (b_1 c_3 – b_3 c_1) + a_3 (b_1 c_2 – b_2 c_1)] `
Clearly `∆_1` = – ∆
Similarly, we can verify the result by interchanging any two columns.
Property 3: If any two rows (or columns) of a determinant are identical (all corresponding elements are same), then value of determinant is zero.
Proof: If we interchange the identical rows (or columns) of the determinant ∆, then ∆ does not change. However, by Property 2, it follows that ∆ has changed its sign
Therefore ∆ = – ∆
or ∆ = 0
Property 4: If each element of a row (or a column) of a determinant is multiplied by a constant k, then its value gets multiplied by k.
Verification Let ∆ = `|(a_1,b_1,c_1 ),(a_2,b_2,c_2),(a_3,b_3,c_3)|`
and `∆_1` be the determinant obtained by multiplying the elements of the first row by k. Then
`∆_1 = |(ka_1,kb_1,kc_1 ),(a_2,b_2,c_2),(a_3,b_3,c_3)|`
Expanding along first row, we get
`∆_1 = k a_1 (b_2 c_3 – b_3 c_2) – k b_1 (a_2 c_3 – c_2 a_3) + k c_1 (a_2 b_3 – b_2 a_3)`
= `k [a_1 (b_2 c_3 – b_3 c_2) – b_1 (a_2 c_3 – c_2 a_3) + c_1 (a_2 b_3 – b_2 a_3)]`
= `k ∆`
Hence ` |(ka_1,kb_1,kc_1 ),(a_2,b_2,c_2),(a_3,b_3,c_3)|` = k `|(a_1,b_1,c_1 ),(a_2,b_2,c_2),(a_3,b_3,c_3)|`
Remarks:
(i) By this property, we can take out any common factor from any one row or any one column of a given determinant.
(ii) If corresponding elements of any two rows (or columns) of a determinant are proportional (in the same ratio), then its value is zero. For example
∆ = `|(a_1,a_2,a_3 ),(b_1,b_2,b_3),(ka_1,ka_2,ka_3)|` =0 (rows `R_1` and `R_2` are proportional)
Video link : https://youtu.be/KIwfdtyCjV4
Property 5: If some or all elements of a row or column of a determinant are expressed as sum of two (or more) terms, then the determinant can be expressed as sum of two (or more) determinants.
For example, `|(a_1+lambda_1 , a_2 + lambda_2 , a_3 + lambda_3),(b_1,b_2 ,b_3),(c_1,c_2,c_3)|` = `|(a_1,a_2,a_3),(b
_1,b_2,b_3), (c_1,c_2,c_3)|` + `|(lambda_1,lambda_2,lambda_3),( b_1,b_2,b_3), (c_1,c_2,c_3)|`
Verification L.H.S.
= `|(a_1+lambda_1 , a_2 + lambda_2 , a_3 + lambda_3),(b_1,b_2 ,b_3),(c_1,c_2,c_3)|`
Expanding the determinants along the first row, we get
∆ = `(a_1 + λ_1) (b_2 c_3 – c_2 b_3) – (a_2 + λ_2) (b_1 c_3 – b_3 c_1) + (a_3 + λ_3) (b_1 c_2 – b_2 c_1)`
`= a_1 (b_2 c_3 – c_2 b_3) – a_2 (b_1 c_3 – b_3 c_1) + a_3 (b_1 c_2 – b_2 c_1) + λ_1 (b_2 c_3 – c_2 b_3) – λ_2 (b_1 c_3 – b_3 c_1) + λ_3 (b_1 c_2 – b_2 c_1) ` (by arranging terms)
`= |(a_1,a_2,a_3),(b_1,b_2,b_3),(c_1,c_2,c_3)| + |(lambda_1,lambda_2,lambda_3),(b_1,b_2,b_3),(c_1,c_2,c_3)|` = R.H.S.
Video link : https://youtu.be/09-fQzshves
Property 6: If, to each element of any row or column of a determinant, the equimultiples of corresponding elements of other row (or column) are added, then value of determinant remains the same, i.e., the value of determinant remain same if we apply the operation `R_i → R_i + kR_j or C_i → C_i + kC_j. `
Verification Let
∆ =` |(a_1,a_2,a_3),(b_1,b_2,b_3),(c_1,c_2,c_3)|` and
`∆_1 = |((a_1 +kc_1),(a_2+kc_2),(a_3 + kc_3)),(b_1,b_2,b_3),(c_1,c_2,c_3)|`,
where `∆_1` is obtained by the operation `R_1 → R_1 + kR_3` . Here, we have multiplied the elements of the third row `(R_3)` by a constant k and added them to the corresponding elements of the first row `(R_1)`.
Symbolically, we write this operation as `R_1 → R_1 + k R_3`.
Now, again `∆_1 = |(a_1,a_2,a_3),(b_1,b_2,b_3),(c_1,c_2,c_3)| + |(kc_1,kc_2,kc_3),(b_1,b_2,b_3),(c_1,c_2,c_3)|` (Using Property 5)
= ∆ + 0 (since `R_1` and `R_3` are proportional)
Hence ∆ = `∆_1`
Remarks:
(i) If ∆1 is the determinant obtained by applying `R_i → kR_i or C_i → kC_i` to the determinant ∆, then `∆_1` = k∆.
(ii) If more than one operation like `R_i → R_i + kR_j` is done in one step, care should be taken to see that a row that is affected in one operation should not be used in another operation. A similar remark applies to column operations.
Video link : https://youtu.be/WN_nygkcaTc
