100% FREE
Updated: Apr 2026 Inequalities and Estimation Algebraic inequalities
Standard inequalities
Comprehensive study notes on Standard inequalities for CMI BS Hons preparation.
This chapter covers key concepts, formulas, and examples needed for your exam.
This chapter introduces fundamental inequalities essential for advanced mathematical problem-solving. Mastery of these standard techniques, including absolute value, AM-GM, and basic Cauchy applications, is crucial for success in the CMI examinations, as they frequently appear in various contexts.
Absolute value inequalities measure distance from zero or, more generally, distance between two quantities. This topic is fundamental because many harder inequalities reduce to statements of the form β£xβaβ£<r or β£xβaβ£β₯r. In CMI-style questions, the main difficulty is not algebraic expansion, but choosing the correct interpretation and splitting cases correctly.
---
Learning Objectives
βBy the End of This Topic
After studying this topic, you will be able to:
Interpret absolute value as distance on the real line.
Solve basic inequalities involving one modulus.
Solve compound inequalities with two or more moduli.
Use triangle inequality and reverse triangle inequality effectively.
Avoid common sign and case-splitting mistakes.
---
Core Meaning
πAbsolute Value as Distance
For any real number x,
β£xβ£=<br>{<br>x,<br>βx,βxβ₯0x<0<br>β
Geometrically, β£xβ£ is the distance of x from 0 on the real line.
πDistance Between Two Real Numbers
For real numbers x and a,
β£xβaβ£
represents the distance between x and a.
This interpretation is the fastest way to solve many inequalities.
---
Standard One-Modulus Inequalities
πBasic Forms
For r>0:
β£xβaβ£<rβΊaβr<x<a+r
β£xβaβ£β€rβΊaβrβ€xβ€a+r
β£xβaβ£>rβΊx<aβrΒ orΒ x>a+r
β£xβaβ£β₯rβΊxβ€aβrΒ orΒ xβ₯a+r
βIf the Right Side is Negative
β£xβaβ£<r has no solution if r<0
β£xβaβ£β€r has no solution if r<0
β£xβaβ£>r is true for all real x if r<0
β£xβaβ£β₯r is true for all real x if r<0
---
Solving by Case Split
πStandard Case Method
If an expression contains β£f(x)β£, split according to the sign of f(x):
if f(x)β₯0, then β£f(x)β£=f(x)
if f(x)<0, then β£f(x)β£=βf(x)
This is especially useful for expressions like:
β£xβ2β£
β£2x+1β£
β£xβ1β£+β£x+3β£
---
Triangle Inequality
πTriangle Inequality
For all real numbers x,y,
β£x+yβ£β€β£xβ£+β£yβ£
πReverse Triangle Inequality
For all real numbers x,y,
ββ£xβ£ββ£yβ£ββ€β£xβyβ£
These are among the most important tools in estimation questions.
---
Useful Consequences
πFrequently Used Facts
β£abβ£=β£aβ£β£bβ£
βbaββ=β£bβ£β£aβ£β for bξ =0
β£a+bβ£β€β£aβ£+β£bβ£
β£aβbβ£β₯ββ£aβ£ββ£bβ£β
If β£xβ£<a with a>0, then
βa<x<a
If β£xβ£>a with a>0, then
x<βaΒ orΒ x>a
---
Compound Absolute Value Expressions
π‘How to Think About Sums of Moduli
Expressions like
β£xβaβ£+β£xβbβ£ are best interpreted geometrically.
They represent the sum of distances from x to two fixed points a and b.
This often gives:
a minimum value,
a clean interval description,
or a simple piecewise form.
For example, if a<b, then
β£xβaβ£+β£xβbβ£β₯bβa
with equality for all x in the interval [a,b].
---
Minimal Worked Examples
Example 1
Solve
β£xβ3β£<5
Using the basic rule,
β5<xβ3<5
So
β2<x<8
Hence the solution set is (β2,8)β.
---
Example 2
Solve
β£2xβ1β£β₯3
We split:
2xβ1β₯3or2xβ1β€β3
So
2xβ₯4βxβ₯2
or
2xβ€β2βxβ€β1
Hence the solution set is
(ββ,β1]βͺ[2,β)β
---
Example 3
Find the minimum value of
β£xβ1β£+β£xβ5β£
This is the sum of distances from x to 1 and 5.
The minimum occurs for all x between 1 and 5, and equals the distance between the two fixed points:
5β1=4
So the minimum value is 4β.
---
Common Mistakes
β οΈAvoid These Errors
β Squaring both sides without checking sign conditions.
β Forgetting that β£xβaβ£<r represents an interval, while β£xβaβ£>r represents two rays.
β Splitting cases at the wrong points.
β Ignoring that absolute value is always nonnegative.
β Using β£x+yβ£=β£xβ£+β£yβ£ always; this is false in general.
---
CMI Strategy
π‘How to Attack Absolute Value Inequalities
First ask whether the modulus can be interpreted as a distance.
If there is one modulus, use the standard interval/ray rules.
If there are several moduli, think geometrically before expanding.
Use case splitting only after identifying the critical points.
Use triangle inequality for bounds and minimum/maximum questions.
---
Practice Questions
:::question type="MCQ" question="The solution set of β£xβ2β£<3 is" options=["(β1,5)","[β1,5]","(ββ,β1)βͺ(5,β)","[β1,β)"] answer="A" hint="Use the interval form of β£xβaβ£<r." solution="We have
β£xβ2β£<3βΊβ3<xβ2<3
So
β1<x<5
Hence the correct option is Aβ."
:::
:::question type="NAT" question="Find the minimum value of β£x+1β£+β£xβ3β£." answer="4" hint="Interpret as a sum of distances." solution="The expression is the sum of distances from x to β1 and 3.
The minimum possible value is the distance between these two fixed points:
3β(β1)=4
Hence the minimum value is 4β."
:::
:::question type="MSQ" question="Which of the following statements are true?" options=["β£xβaβ£<r with r>0 describes an interval","β£xβaβ£>r with r>0 describes two rays","β£x+yβ£=β£xβ£+β£yβ£ for all real x,y","β£xβaβ£ is the distance between x and a"] answer="A,B,D" hint="One statement incorrectly turns an inequality into an identity." solution="1. True.
True.
False. In general, only β£x+yβ£β€β£xβ£+β£yβ£ is true.
True.
Hence the correct answer is A,B,Dβ."
:::
:::question type="SUB" question="Solve the inequality β£2xβ5β£β€7." answer="β1β€xβ€6" hint="Convert the modulus inequality into a double inequality." solution="We write
β£2xβ5β£β€7βΊβ7β€2xβ5β€7
Add 5 throughout:
β2β€2xβ€12
Divide by 2:
β1β€xβ€6
Hence the solution set is [β1,6]β."
:::
---
Summary
βKey Takeaways for CMI
Absolute value is distance.
β£xβaβ£<r gives an interval, while β£xβaβ£>r gives two rays.
Absolute value is always nonnegative.
Triangle inequality and reverse triangle inequality are core tools.
Sums of moduli are often best solved geometrically.
---
π‘Next Up
Proceeding to AM-GM.
---
Part 2: AM-GM
AM-GM
Overview
The Arithmetic MeanβGeometric Mean inequality is one of the most powerful and frequently used inequalities in algebra. It compares the average of nonnegative numbers with their geometric mean, and it is central in optimization, estimation, and olympiad-style inequality problems. CMI-style questions often test not just the formula, but how to choose the right grouping and how to detect the equality case.
---
Learning Objectives
βBy the End of This Topic
After studying this topic, you will be able to:
State and use AM-GM correctly for two and more variables.
Equality holds if and only if
a1β=a2β=β―=anβ
:::
---
Why Nonnegativity Matters
βDomain Condition
AM-GM is valid for nonnegative real numbers.
You should not apply it directly to negative numbers in the real-number setting.
This is one of the most common sources of invalid proofs.
---
Standard Forms
πFrequently Used Rearrangements
a+bβ₯2abβ
x+x1ββ₯2 for x>0
ax+xbββ₯2abβ for x>0
a1β+a2β+β―+anββ₯nna1βa2ββ―anββ
These are all direct consequences of AM-GM.
---
Equality Case
βAlways Check Equality
In almost every AM-GM optimization question, the extremal value is achieved when the participating nonnegative quantities are equal.
Examples:
a+b fixed β product ab is maximized when a=b
ab fixed β sum a+b is minimized when a=b
x+x1β for x>0 is minimized when x=1
---
Minimal Worked Examples
Example 1
For x>0, find the minimum value of
x+x1β
By AM-GM,
x+x1ββ₯2xβ x1ββ=2
Equality holds when
x=x1β, that is, x=1
So the minimum value is 2β.
---
Example 2
If a,bβ₯0 and a+b=10, find the maximum value of ab.
By AM-GM,
2a+bββ₯abβ
So
5β₯abβ
Hence
abβ€25
Equality holds when
a=b=5
So the maximum value is 25β.
---
Useful Extensions
πWeighted-Type Pattern
A common exam form is
x+x+x21ββ₯33xβ xβ x21ββ=3
for x>0
So
2x+x21ββ₯3
This is just AM-GM applied to three nonnegative terms.
---
Product-Sum Strategy
π‘How to Decide When to Use AM-GM
AM-GM is especially effective when:
the expression is a sum of positive terms,
you want a lower bound,
the product of the terms is simple or fixed,
the equality condition is visible.
---
Common Mistakes
β οΈAvoid These Errors
β Applying AM-GM to negative numbers.
β Forgetting the equality condition.
β Using AM-GM when the terms are not nonnegative.
β Mixing up whether you are proving a lower bound or an upper bound.
β Grouping the wrong terms.
---
CMI Strategy
π‘How to Use AM-GM in Exams
Check that all relevant terms are nonnegative.
Decide whether you need the 2-variable or multi-variable form.
Look for a product that simplifies nicely.
Keep the equality case in mind from the start.
If the expression has reciprocals, try matching them with direct terms.
---
Practice Questions
:::question type="MCQ" question="For x>0, the minimum value of x+x1β is" options=["1","2","2β","0"] answer="B" hint="Use AM-GM on the two positive terms." solution="By AM-GM,
x+x1ββ₯2xβ x1ββ=2
Equality holds at x=1.
Hence the correct option is Bβ."
:::
:::question type="NAT" question="If a,bβ₯0 and a+b=12, find the maximum value of ab." answer="36" hint="Use AM-GM or equal-splitting." solution="By AM-GM,
2a+bββ₯abβ
So
6β₯abβ
Hence
abβ€36
Equality holds when
a=b=6
Thus the maximum value is 36β."
:::
:::question type="MSQ" question="Which of the following statements are true?" options=["For a,bβ₯0, a+bβ₯2abβ","For positive x, x+x1ββ₯2","Equality in AM-GM for two variables holds when the two variables are equal","AM-GM can be applied directly to any real numbers, positive or negative"] answer="A,B,C" hint="One statement ignores the nonnegativity requirement." solution="1. True.
True.
True.
False. AM-GM requires nonnegative real numbers in the standard real setting.
Hence the correct answer is A,B,Cβ."
:::
:::question type="SUB" question="Prove that for x>0, 2x+x21ββ₯3." answer="2x+x21ββ₯3" hint="Apply AM-GM to three nonnegative terms." solution="Apply AM-GM to the three nonnegative numbers
x,Β x,Β x21β
Then
3x+x+x21βββ₯3xβ xβ x21ββ=1
So
x+x+x21ββ₯3
Hence
2x+x21ββ₯3
Equality holds when
x=x=x21β, that is, when x=1."
:::
---
Summary
βKey Takeaways for CMI
AM-GM compares arithmetic mean and geometric mean for nonnegative numbers.
The two-variable form is a+bβ₯2abβ.
Equality usually occurs when the participating terms are equal.
AM-GM is excellent for minima of sums and maxima of products.
Multi-variable AM-GM often solves disguised inequality problems elegantly.
---
π‘Next Up
Proceeding to Cauchy style school-level use.
---
Part 3: Cauchy style school-level use
Cauchy Style School-Level Use
Overview
At school level, Cauchy-type arguments are often used not in their most abstract form, but as powerful tools for proving lower bounds, comparing symmetric expressions, and estimating sums of squares. In olympiad-style algebra, these arguments appear in deceptively simple forms such as
(a+b)2β€2(a2+b2)
or
ax2β+by2ββ₯a+b(x+y)2β
The main skill is to recognize when a sum of squares or a square of a sum is present.
---
Learning Objectives
βBy the End of This Topic
After studying this topic, you will be able to:
Use school-level forms of the Cauchy-Schwarz inequality.
Apply the two-variable and n-variable versions in direct estimates.
Use Engel form / Titu's lemma in simple rational inequalities.
Recognize equality cases.
Avoid incorrect term-by-term manipulations.
---
Core Idea
πCauchy-Schwarz Inequality
For real numbers a1β,a2β,β¦,anβ and b1β,b2β,β¦,bnβ,
At school level, you will usually use this in direct simplified forms rather than in full abstract notation.
---
Most Useful School-Level Forms
πTwo-Variable Form
For all real numbers x,y,
(x2+y2)β₯2(x+y)2β
Equivalently,
2(x2+y2)β₯(x+y)2
πThree-Variable Form
For real numbers x,y,z,
(x2+y2+z2)β₯3(x+y+z)2β
Equivalently,
3(x2+y2+z2)β₯(x+y+z)2
πWeighted Denominator Form
For positive numbers a,b,
ax2β+by2ββ₯a+b(x+y)2β
More generally, for positive aiβ,
βaiβxi2βββ₯a1β+a2β+β―+anβ(x1β+x2β+β―+xnβ)2β
:::
This is a very common exam-level form.
---
This is just a clean and frequently used form of Cauchy-Schwarz.
:::
βEquality Case
Equality holds when
a1βx1ββ=a2βx2ββ=β―=anβxnββ
in the Titu form.
---
Standard Consequences
πVery Common Derived Inequalities
(a+b+c)2β€3(a2+b2+c2)
a1β+b1ββ₯a+b4β for a,b>0
ax2β+by2ββ₯a+b(x+y)2β for a,b>0
a2+b2β₯2(a+b)2β
These often appear in lower-bound and minimum-value problems.
---
How to Recognize a Cauchy-Type Situation
π‘When Should You Think of Cauchy?
Look for:
a sum of squares such as a2+b2+c2
a square of a sum such as (a+b+c)2
fractions like ax2β+by2β
a need to prove a lower bound for a positive rational sum
symmetric expressions where equality should occur at equal values
---
Minimal Worked Examples
Example 1
Prove that
a2+b2β₯2(a+b)2β
From the two-variable form of Cauchy,
2(a2+b2)β₯(a+b)2
Dividing by 2 gives the result.
---
Example 2
Show that for positive x,y,
yx2β+xy2ββ₯x+y
Using Titu is not direct here, but Cauchy-style thinking suggests comparing with common structure.
By AM-GM,
yx2β+xy2ββ₯2xyβ
But a sharper school-level method is to write
$\qquad \dfrac{x^2}{y}+\dfrac{y^2}{x}-x-y
= \dfrac{x^3+y^3-x^2y-xy^2}{xy}$
=xy(xβy)2(x+y)ββ₯0
Hence
yx2β+xy2ββ₯x+y
This example shows that not every square-looking inequality is solved by direct Cauchy, but Cauchy-style structure recognition still helps.
---
Equality Cases Matter
βDo Not Ignore Equality
In school-level inequality problems, the expected equality case is often:
a=b
a=b=c
or proportionality in the weighted form
Checking equality helps confirm whether the chosen inequality is the right one.
---
Common Patterns
πWhat Gets Asked Often
prove (a+b+c)2β€3(a2+b2+c2)
find a lower bound for ax2β+by2β
estimate reciprocal sums like a1β+b1β
combine Cauchy with AM-GM
determine minimum value under a linear condition
---
Common Mistakes
β οΈAvoid These Errors
β using Cauchy in the wrong direction
β forgetting positivity conditions in denominator forms
β ignoring equality cases
β trying to compare numerators and denominators separately without justification
β expanding large expressions when a direct standard form is available
---
CMI Strategy
π‘How to Solve Smart
First look for a square of a sum or a sum of squares.
If denominators are positive, think immediately of Titu's lemma.
Check whether the expected answer is a lower bound or upper bound.
Test the equality case to see whether the estimate is sharp.
Combine with AM-GM only when Cauchy alone does not finish the problem.
---
Practice Questions
:::question type="MCQ" question="For real numbers a,b,c, which of the following is always true?" options=["(a+b+c)2β€a2+b2+c2","(a+b+c)2β€3(a2+b2+c2)","(a+b+c)2β₯3(a2+b2+c2)","a2+b2+c2β€ab+bc+ca"] answer="B" hint="Use the three-variable form of Cauchy." solution="By the standard three-variable form of Cauchy,
(a+b+c)2β€3(a2+b2+c2)
Hence the correct option is Bβ."
:::
:::question type="NAT" question="Find the minimum value of a2+b2 if a+b=10." answer="50" hint="Use a2+b2β₯2(a+b)2β." solution="By the two-variable Cauchy form,
a2+b2β₯2(a+b)2β
Since a+b=10,
a2+b2β₯2100β=50
Equality holds when a=b=5.
Therefore the minimum value is 50β."
:::
:::question type="MSQ" question="Which of the following statements are true for positive a,b?" options=["a1β+b1ββ₯a+b4β","a2+b2β₯2(a+b)2β","ba2β+ab2ββ₯a+b","a2+b2β€2(a+b)2β"] answer="A,B,C" hint="Use standard school-level Cauchy forms and one factorisation." solution="1. True. By Titu or by Cauchy,
a1β+b1ββ₯a+b(1+1)2β=a+b4β
True. This is the standard two-variable form.
True. Because
ba2β+ab2ββ(a+b)=ab(aβb)2(a+b)ββ₯0
False. The reverse inequality is true.
Hence the correct answer is A,B,Cβ."
:::
:::question type="SUB" question="Prove that for positive numbers x,y,z, yx2β+zy2β+xz2ββ₯x+y+z." answer="The inequality is true." hint="Use Titu's lemma or factorisation-style comparison." solution="By Titu's lemma,
yx2β+zy2β+xz2ββ₯x+y+z(x+y+z)2β=x+y+z
So the required inequality follows immediately.
Therefore,
yx2β+zy2β+xz2ββ₯x+y+zβ"
:::
---
Summary
βKey Takeaways for CMI
School-level Cauchy is most useful in sum-of-squares and weighted-fraction forms.
Titu's lemma is a standard shortcut when denominators are positive.
Equality cases are essential for checking sharpness.
Many minimum-value problems reduce instantly to Cauchy with a fixed sum.
Strong algebraic intuition comes from spotting the right form before expanding.
Chapter Summary
βStandard inequalities β Key Points
Absolute Value Fundamentals: Master the definition of β£xβ£ and its geometric interpretation. Key properties include β£xβ£β€aβΊβaβ€xβ€a and β£xβ£β₯aβΊxβ€βaΒ orΒ xβ₯a.
Triangle Inequality: The fundamental inequality β£a+bβ£β€β£aβ£+β£bβ£ and its variations (e.g., reverse triangle inequality, β£β£aβ£ββ£bβ£β£β€β£aβbβ£) are essential for bounding sums and differences.
AM-GM Principle: For any non-negative real numbers a1β,β¦,anβ, the arithmetic mean is greater than or equal to the geometric mean: na1β+β―+anβββ₯na1ββ¦anββ. Equality holds if and only if all terms are equal.
Strategic AM-GM Application: AM-GM is a powerful tool for finding minimum/maximum values or proving inequalities. Successful application often requires careful selection or transformation of terms to ensure non-negativity and to align with the equality condition.
Cauchy-Schwarz Inequality: For real numbers a1β,β¦,anβ and b1β,β¦,bnβ, the inequality states (βi=1nβaiβbiβ)2β€(βi=1nβai2β)(βi=1nβbi2β).
Cauchy-Schwarz Utility: This inequality is highly effective for establishing bounds on sums of products or optimizing expressions involving sums of squares, particularly when a linear sum needs to be related to quadratic sums. Equality holds when the sequences (aiβ) and (biβ) are proportional.
Chapter Review Questions
:::question type="MCQ" question="How many integer solutions exist for the inequality β£2xβ3β£<5?" options=["3", "4", "5", "6"] answer="4" hint="Transform the absolute value inequality into a compound linear inequality and identify the integers within the resulting range." solution="The inequality β£2xβ3β£<5 can be rewritten as β5<2xβ3<5. Adding 3 to all parts yields β2<2x<8. Dividing by 2 gives β1<x<4. The integers satisfying this range are 0,1,2,3. There are 4 such integer solutions." :::
:::question type="NAT" question="For x>0, what is the minimum value of x+x4β?" answer="4" hint="Apply the AM-GM inequality to the two positive terms." solution="By the AM-GM inequality, for x>0, we have x+x4ββ₯2xβ x4ββ=24β=2β 2=4. Equality holds when x=x4β, i.e., x2=4, so x=2 (since x>0). Thus, the minimum value is 4." :::
:::question type="MCQ" question="If x,y,z are real numbers such that x2+y2+z2=1, what is the maximum value of x+2y+3z?" options=["14β", "14", "7", "7β"] answer="14β" hint="Use the Cauchy-Schwarz inequality." solution="By the Cauchy-Schwarz inequality, for real numbers a1β,a2β,a3β and b1β,b2β,b3β:
Let a1β=x,a2β=y,a3β=z and b1β=1,b2β=2,b3β=3. Then (xβ 1+yβ 2+zβ 3)2β€(x2+y2+z2)(12+22+32). Given x2+y2+z2=1, we have: (x+2y+3z)2β€(1)(1+4+9) (x+2y+3z)2β€14 Taking the square root of both sides, we get β14ββ€x+2y+3zβ€14β. The maximum value is 14β. Equality holds when (x,y,z) is proportional to (1,2,3) and x2+y2+z2=1." :::
:::question type="NAT" question="If a,b,c are positive real numbers such that a+b+c=3, what is the minimum value of a1β+b1β+c1β?" answer="3" hint="Consider the product (a+b+c)(a1β+b1β+c1β) or apply AM-HM inequality." solution="By the Cauchy-Schwarz inequality, with sequences (aβ,bβ,cβ) and (aβ1β,bβ1β,cβ1β):
The minimum value is 3, which occurs when a=b=c=1." :::
What's Next?
π‘Continue Your CMI Journey
This chapter established foundational inequalities crucial for CMI. Building upon these, subsequent chapters will explore more advanced techniques such as Jensen's and Rearrangement inequalities, delve into functional inequalities, and apply these principles to sophisticated estimation and optimization problems in real analysis and number theory. A solid grasp of these standard inequalities is indispensable for tackling complex problems in these areas.
π― Key Points to Remember
βMaster the core concepts in Standard inequalities before moving to advanced topics
βPractice with previous year questions to understand exam patterns
βReview short notes regularly for quick revision before exams