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.

Standard inequalities

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.

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Chapter Contents

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| Topic |

|---|-------| | 1 | Absolute value inequalities | | 2 | AM-GM | | 3 | Cauchy style school-level use |

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We begin with Absolute value inequalities.

Part 1: Absolute value inequalities

Absolute Value Inequalities

Overview

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 ∣xβˆ’a∣<r|x-a|<r or ∣xβˆ’a∣β‰₯r|x-a|\ge r. In CMI-style questions, the main difficulty is not algebraic expansion, but choosing the correct interpretation and splitting cases correctly. ---

Learning Objectives

❗ By 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.

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Core Meaning

πŸ“– Absolute Value as Distance

For any real number xx,

∣x∣=<br>{<br>x,xβ‰₯0<br>βˆ’x,x<0<br>\qquad |x| = <br>\begin{cases}<br>x, & x \ge 0 \\ <br>-x, & x < 0 <br>\end{cases}

Geometrically, ∣x∣|x| is the distance of xx from 00 on the real line.

πŸ“ Distance Between Two Real Numbers

For real numbers xx and aa,

∣xβˆ’a∣\qquad |x-a|

represents the distance between xx and aa.

This interpretation is the fastest way to solve many inequalities. ---

Standard One-Modulus Inequalities

πŸ“ Basic Forms

For r>0r>0:

  • ∣xβˆ’a∣<rβ€…β€ŠβŸΊβ€…β€Šaβˆ’r<x<a+r\qquad |x-a| < r \iff a-r < x < a+r


  • ∣xβˆ’aβˆ£β‰€rβ€…β€ŠβŸΊβ€…β€Šaβˆ’r≀x≀a+r\qquad |x-a| \le r \iff a-r \le x \le a+r


  • ∣xβˆ’a∣>rβ€…β€ŠβŸΊβ€…β€Šx<aβˆ’rΒ orΒ x>a+r\qquad |x-a| > r \iff x < a-r \text{ or } x > a+r


  • ∣xβˆ’a∣β‰₯rβ€…β€ŠβŸΊβ€…β€Šx≀aβˆ’rΒ orΒ xβ‰₯a+r\qquad |x-a| \ge r \iff x \le a-r \text{ or } x \ge a+r

❗ If the Right Side is Negative
    • ∣xβˆ’a∣<r\qquad |x-a| < r has no solution if r<0r<0
    • ∣xβˆ’aβˆ£β‰€r\qquad |x-a| \le r has no solution if r<0r<0
    • ∣xβˆ’a∣>r\qquad |x-a| > r is true for all real xx if r<0r<0
    • ∣xβˆ’a∣β‰₯r\qquad |x-a| \ge r is true for all real xx if r<0r<0
---

Solving by Case Split

πŸ“ Standard Case Method

If an expression contains ∣f(x)∣|f(x)|, split according to the sign of f(x)f(x):

    • if f(x)β‰₯0f(x)\ge 0, then ∣f(x)∣=f(x)\qquad |f(x)|=f(x)

    • if f(x)<0f(x)<0, then ∣f(x)∣=βˆ’f(x)\qquad |f(x)|=-f(x)

This is especially useful for expressions like:
  • ∣xβˆ’2∣|x-2|
  • ∣2x+1∣|2x+1|
  • ∣xβˆ’1∣+∣x+3∣|x-1|+|x+3|
---

Triangle Inequality

πŸ“ Triangle Inequality

For all real numbers x,yx,y,

∣x+yβˆ£β‰€βˆ£x∣+∣y∣\qquad |x+y| \le |x| + |y|

πŸ“ Reverse Triangle Inequality

For all real numbers x,yx,y,

∣∣xβˆ£βˆ’βˆ£yβˆ£βˆ£β‰€βˆ£xβˆ’y∣\qquad \big||x|-|y|\big| \le |x-y|

These are among the most important tools in estimation questions. ---

Useful Consequences

πŸ“ Frequently Used Facts

  • ∣ab∣=∣a∣∣b∣\qquad |ab| = |a||b|


  • ∣ab∣=∣a∣∣b∣\qquad \left|\dfrac{a}{b}\right| = \dfrac{|a|}{|b|} for bβ‰ 0b\ne 0

    • ∣a+bβˆ£β‰€βˆ£a∣+∣b∣\qquad |a+b| \le |a|+|b|


    • ∣aβˆ’b∣β‰₯∣∣aβˆ£βˆ’βˆ£b∣∣\qquad |a-b| \ge \big||a|-|b|\big|

      • If ∣x∣<a\qquad |x|<a with a>0a>0, then

      βˆ’a<x<a\qquad -a < x < a

      • If ∣x∣>a\qquad |x|>a with a>0a>0, then

      x<βˆ’aΒ orΒ x>a\qquad x<-a \text{ or } x>a

---

Compound Absolute Value Expressions

πŸ’‘ How to Think About Sums of Moduli

Expressions like
∣xβˆ’a∣+∣xβˆ’b∣\qquad |x-a|+|x-b|
are best interpreted geometrically.

They represent the sum of distances from xx to two fixed points aa and bb.

This often gives:

    • a minimum value,

    • a clean interval description,

    • or a simple piecewise form.

For example, if a<ba<b, then ∣xβˆ’a∣+∣xβˆ’b∣β‰₯bβˆ’a\qquad |x-a|+|x-b| \ge b-a with equality for all xx in the interval [a,b][a,b]. ---

Minimal Worked Examples

Example 1 Solve ∣xβˆ’3∣<5\qquad |x-3| < 5 Using the basic rule, βˆ’5<xβˆ’3<5\qquad -5 < x-3 < 5 So βˆ’2<x<8\qquad -2 < x < 8 Hence the solution set is (βˆ’2,8)\boxed{(-2,8)}. --- Example 2 Solve ∣2xβˆ’1∣β‰₯3\qquad |2x-1| \ge 3 We split: 2xβˆ’1β‰₯3or2xβˆ’1β‰€βˆ’3\qquad 2x-1 \ge 3 \quad \text{or} \quad 2x-1 \le -3 So 2xβ‰₯4β‡’xβ‰₯2\qquad 2x \ge 4 \Rightarrow x \ge 2 or 2xβ‰€βˆ’2β‡’xβ‰€βˆ’1\qquad 2x \le -2 \Rightarrow x \le -1 Hence the solution set is (βˆ’βˆž,βˆ’1]βˆͺ[2,∞)\qquad \boxed{(-\infty,-1]\cup[2,\infty)} --- Example 3 Find the minimum value of ∣xβˆ’1∣+∣xβˆ’5∣\qquad |x-1|+|x-5| This is the sum of distances from xx to 11 and 55. The minimum occurs for all xx between 11 and 55, and equals the distance between the two fixed points: 5βˆ’1=4\qquad 5-1=4 So the minimum value is 4\boxed{4}. ---

Common Mistakes

⚠️ Avoid These Errors
    • ❌ Squaring both sides without checking sign conditions.
    • ❌ Forgetting that ∣xβˆ’a∣<r|x-a|<r represents an interval, while ∣xβˆ’a∣>r|x-a|>r represents two rays.
    • ❌ Splitting cases at the wrong points.
    • ❌ Ignoring that absolute value is always nonnegative.
    • ❌ Using ∣x+y∣=∣x∣+∣y∣|x+y| = |x|+|y| always; this is false in general.
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CMI Strategy

πŸ’‘ 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.

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Practice Questions

:::question type="MCQ" question="The solution set of ∣xβˆ’2∣<3|x-2|<3 is" options=["(βˆ’1,5)(-1,5)","[βˆ’1,5][-1,5]","(βˆ’βˆž,βˆ’1)βˆͺ(5,∞)(-\infty,-1)\cup(5,\infty)","[βˆ’1,∞)[-1,\infty)"] answer="A" hint="Use the interval form of ∣xβˆ’a∣<r|x-a|<r." solution="We have ∣xβˆ’2∣<3β€…β€ŠβŸΊβ€…β€Šβˆ’3<xβˆ’2<3\qquad |x-2|<3 \iff -3<x-2<3 So βˆ’1<x<5\qquad -1<x<5 Hence the correct option is A\boxed{A}." ::: :::question type="NAT" question="Find the minimum value of ∣x+1∣+∣xβˆ’3∣|x+1|+|x-3|." answer="4" hint="Interpret as a sum of distances." solution="The expression is the sum of distances from xx to βˆ’1-1 and 33. The minimum possible value is the distance between these two fixed points: 3βˆ’(βˆ’1)=4\qquad 3-(-1)=4 Hence the minimum value is 4\boxed{4}." ::: :::question type="MSQ" question="Which of the following statements are true?" options=["∣xβˆ’a∣<r|x-a|<r with r>0r>0 describes an interval","∣xβˆ’a∣>r|x-a|>r with r>0r>0 describes two rays","∣x+y∣=∣x∣+∣y∣|x+y|=|x|+|y| for all real x,yx,y","∣xβˆ’a∣|x-a| is the distance between xx and aa"] answer="A,B,D" hint="One statement incorrectly turns an inequality into an identity." solution="1. True.
  • True.
  • False. In general, only ∣x+yβˆ£β‰€βˆ£x∣+∣y∣\qquad |x+y| \le |x|+|y| is true.
  • True.
  • Hence the correct answer is A,B,D\boxed{A,B,D}." ::: :::question type="SUB" question="Solve the inequality ∣2xβˆ’5βˆ£β‰€7|2x-5|\le 7." answer="βˆ’1≀x≀6-1 \le x \le 6" hint="Convert the modulus inequality into a double inequality." solution="We write ∣2xβˆ’5βˆ£β‰€7β€…β€ŠβŸΊβ€…β€Šβˆ’7≀2xβˆ’5≀7\qquad |2x-5|\le 7 \iff -7 \le 2x-5 \le 7 Add 55 throughout: βˆ’2≀2x≀12\qquad -2 \le 2x \le 12 Divide by 22: βˆ’1≀x≀6\qquad -1 \le x \le 6 Hence the solution set is [βˆ’1,6]\boxed{[-1,6]}." ::: ---

    Summary

    ❗ Key Takeaways for CMI

    • Absolute value is distance.

    • ∣xβˆ’a∣<r|x-a|<r gives an interval, while ∣xβˆ’a∣>r|x-a|>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.

    ---

    πŸ’‘ Next Up

    Proceeding to AM-GM.

    ---

    Part 2: AM-GM

    AM-GM

    Overview

    The Arithmetic Mean–Geometric 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

    ❗ By 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.

    • Recognize the nonnegativity condition.

    • Find minima and maxima using AM-GM.

    • Detect the equality condition quickly.

    • Apply AM-GM in disguised algebraic forms.

    ---

    Core Statement

    πŸ“ AM-GM for Two Nonnegative Numbers

    For a,bβ‰₯0a,b \ge 0,

    a+b2β‰₯ab\qquad \dfrac{a+b}{2} \ge \sqrt{ab}

    Equivalently,

    a+bβ‰₯2ab\qquad a+b \ge 2\sqrt{ab}

    Equality holds if and only if a=b\qquad a=b :::
    πŸ“ AM-GM for nn Nonnegative Numbers

    For a1,a2,…,anβ‰₯0a_1,a_2,\dots,a_n \ge 0,

    a1+a2+β‹―+annβ‰₯a1a2β‹―ann\qquad \dfrac{a_1+a_2+\cdots+a_n}{n} \ge \sqrt[n]{a_1a_2\cdots a_n}

    Equality holds if and only if a1=a2=β‹―=an\qquad a_1=a_2=\cdots=a_n ::: ---

    Why Nonnegativity Matters

    ❗ Domain 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

    πŸ“ Frequently Used Rearrangements

    • a+bβ‰₯2ab\qquad a+b \ge 2\sqrt{ab}

      • x+1xβ‰₯2\qquad x+\dfrac{1}{x} \ge 2 for x>0x>0


      • ax+bxβ‰₯2ab\qquad ax+\dfrac{b}{x} \ge 2\sqrt{ab} for x>0x>0

        • a1+a2+β‹―+anβ‰₯na1a2β‹―ann\qquad a_1+a_2+\cdots+a_n \ge n\sqrt[n]{a_1a_2\cdots a_n}

    These are all direct consequences of AM-GM. ---

    Equality Case

    ❗ Always Check Equality

    In almost every AM-GM optimization question, the extremal value is achieved when the participating nonnegative quantities are equal.

    Examples:

      • a+ba+b fixed β‡’\Rightarrow product abab is maximized when a=ba=b

      • abab fixed β‡’\Rightarrow sum a+ba+b is minimized when a=ba=b

      • x+1xx+\dfrac{1}{x} for x>0x>0 is minimized when x=1x=1

    ---

    Minimal Worked Examples

    Example 1 For x>0x>0, find the minimum value of x+1x\qquad x+\dfrac{1}{x} By AM-GM, x+1xβ‰₯2xβ‹…1x=2\qquad x+\dfrac{1}{x} \ge 2\sqrt{x\cdot \dfrac{1}{x}} = 2 Equality holds when x=1x\qquad x=\dfrac{1}{x}, that is, x=1x=1 So the minimum value is 2\boxed{2}. --- Example 2 If a,bβ‰₯0a,b \ge 0 and a+b=10a+b=10, find the maximum value of abab. By AM-GM, a+b2β‰₯ab\qquad \dfrac{a+b}{2} \ge \sqrt{ab} So 5β‰₯ab\qquad 5 \ge \sqrt{ab} Hence ab≀25\qquad ab \le 25 Equality holds when a=b=5\qquad a=b=5 So the maximum value is 25\boxed{25}. ---

    Useful Extensions

    πŸ“ Weighted-Type Pattern

    A common exam form is

    x+x+1x2β‰₯3xβ‹…xβ‹…1x23=3\qquad x+x+\dfrac{1}{x^2} \ge 3\sqrt[3]{x\cdot x\cdot \dfrac{1}{x^2}} = 3

    for x>0x>0

    So
    2x+1x2β‰₯3\qquad 2x+\dfrac{1}{x^2} \ge 3

    This is just AM-GM applied to three nonnegative terms.

    ---

    Product-Sum Strategy

    πŸ’‘ 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

    ⚠️ Avoid These Errors
      • ❌ Applying AM-GM to negative numbers.
      • ❌ Forgetting the equality condition.
      • ❌ Using AM-GM when the terms are not nonnegative.
      • ❌ Mixing up whether you are proving a lower bound or an upper bound.
      • ❌ Grouping the wrong terms.
    ---

    CMI Strategy

    πŸ’‘ 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>0x>0, the minimum value of x+1xx+\dfrac{1}{x} is" options=["11","22","2\sqrt{2}","00"] answer="B" hint="Use AM-GM on the two positive terms." solution="By AM-GM, x+1xβ‰₯2xβ‹…1x=2\qquad x+\dfrac{1}{x} \ge 2\sqrt{x\cdot \dfrac{1}{x}} = 2 Equality holds at x=1x=1. Hence the correct option is B\boxed{B}." ::: :::question type="NAT" question="If a,bβ‰₯0a,b\ge 0 and a+b=12a+b=12, find the maximum value of abab." answer="36" hint="Use AM-GM or equal-splitting." solution="By AM-GM, a+b2β‰₯ab\qquad \dfrac{a+b}{2} \ge \sqrt{ab} So 6β‰₯ab\qquad 6 \ge \sqrt{ab} Hence ab≀36\qquad ab \le 36 Equality holds when a=b=6\qquad a=b=6 Thus the maximum value is 36\boxed{36}." ::: :::question type="MSQ" question="Which of the following statements are true?" options=["For a,bβ‰₯0a,b\ge 0, a+bβ‰₯2aba+b\ge 2\sqrt{ab}","For positive xx, x+1xβ‰₯2x+\dfrac1x\ge 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,C\boxed{A,B,C}." ::: :::question type="SUB" question="Prove that for x>0x>0, 2x+1x2β‰₯32x+\dfrac{1}{x^2}\ge 3." answer="2x+1x2β‰₯32x+\dfrac1{x^2}\ge 3" hint="Apply AM-GM to three nonnegative terms." solution="Apply AM-GM to the three nonnegative numbers x,Β x,Β 1x2\qquad x,\ x,\ \dfrac{1}{x^2} Then x+x+1x23β‰₯xβ‹…xβ‹…1x23=1\qquad \dfrac{x+x+\dfrac{1}{x^2}}{3} \ge \sqrt[3]{x\cdot x\cdot \dfrac{1}{x^2}} = 1 So x+x+1x2β‰₯3\qquad x+x+\dfrac{1}{x^2} \ge 3 Hence 2x+1x2β‰₯3\qquad 2x+\dfrac{1}{x^2}\ge 3 Equality holds when x=x=1x2\qquad x=x=\dfrac{1}{x^2}, that is, when x=1x=1." ::: ---

    Summary

    ❗ Key Takeaways for CMI

    • AM-GM compares arithmetic mean and geometric mean for nonnegative numbers.

    • The two-variable form is a+bβ‰₯2aba+b\ge 2\sqrt{ab}.
      • 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.

    ---

    πŸ’‘ 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)2≀2(a2+b2)\qquad (a+b)^2 \le 2(a^2+b^2) or x2a+y2bβ‰₯(x+y)2a+b\qquad \dfrac{x^2}{a}+\dfrac{y^2}{b}\ge \dfrac{(x+y)^2}{a+b} The main skill is to recognize when a sum of squares or a square of a sum is present. ---

    Learning Objectives

    ❗ By 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 nn-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

    πŸ“– Cauchy-Schwarz Inequality

    For real numbers a1,a2,…,ana_1,a_2,\dots,a_n and b1,b2,…,bnb_1,b_2,\dots,b_n,

    (a12+a22+β‹―+an2)(b12+b22+β‹―+bn2)β‰₯(a1b1+a2b2+β‹―+anbn)2\qquad (a_1^2+a_2^2+\cdots+a_n^2)(b_1^2+b_2^2+\cdots+b_n^2)\ge (a_1b_1+a_2b_2+\cdots+a_nb_n)^2

    At school level, you will usually use this in direct simplified forms rather than in full abstract notation. ---

    Most Useful School-Level Forms

    πŸ“ Two-Variable Form

    For all real numbers x,yx,y,

    (x2+y2)β‰₯(x+y)22\qquad (x^2+y^2)\ge \dfrac{(x+y)^2}{2}

    Equivalently,

    2(x2+y2)β‰₯(x+y)2\qquad 2(x^2+y^2)\ge (x+y)^2

    πŸ“ Three-Variable Form

    For real numbers x,y,zx,y,z,

    (x2+y2+z2)β‰₯(x+y+z)23\qquad (x^2+y^2+z^2)\ge \dfrac{(x+y+z)^2}{3}

    Equivalently,

    3(x2+y2+z2)β‰₯(x+y+z)2\qquad 3(x^2+y^2+z^2)\ge (x+y+z)^2

    πŸ“ Weighted Denominator Form

    For positive numbers a,ba,b,

    x2a+y2bβ‰₯(x+y)2a+b\qquad \dfrac{x^2}{a}+\dfrac{y^2}{b}\ge \dfrac{(x+y)^2}{a+b}

    More generally, for positive aia_i, βˆ‘xi2aiβ‰₯(x1+x2+β‹―+xn)2a1+a2+β‹―+an\qquad \sum \dfrac{x_i^2}{a_i}\ge \dfrac{(x_1+x_2+\cdots+x_n)^2}{a_1+a_2+\cdots+a_n} ::: This is a very common exam-level form. ---

    Titu's Lemma

    πŸ“ Engel Form / Titu's Lemma

    For positive denominators,

    x12a1+x22a2+β‹―+xn2anβ‰₯(x1+x2+β‹―+xn)2a1+a2+β‹―+an\qquad \dfrac{x_1^2}{a_1}+\dfrac{x_2^2}{a_2}+\cdots+\dfrac{x_n^2}{a_n}\ge \dfrac{(x_1+x_2+\cdots+x_n)^2}{a_1+a_2+\cdots+a_n}

    This is just a clean and frequently used form of Cauchy-Schwarz. :::
    ❗ Equality Case

    Equality holds when

    x1a1=x2a2=β‹―=xnan\qquad \dfrac{x_1}{a_1}=\dfrac{x_2}{a_2}=\cdots=\dfrac{x_n}{a_n}

    in the Titu form.

    ---

    Standard Consequences

    πŸ“ Very Common Derived Inequalities

    • (a+b+c)2≀3(a2+b2+c2)\qquad (a+b+c)^2\le 3(a^2+b^2+c^2)


    • 1a+1bβ‰₯4a+b\qquad \dfrac{1}{a}+\dfrac{1}{b}\ge \dfrac{4}{a+b} for a,b>0a,b>0


    • x2a+y2bβ‰₯(x+y)2a+b\qquad \dfrac{x^2}{a}+\dfrac{y^2}{b}\ge \dfrac{(x+y)^2}{a+b} for a,b>0a,b>0


    • a2+b2β‰₯(a+b)22\qquad a^2+b^2\ge \dfrac{(a+b)^2}{2}

    These often appear in lower-bound and minimum-value problems. ---

    How to Recognize a Cauchy-Type Situation

    πŸ’‘ When Should You Think of Cauchy?

    Look for:

    • a sum of squares such as a2+b2+c2a^2+b^2+c^2

    • a square of a sum such as (a+b+c)2(a+b+c)^2

    • fractions like x2a+y2b\dfrac{x^2}{a}+\dfrac{y^2}{b}

    • 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‰₯(a+b)22\qquad a^2+b^2\ge \dfrac{(a+b)^2}{2} From the two-variable form of Cauchy, 2(a2+b2)β‰₯(a+b)2\qquad 2(a^2+b^2)\ge (a+b)^2 Dividing by 22 gives the result. --- Example 2 Show that for positive x,yx,y, x2y+y2xβ‰₯x+y\qquad \dfrac{x^2}{y}+\dfrac{y^2}{x}\ge x+y Using Titu is not direct here, but Cauchy-style thinking suggests comparing with common structure. By AM-GM, x2y+y2xβ‰₯2xy\qquad \dfrac{x^2}{y}+\dfrac{y^2}{x}\ge 2\sqrt{xy} But a sharper school-level method is to write $\qquad \dfrac{x^2}{y}+\dfrac{y^2}{x}-x-y = \dfrac{x^3+y^3-x^2y-xy^2}{xy}$ =(xβˆ’y)2(x+y)xyβ‰₯0\qquad = \dfrac{(x-y)^2(x+y)}{xy}\ge 0 Hence x2y+y2xβ‰₯x+y\qquad \dfrac{x^2}{y}+\dfrac{y^2}{x}\ge 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

    ❗ Do Not Ignore Equality

    In school-level inequality problems, the expected equality case is often:

      • a=ba=b

      • a=b=ca=b=c

      • or proportionality in the weighted form


    Checking equality helps confirm whether the chosen inequality is the right one.

    ---

    Common Patterns

    πŸ“ What Gets Asked Often

    • prove (a+b+c)2≀3(a2+b2+c2)(a+b+c)^2\le 3(a^2+b^2+c^2)

    • find a lower bound for x2a+y2b\dfrac{x^2}{a}+\dfrac{y^2}{b}

    • estimate reciprocal sums like 1a+1b\dfrac{1}{a}+\dfrac{1}{b}

    • combine Cauchy with AM-GM

    • determine minimum value under a linear condition

    ---

    Common Mistakes

    ⚠️ Avoid These Errors
      • ❌ using Cauchy in the wrong direction
      • ❌ forgetting positivity conditions in denominator forms
      • ❌ ignoring equality cases
      • ❌ trying to compare numerators and denominators separately without justification
      • ❌ expanding large expressions when a direct standard form is available
    ---

    CMI Strategy

    πŸ’‘ 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,ca,b,c, which of the following is always true?" options=["(a+b+c)2≀a2+b2+c2(a+b+c)^2\le a^2+b^2+c^2","(a+b+c)2≀3(a2+b2+c2)(a+b+c)^2\le 3(a^2+b^2+c^2)","(a+b+c)2β‰₯3(a2+b2+c2)(a+b+c)^2\ge 3(a^2+b^2+c^2)","a2+b2+c2≀ab+bc+caa^2+b^2+c^2\le 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)2≀3(a2+b2+c2)\qquad (a+b+c)^2\le 3(a^2+b^2+c^2) Hence the correct option is B\boxed{B}." ::: :::question type="NAT" question="Find the minimum value of a2+b2a^2+b^2 if a+b=10a+b=10." answer="50" hint="Use a2+b2β‰₯(a+b)22a^2+b^2\ge \dfrac{(a+b)^2}{2}." solution="By the two-variable Cauchy form, a2+b2β‰₯(a+b)22\qquad a^2+b^2\ge \dfrac{(a+b)^2}{2} Since a+b=10a+b=10, a2+b2β‰₯1002=50\qquad a^2+b^2\ge \dfrac{100}{2}=50 Equality holds when a=b=5a=b=5. Therefore the minimum value is 50\boxed{50}." ::: :::question type="MSQ" question="Which of the following statements are true for positive a,ba,b?" options=["1a+1bβ‰₯4a+b\dfrac{1}{a}+\dfrac{1}{b}\ge \dfrac{4}{a+b}","a2+b2β‰₯(a+b)22a^2+b^2\ge \dfrac{(a+b)^2}{2}","a2b+b2aβ‰₯a+b\dfrac{a^2}{b}+\dfrac{b^2}{a}\ge a+b","a2+b2≀(a+b)22a^2+b^2\le \dfrac{(a+b)^2}{2}"] answer="A,B,C" hint="Use standard school-level Cauchy forms and one factorisation." solution="1. True. By Titu or by Cauchy, 1a+1bβ‰₯(1+1)2a+b=4a+b\qquad \dfrac{1}{a}+\dfrac{1}{b}\ge \dfrac{(1+1)^2}{a+b}=\dfrac{4}{a+b}
  • True. This is the standard two-variable form.
  • True. Because
  • a2b+b2aβˆ’(a+b)=(aβˆ’b)2(a+b)abβ‰₯0\qquad \dfrac{a^2}{b}+\dfrac{b^2}{a}-(a+b)=\dfrac{(a-b)^2(a+b)}{ab}\ge 0
  • False. The reverse inequality is true.
  • Hence the correct answer is A,B,C\boxed{A,B,C}." ::: :::question type="SUB" question="Prove that for positive numbers x,y,zx,y,z, x2y+y2z+z2xβ‰₯x+y+z\dfrac{x^2}{y}+\dfrac{y^2}{z}+\dfrac{z^2}{x}\ge x+y+z." answer="The inequality is true." hint="Use Titu's lemma or factorisation-style comparison." solution="By Titu's lemma, x2y+y2z+z2xβ‰₯(x+y+z)2x+y+z=x+y+z\qquad \dfrac{x^2}{y}+\dfrac{y^2}{z}+\dfrac{z^2}{x}\ge \dfrac{(x+y+z)^2}{x+y+z}=x+y+z So the required inequality follows immediately. Therefore, x2y+y2z+z2xβ‰₯x+y+z\qquad \boxed{\dfrac{x^2}{y}+\dfrac{y^2}{z}+\dfrac{z^2}{x}\ge x+y+z}" ::: ---

    Summary

    ❗ Key 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

    ❗ Standard inequalities β€” Key Points

    • Absolute Value Fundamentals: Master the definition of ∣x∣|x| and its geometric interpretation. Key properties include ∣xβˆ£β‰€aβ€…β€ŠβŸΊβ€…β€Šβˆ’a≀x≀a|x| \le a \iff -a \le x \le a and ∣x∣β‰₯aβ€…β€ŠβŸΊβ€…β€Šxβ‰€βˆ’aΒ orΒ xβ‰₯a|x| \ge a \iff x \le -a \text{ or } x \ge a.

    • Triangle Inequality: The fundamental inequality ∣a+bβˆ£β‰€βˆ£a∣+∣b∣|a+b| \le |a|+|b| and its variations (e.g., reverse triangle inequality, ∣∣aβˆ£βˆ’βˆ£bβˆ£βˆ£β‰€βˆ£aβˆ’b∣||a|-|b|| \le |a-b|) are essential for bounding sums and differences.

    • AM-GM Principle: For any non-negative real numbers a1,…,ana_1, \dots, a_n, the arithmetic mean is greater than or equal to the geometric mean: a1+β‹―+annβ‰₯a1…ann\frac{a_1+\dots+a_n}{n} \ge \sqrt[n]{a_1\dots a_n}. 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 a1,…,ana_1, \dots, a_n and b1,…,bnb_1, \dots, b_n, the inequality states (βˆ‘i=1naibi)2≀(βˆ‘i=1nai2)(βˆ‘i=1nbi2)( \sum_{i=1}^n a_ib_i )^2 \le ( \sum_{i=1}^n a_i^2 )( \sum_{i=1}^n b_i^2 ).

    • 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 (ai)(a_i) and (bi)(b_i) are proportional.

    Chapter Review Questions

    :::question type="MCQ" question="How many integer solutions exist for the inequality ∣2xβˆ’3∣<5|2x-3| < 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 ∣2xβˆ’3∣<5|2x-3| < 5 can be rewritten as βˆ’5<2xβˆ’3<5-5 < 2x-3 < 5. Adding 3 to all parts yields βˆ’2<2x<8-2 < 2x < 8. Dividing by 2 gives βˆ’1<x<4-1 < x < 4. The integers satisfying this range are 0,1,2,30, 1, 2, 3. There are 4 such integer solutions."
    :::

    :::question type="NAT" question="For x>0x > 0, what is the minimum value of x+4xx + \frac{4}{x}?" answer="4" hint="Apply the AM-GM inequality to the two positive terms." solution="By the AM-GM inequality, for x>0x>0, we have x+4xβ‰₯2xβ‹…4x=24=2β‹…2=4x + \frac{4}{x} \ge 2\sqrt{x \cdot \frac{4}{x}} = 2\sqrt{4} = 2 \cdot 2 = 4. Equality holds when x=4xx = \frac{4}{x}, i.e., x2=4x^2=4, so x=2x=2 (since x>0x>0). Thus, the minimum value is 4."
    :::

    :::question type="MCQ" question="If x,y,zx,y,z are real numbers such that x2+y2+z2=1x^2+y^2+z^2=1, what is the maximum value of x+2y+3zx+2y+3z?" options=["14\sqrt{14}", "1414", "77", "7\sqrt{7}"] answer="14\sqrt{14}" hint="Use the Cauchy-Schwarz inequality." solution="By the Cauchy-Schwarz inequality, for real numbers a1,a2,a3a_1, a_2, a_3 and b1,b2,b3b_1, b_2, b_3:

    (a1b1+a2b2+a3b3)2≀(a12+a22+a32)(b12+b22+b32)(a_1b_1 + a_2b_2 + a_3b_3)^2 \le (a_1^2+a_2^2+a_3^2)(b_1^2+b_2^2+b_3^2)

    Let a1=x,a2=y,a3=za_1=x, a_2=y, a_3=z and b1=1,b2=2,b3=3b_1=1, b_2=2, b_3=3.
    Then (xβ‹…1+yβ‹…2+zβ‹…3)2≀(x2+y2+z2)(12+22+32)(x \cdot 1 + y \cdot 2 + z \cdot 3)^2 \le (x^2+y^2+z^2)(1^2+2^2+3^2).
    Given x2+y2+z2=1x^2+y^2+z^2=1, we have:
    (x+2y+3z)2≀(1)(1+4+9)(x+2y+3z)^2 \le (1)(1+4+9)
    (x+2y+3z)2≀14(x+2y+3z)^2 \le 14
    Taking the square root of both sides, we get βˆ’14≀x+2y+3z≀14-\sqrt{14} \le x+2y+3z \le \sqrt{14}.
    The maximum value is 14\sqrt{14}. Equality holds when (x,y,z)(x,y,z) is proportional to (1,2,3)(1,2,3) and x2+y2+z2=1x^2+y^2+z^2=1."
    :::

    :::question type="NAT" question="If a,b,ca,b,c are positive real numbers such that a+b+c=3a+b+c=3, what is the minimum value of 1a+1b+1c\frac{1}{a}+\frac{1}{b}+\frac{1}{c}?" answer="3" hint="Consider the product (a+b+c)(1a+1b+1c)(a+b+c)\left(\frac{1}{a}+\frac{1}{b}+\frac{1}{c}\right) or apply AM-HM inequality." solution="By the Cauchy-Schwarz inequality, with sequences (a,b,c)(\sqrt{a}, \sqrt{b}, \sqrt{c}) and (1a,1b,1c)(\frac{1}{\sqrt{a}}, \frac{1}{\sqrt{b}}, \frac{1}{\sqrt{c}}):

    (aβ‹…1a+bβ‹…1b+cβ‹…1c)2≀(a+b+c)(1a+1b+1c)\left(\sqrt{a} \cdot \frac{1}{\sqrt{a}} + \sqrt{b} \cdot \frac{1}{\sqrt{b}} + \sqrt{c} \cdot \frac{1}{\sqrt{c}}\right)^2 \le (a+b+c)\left(\frac{1}{a}+\frac{1}{b}+\frac{1}{c}\right)

    (1+1+1)2≀(a+b+c)(1a+1b+1c)(1+1+1)^2 \le (a+b+c)\left(\frac{1}{a}+\frac{1}{b}+\frac{1}{c}\right)

    32≀(a+b+c)(1a+1b+1c)3^2 \le (a+b+c)\left(\frac{1}{a}+\frac{1}{b}+\frac{1}{c}\right)

    9≀(a+b+c)(1a+1b+1c)9 \le (a+b+c)\left(\frac{1}{a}+\frac{1}{b}+\frac{1}{c}\right)

    Given a+b+c=3a+b+c=3, we have:
    9≀3(1a+1b+1c)9 \le 3\left(\frac{1}{a}+\frac{1}{b}+\frac{1}{c}\right)

    3≀1a+1b+1c3 \le \frac{1}{a}+\frac{1}{b}+\frac{1}{c}

    The minimum value is 3, which occurs when a=b=c=1a=b=c=1."
    :::

    What's Next?

    πŸ’‘ 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.

    🎯 Key Points to Remember

    • βœ“ Master the core concepts in Standard inequalities before moving to advanced topics
    • βœ“ Practice with previous year questions to understand exam patterns
    • βœ“ Review short notes regularly for quick revision before exams

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