NETMaths

Counterexample bank

Part C is won by knowing which tempting claims are false. 148 counterexamples; 85 free. The rest come with the Notes pack.

#1 · Analysis & Linear Algebra › Metric Spaces

Closed and bounded ⇒ compact— false

Counterexample: Closed unit ball in ℓ² (or in C[0,1] with sup norm)

has no convergent subsequence since ‖. Heine–Borel is only.

compactnessmetric spaces

#2 · Analysis & Linear Algebra › Metric Spaces

Bounded ⇒ totally bounded— false

Counterexample: ℝ with the discrete metric

Everything is within distance 1, but no finite set of balls of radius ½ covers it.

compactnessmetric spaces

#3 · Analysis & Linear Algebra › Metric Spaces

Completeness is a topological property— false

Counterexample: (0,1) and ℝ

Homeomorphic, but is complete and (0,1) is not (1/n is Cauchy).

completenessmetric spaces

#4 · Analysis & Linear Algebra › Metric Spaces

Connected ⇒ path-connected— false

Counterexample: Topologist's sine curve {(x, sin 1/x) : 0 < x ≤ 1} ∪ {0}×[−1,1]

Connected as the closure of a connected set; no path reaches the segment.

connectednesstopology

#5 · Analysis & Linear Algebra › Continuity and Differentiation

Continuous on a bounded interval ⇒ bounded— false

Counterexample: f(x) = 1/x on (0,1)

Needs a compact (closed) domain.

continuity

#6 · Analysis & Linear Algebra › Continuity and Differentiation

Uniformly continuous ⇒ Lipschitz— false

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continuity

#7 · Analysis & Linear Algebra › Continuity and Differentiation

Differentiable ⇒ continuously differentiable— false

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differentiation

#8 · Analysis & Linear Algebra › Sequences and Series of Functions

Pointwise limit of continuous functions is continuous— false

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uniform convergence

#9 · Analysis & Linear Algebra › The Real Line

Σaₙ convergent ⇒ Σaₙ² convergent— false

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series

#10 · Analysis & Linear Algebra › The Real Line

aₙ → 0 ⇒ Σaₙ converges— false

Counterexample: Harmonic series Σ1/n

series

#11 · Analysis & Linear Algebra › Integration

Riemann integrable ⇒ continuous almost everywhere fails for… (i.e. 'bounded ⇒ integrable')— false

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integration

#12 · Analysis & Linear Algebra › Lebesgue Measure and Integration

A subset of ℝ with measure zero is countable— false

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measure

#13 · Complex Analysis, Algebra & Topology › Topology

Every subspace of a separable metric space is separable — fails for general topological spaces— false

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topologyseparability

#14 · Analysis & Linear Algebra › Eigenvalues and Canonical Forms

Same characteristic polynomial ⇒ similar— false

Counterexample: 0 matrix and [[0,1],[0,0]]

Both have char poly , different minimal polynomials (x vs .

linear algebracanonical forms

#15 · Analysis & Linear Algebra › Eigenvalues and Canonical Forms

Diagonalisable ⇒ invertible— false

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linear algebra

#16 · Analysis & Linear Algebra › Eigenvalues and Canonical Forms

Real matrix with real eigenvalues is diagonalisable— false

Counterexample: [[1,1],[0,1]]

Eigenvalue 1 with geometric multiplicity 1 < algebraic 2.

linear algebra

#17 · Analysis & Linear Algebra › Determinants and Matrix Tricks

AB = I ⇒ BA = I for all matrices— false

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linear algebra

#18 · Analysis & Linear Algebra › Inner Product Spaces and Forms

Every real symmetric matrix is positive definite if det > 0— false

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linear algebraquadratic forms

#19 · Complex Analysis, Algebra & Topology › Groups

Converse of Lagrange: d | |G| ⇒ subgroup of order d— false

Counterexample: A₄ has no subgroup of order 6

groups

#20 · Complex Analysis, Algebra & Topology › Groups

H ⊴ K and K ⊴ G ⇒ H ⊴ G— false

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groups

#21 · Complex Analysis, Algebra & Topology › Groups

Every group of order p² is cyclic— false

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groupsp-groups

#22 · Complex Analysis, Algebra & Topology › Rings and Fields

Every integral domain is a UFD— false

Counterexample: ℤ[√−5]: 6 = 2·3 = (1+√−5)(1−√−5)

rings

#23 · Complex Analysis, Algebra & Topology › Rings and Fields

Every UFD is a PID— false

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rings

#24 · Complex Analysis, Algebra & Topology › Rings and Fields

Every PID is Euclidean— false

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rings

#25 · Complex Analysis, Algebra & Topology › Rings and Fields

Irreducible over ℤ ⇒ irreducible mod every prime— false

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polynomialsfields

#26 · Complex Analysis, Algebra & Topology › Cauchy Theory

Bounded real part ⇒ entire function is constant — fails if only |f| is bounded on a half-plane— false

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complexliouville

#27 · Complex Analysis, Algebra & Topology › Singularities and Residues

Zeros of a non-constant analytic function can accumulate inside the domain— false

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complexzeros

#28 · Complex Analysis, Algebra & Topology › Singularities and Residues

|f| bounded near an isolated singularity ⇒ pole— false

Counterexample: f(z) = sin(z)/z at 0

Bounded ⇒ removable (Riemann). Poles have |f| .

complexsingularities

#29 · ODE, PDE & Applied Mathematics › Ordinary Differential Equations

Every IVP has a unique solution— false

Counterexample: y′ = y^{1/3}, y(0) = 0

Not Lipschitz at 0; y ≡ 0 and y = both solve it.

ODE

#30 · Probability & Statistics › Limit Theorems and Markov Chains

Convergence in probability ⇒ almost sure convergence— false

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probabilityconvergence

#31 · Probability & Statistics › Probability

Uncorrelated ⇒ independent— false

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probability

#32 · Analysis & Linear Algebra › The Real Line

Cesàro means converge ⇒ the sequence converges— false

Counterexample: aₙ = (−1)ⁿ

Partial averages → 0, sequence diverges.

sequences

#33 · Analysis & Linear Algebra › The Real Line

aₙ^{1/n} → L ⇒ aₙ₊₁/aₙ → L— false

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sequences

#34 · Analysis & Linear Algebra › The Real Line

limsup(aₙ + bₙ) = limsup aₙ + limsup bₙ— false

Counterexample: aₙ = (−1)ⁿ, bₙ = (−1)ⁿ⁺¹

, so the left side is 0 while the right side is 1 + 1 = 2.

sequenceslimsup

#35 · Analysis & Linear Algebra › The Real Line

Σaₙ converges ⇒ Σaₙ² converges— false

Counterexample: aₙ = (−1)ⁿ/√n

Alternating series converges; squares give the harmonic series.

series

#36 · Analysis & Linear Algebra › The Real Line

Ratio test inconclusive ⇒ root test inconclusive— false

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series

#37 · Analysis & Linear Algebra › Continuity and Differentiation

Bounded and continuous on ℝ ⇒ uniformly continuous— false

Counterexample: f(x) = sin(x²)

satisfy || → 0 while || = 1.

continuity

#38 · Analysis & Linear Algebra › Continuity and Differentiation

Product of uniformly continuous functions is uniformly continuous— false

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continuity

#39 · Analysis & Linear Algebra › Eigenvalues and Canonical Forms

Same characteristic and minimal polynomial ⇒ similar— false

Counterexample: 4×4 nilpotent matrices with Jordan blocks of sizes {2, 2} and {2, 1, 1}

Both have and , but different numbers of blocks (ranks 2 vs 1).

linear algebracanonical forms

#40 · Analysis & Linear Algebra › Vector Spaces and Linear Maps

AB and BA have the same minimal polynomial— false

Counterexample: A = [[0,1],[0,0]], B = [[0,0],[0,1]]

AB = A has minimal polynomial , BA = 0 has x. The characteristic polynomials do agree.

linear algebra

#41 · Analysis & Linear Algebra › Eigenvalues and Canonical Forms

Commuting matrices are simultaneously diagonalisable— false

Counterexample: A = B = [[0,1],[0,0]]

They commute but neither is diagonalisable. Need each to be diagonalisable first.

linear algebra

#42 · Analysis & Linear Algebra › Eigenvalues and Canonical Forms

Real matrix diagonalisable over ℂ ⇒ diagonalisable over ℝ— false

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linear algebra

#43 · Analysis & Linear Algebra › Continuity and Differentiation

If lim f/g exists (0/0 form) then lim f′/g′ exists— false

Counterexample: f(x) = x² sin(1/x), g(x) = x as x → 0

f/g = x sin(1/x) → 0, but f′/g′ = 2x sin(1/x) − cos(1/x) has no limit. L'Hôpital goes one way only.

differentiation

#44 · Analysis & Linear Algebra › Continuity and Differentiation

f′(x₀) = 0 and f′ changes sign nowhere near x₀ ⇒ f is constant near x₀— false

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differentiation

#45 · Analysis & Linear Algebra › Integration

|f| Riemann integrable ⇒ f Riemann integrable— false

Counterexample: f = 1 on ℚ ∩ [0,1], −1 elsewhere

|f| ≡ 1 is integrable; f is discontinuous everywhere.

integration

#46 · Analysis & Linear Algebra › Integration

A composition of Riemann integrable functions is Riemann integrable— false

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integration

#47 · Analysis & Linear Algebra › Sequences and Series of Functions

fₙ → f uniformly ⇒ fₙ′ → f′— false

Counterexample: fₙ(x) = sin(nx)/n

Converges uniformly to 0, derivatives cos(nx) do not converge.

uniform convergence

#48 · Analysis & Linear Algebra › Sequences and Series of Functions

fₙ → 0 pointwise on [0,1] ⇒ ∫₀¹ fₙ → 0— false

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uniform convergenceintegration

#49 · Analysis & Linear Algebra › Sequences and Series of Functions

Σaₙxⁿ → L as x → 1⁻ ⇒ Σaₙ = L— false

Counterexample: Σ(−1)ⁿxⁿ = 1/(1 + x) → 1/2

diverges. Abel's theorem has no converse without a Tauberian condition.

seriespower series

#50 · Analysis & Linear Algebra › Sequences and Series of Functions

A power series converges uniformly on its open disc of convergence— false

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power seriesuniform convergence

#51 · Analysis & Linear Algebra › Metric Spaces

d(Tx, Ty) < d(x, y) for all x ≠ y on a complete space ⇒ T has a fixed point— false

Counterexample: T(x) = x + 1/x on [1, ∞)

Distances strictly decrease but no contraction constant k < 1 exists; no fixed point.

completenessfixed point

#52 · Analysis & Linear Algebra › Metric Spaces

A countable dense subset of ℝ can be a G_δ— false

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completenessbaire

#53 · Analysis & Linear Algebra › Metric Spaces

Closure of a path-connected set is path-connected— false

Counterexample: Graph of sin(1/x) on (0,1]

Its closure is the topologist's sine curve.

connectedness

#54 · Analysis & Linear Algebra › Metric Spaces

Path components are closed— false

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connectednesstopology

#55 · Complex Analysis, Algebra & Topology › Groups

If d divides |G| then G has a subgroup of order d— false

Counterexample: A₄ has order 12 but no subgroup of order 6

groups

#56 · Complex Analysis, Algebra & Topology › Groups

o(ab) is finite whenever o(a) and o(b) are— false

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groups

#57 · Complex Analysis, Algebra & Topology › Groups

H ⊴ K and K ⊴ G imply H ⊴ G— false

Counterexample: ⟨(12)(34)⟩ ⊴ V₄ ⊴ A₄

Conjugating (12)(34) by the 3-cycle (123) gives (13)(24) ∉ ⟨(12)(34)⟩.

groups

#58 · Complex Analysis, Algebra & Topology › Groups

If every subgroup of G is normal then G is abelian— false

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groups

#59 · Complex Analysis, Algebra & Topology › Groups

Aₙ is simple for every n ≥ 3— false

Counterexample: A₄ has the normal subgroup V₄ = {e, (12)(34), (13)(24), (14)(23)}

groupspermutations

#60 · Complex Analysis, Algebra & Topology › Groups

A group with trivial centre cannot have order a prime power— false

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groupsp-groups

#61 · Complex Analysis, Algebra & Topology › Groups

G/Z(G) can be cyclic and non-trivial— false

Counterexample: Impossible — if G/Z is cyclic then G is abelian, so G/Z is trivial

This 'no counterexample exists' fact is itself examined: |G/Z| is never prime.

groups

#62 · Complex Analysis, Algebra & Topology › Groups

A group of order pq (p < q) is always cyclic— false

Counterexample: S₃ of order 6 = 2·3

Non-abelian because 2 | 3 − 1. The cyclic conclusion needs p ∤ q − 1.

groupssylow

#63 · Complex Analysis, Algebra & Topology › Groups

(ℤ/2^kℤ)* is cyclic for every k— false

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groupsabelian

#64 · Complex Analysis, Algebra & Topology › Rings and Fields

Every prime ideal is maximal— false

Counterexample: (X) in ℤ[X], or (0) in any integral domain that is not a field

is a domain but not a field. In a PID the implication does hold for non-zero primes.

rings

#65 · Complex Analysis, Algebra & Topology › Rings and Fields

In every integral domain, irreducible implies prime— false

Counterexample: 2 in ℤ[√−5]

2 is irreducible (no element of norm 2) but divides without dividing either factor.

rings

#66 · Complex Analysis, Algebra & Topology › Rings and Fields

R a PID implies R[X] is a PID— false

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rings

#67 · Complex Analysis, Algebra & Topology › Rings and Fields

A polynomial irreducible over ℚ is irreducible modulo some prime— false

Counterexample: x⁴ + 1

Irreducible over , yet reducible modulo every prime.

polynomials

#68 · Complex Analysis, Algebra & Topology › Rings and Fields

A degree-4 polynomial with no rational roots is irreducible over ℚ— false

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polynomials

#69 · Complex Analysis, Algebra & Topology › Rings and Fields

An algebraic extension is a finite extension— false

Counterexample: The field of all algebraic numbers Q̄ over ℚ

Every element is algebraic, but the extension has infinite degree (it contains for every n).

fields

#70 · Complex Analysis, Algebra & Topology › Rings and Fields

Every extension of degree n has a Galois group of order n— false

Counterexample: ℚ(∛2)/ℚ has degree 3 but only the identity automorphism

The extension is not normal — the other cube roots are not real. Order = degree only for Galois extensions.

fieldsgalois

#71 · Complex Analysis, Algebra & Topology › Topology

cl(A ∩ B) = cl(A) ∩ cl(B)— false

Counterexample: A = ℚ, B = ℝ∖ℚ in ℝ

cl(A ∩ B) = cl(∅) = ∅ but cl A ∩ cl .

topology

#72 · Complex Analysis, Algebra & Topology › Topology

A product of normal spaces is normal— false

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topologyseparation

#73 · Complex Analysis, Algebra & Topology › Topology

A continuous bijection is a homeomorphism— false

Counterexample: id : (ℝ, discrete) → (ℝ, usual), or t ↦ (cos t, sin t) from [0, 2π) to S¹

Needs compact domain and Hausdorff codomain.

topology

#74 · Complex Analysis, Algebra & Topology › Topology

Countably compact implies compact— false

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topologycompactness

#75 · Complex Analysis, Algebra & Topology › Topology

The closed unit ball of a normed space is compact— false

Counterexample: The unit ball of ℓ²

Riesz: compactness of the ball holds exactly in finite dimensions.

topologycompactness

#76 · Complex Analysis, Algebra & Topology › Topology

Connected components are open— false

Counterexample: ℚ with the usual topology

Components are singletons, which are not open. They are open exactly when the space is locally connected.

topologyconnectedness

#77 · Complex Analysis, Algebra & Topology › Topology

A totally disconnected space is discrete— false

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topology

#78 · Complex Analysis, Algebra & Topology › Topology

A compact T₁ space is Hausdorff— false

Counterexample: An infinite set with the cofinite topology

Compact and but any two non-empty open sets intersect.

topology

#79 · Complex Analysis, Algebra & Topology › Analytic Functions

The Cauchy–Riemann equations at a point imply complex differentiability there— false

Counterexample: f(z) = (z̄)²/z for z ≠ 0, f(0) = 0

CR hold at 0, but the difference quotient along z = t(1+i) differs from the one along the real axis.

complexcauchy-riemann

#80 · Complex Analysis, Algebra & Topology › Analytic Functions

A harmonic function on any domain has a harmonic conjugate— false

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complexharmonic

#81 · Complex Analysis, Algebra & Topology › Analytic Functions

Zeros of a non-constant holomorphic function cannot accumulate— false

Counterexample: sin(1/z) on ℂ∖{0}

Zeros accumulate at 0, which lies outside the domain. Inside the domain zeros are always isolated.

complexzeros

#82 · Complex Analysis, Algebra & Topology › Analytic Functions

C^∞ implies analytic— false

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complexanalyticity

#83 · Complex Analysis, Algebra & Topology › Cauchy Theory

If f is holomorphic on the domain enclosed by γ except possibly at isolated points, and ∮_γ f = 0, then f has no singularity inside— false

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complexcontour integration

#84 · Complex Analysis, Algebra & Topology › Cauchy Theory

Cauchy's theorem applies to any domain without singularities of f— false

Counterexample: f(z) = 1/z on the annulus ½ < |z| < 2

f is holomorphic there but dz — the annulus is not simply connected.

complex

#85 · Complex Analysis, Algebra & Topology › Cauchy Theory

A bounded holomorphic function on an unbounded domain is constant— false

Counterexample: f(z) = eᶻ on {Re z < 0}

|eᶻ| < 1 there, but f is not constant. Liouville needs the whole plane.

complexliouville

#86 · Complex Analysis, Algebra & Topology › Cauchy Theory

An entire function omitting one value is constant— false

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complexliouville

#87 · Complex Analysis, Algebra & Topology › Cauchy Theory

|f| attains its minimum on the boundary for holomorphic f— false

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complex

#88 · Complex Analysis, Algebra & Topology › Singularities and Residues

If |f| is bounded near an isolated singularity, the singularity is a pole— false

Counterexample: f(z) = sin z / z at 0

Bounded ⇒ removable (Riemann). Poles have |f| .

complexsingularities

#89 · Complex Analysis, Algebra & Topology › Singularities and Residues

A function has a unique Laurent expansion about a point— false

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complexlaurent

#90 · Complex Analysis, Algebra & Topology › Singularities and Residues

∮_γ f = 0 implies f is holomorphic inside γ— false

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complexresidues

#91 · Complex Analysis, Algebra & Topology › Singularities and Residues

A small indentation around a simple pole contributes 2πi·Res— false

Counterexample: The indentation at 0 when computing ∫₀^∞ sin x/x dx

A half-circle contributes Res; using gives twice the right answer.

complexresidues

#92 · Complex Analysis, Algebra & Topology › Zeros and Mappings

f′(z) ≠ 0 everywhere implies f is injective— false

Counterexample: f(z) = eᶻ on ℂ

f′ = eᶻ never vanishes, yet . Non-vanishing derivative gives only local injectivity.

complexinjectivity

#93 · Complex Analysis, Algebra & Topology › Zeros and Mappings

ℂ and the unit disc are biholomorphic (both are simply connected)— false

Counterexample: Liouville's theorem

A biholomorphism 𝔻 would invert to a bounded entire function. is the sole exception in the Riemann mapping theorem.

complexconformal

#94 · ODE, PDE & Applied Mathematics › Ordinary Differential Equations

A continuous right-hand side gives a unique solution— false

Counterexample: y′ = y^{1/3}, y(0) = 0

Not Lipschitz at 0: y ≡ 0 and y = both solve it, as do infinitely many hybrids.

ODE

#95 · ODE, PDE & Applied Mathematics › Ordinary Differential Equations

A locally unique solution exists for all time— false

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ODE

#96 · ODE, PDE & Applied Mathematics › Ordinary Differential Equations

W(f, g) ≡ 0 implies f and g are linearly dependent— false

Counterexample: f(x) = x², g(x) = x|x| on ℝ

The Wronskian vanishes identically but no constant multiple relates them. The implication holds only for solutions of a common linear ODE.

ODEwronskian

#97 · ODE, PDE & Applied Mathematics › Ordinary Differential Equations

Every boundary value problem has a Green's function— false

Counterexample: y″ + π²y = f on [0,1] with y(0) = y(1) = 0

is an eigenvalue of the homogeneous problem, so the operator is not invertible and no Green's function exists.

ODEgreen

#98 · ODE, PDE & Applied Mathematics › Ordinary Differential Equations

Linearisation determines stability at every equilibrium— false

Counterexample: ẋ = −y − x³, ẏ = x − y³ at the origin

The linearisation is a centre (eigenvalues ±i), but gives V̇ : asymptotically stable. Non-hyperbolic equilibria escape Hartman–Grobman.

ODEstability

#99 · ODE, PDE & Applied Mathematics › Partial Differential Equations

A first-order quasilinear Cauchy problem with smooth data has a global smooth solution— false

Counterexample: u uₓ + u_y = 0 with u(x, 0) = −x

Characteristics all meet at y = 1: the solution blows up in gradient (a shock).

PDE

#100 · ODE, PDE & Applied Mathematics › Partial Differential Equations

A PDE has a single type throughout its domain— false

Counterexample: The Tricomi equation y uₓₓ + u_yy = 0

Elliptic in the upper half-plane, hyperbolic in the lower, parabolic on the axis.

PDE

#101 · ODE, PDE & Applied Mathematics › Partial Differential Equations

All the classical equations satisfy a maximum principle— false

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PDE

#102 · ODE, PDE & Applied Mathematics › Numerical Analysis

Newton's method converges quadratically to any root— false

Counterexample: f(x) = x² at the root 0

The root is double: , only linear convergence.

numerical

#103 · ODE, PDE & Applied Mathematics › Numerical Analysis

Newton's method always converges from any starting point— false

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numerical

#104 · ODE, PDE & Applied Mathematics › Numerical Analysis

Increasing the number of equally spaced interpolation nodes improves the approximation— false

Counterexample: Runge's function 1/(1 + 25x²) on [−1, 1]

The interpolants diverge near the endpoints as . Chebyshev nodes restore convergence.

numerical

#105 · ODE, PDE & Applied Mathematics › Numerical Analysis

A convergent method is stable for any step size— false

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numericalstability

#106 · ODE, PDE & Applied Mathematics › Calculus of Variations

A weak minimum of a functional is a strong minimum— false

Counterexample: J[y] = ∫₀^π (1 − (y′)²)y² dx at y ≡ 0

In the ball the integrand is non-negative so J ≥ 0; in the ball a steeply oscillating small y makes J negative.

calculus of variations

#107 · ODE, PDE & Applied Mathematics › Linear Integral Equations

Every integral equation of the second kind has a unique solution— false

Counterexample: y(x) − 3∫₀¹ tx y(t)dt = eˣ

is an eigenvalue of the kernel tx, and eˣ is not orthogonal to t — no solution exists.

integral equations

#108 · ODE, PDE & Applied Mathematics › Linear Integral Equations

Volterra equations have eigenvalues just like Fredholm equations— false

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integral equations

#109 · ODE, PDE & Applied Mathematics › Classical Mechanics

The generalised momentum ∂L/∂q̇ always equals mass × velocity— false

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mechanics

#110 · ODE, PDE & Applied Mathematics › Classical Mechanics

The Hamiltonian always equals the total energy— false

Counterexample: A bead on a wire rotating at forced angular velocity ω

The constraint is time-dependent, so H is conserved but differs from T + V.

mechanics

#111 · Probability & Statistics › Probability

Pairwise independent events are mutually independent— false

Counterexample: Two fair coin tosses: A = first is heads, B = second is heads, C = the two agree

Each pair is independent, but P(A∩B∩C) = 1/4 ≠ 1/8 = P(A)P(B)P(C).

probability

#112 · Probability & Statistics › Probability

Every random variable has a moment generating function— false

Counterexample: The standard Cauchy distribution

E[ for every t ≠ 0; even E|X| is infinite. Its characteristic function exists.

probability

#113 · Probability & Statistics › Probability

A mixture of two distributions is a linear combination of the variables— false

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probability

#114 · Probability & Statistics › Probability

The maximum of independent exponentials is exponential— false

Counterexample: max(X₁, X₂) with Xᵢ ~ Exp(1)

The minimum is exponential (rate ; the maximum has CDF (1 − , which is not exponential.

probabilitydistributions

#115 · Probability & Statistics › Probability

If X and Y are each normal and uncorrelated then they are independent— false

Counterexample: X ~ N(0,1), ε = ±1 with probability ½ independent of X, Y = εX

Y is N(0,1), Cov(X,Y) = 0, but |X| = |Y| always. The pair is not jointly normal.

probability

#116 · Probability & Statistics › Probability

Uncorrelated implies independent— false

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probability

#117 · Probability & Statistics › Limit Theorems and Markov Chains

Convergence in probability implies almost sure convergence— false

Counterexample: The typewriter sequence on [0,1]

but every is hit infinitely often, so there is no a.s. limit.

probabilityconvergence

#118 · Probability & Statistics › Limit Theorems and Markov Chains

Xₙ → 0 almost surely implies E[Xₙ] → 0— false

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probabilityconvergence

#119 · Probability & Statistics › Limit Theorems and Markov Chains

An irreducible chain with a stationary distribution converges to it— false

Counterexample: The two-state chain that swaps deterministically (period 2)

½, ½) is stationary and unique, but oscillates between 0 and 1. Aperiodicity is required.

probabilitymarkov

#120 · Probability & Statistics › Limit Theorems and Markov Chains

A recurrent chain has a stationary distribution— false

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probabilitymarkov

#121 · Probability & Statistics › Estimation

A sufficient statistic is complete— false

Counterexample: X₍ₙ₎ (or (X₍₁₎, X₍ₙ₎)) for Uniform(−θ, θ)

Sufficient but not complete: symmetry gives non-zero functions with zero expectation.

statistics

#122 · Probability & Statistics › Estimation

The Cramér–Rao bound is attained by the UMVUE— false

Counterexample locked — unlock with Notes + PYQ

statistics

#123 · Probability & Statistics › Estimation

The MLE is unbiased— false

Counterexample: σ̂² = (1/n)Σ(Xᵢ − X̄)² for N(μ, σ²), or X₍ₙ₎ for Uniform(0,θ)

Both underestimate systematically; .

statistics

#124 · Probability & Statistics › Estimation

The MLE is unique— false

Counterexample locked — unlock with Notes + PYQ

statistics

#125 · Probability & Statistics › Hypothesis Testing

A UMP test exists for every testing problem— false

Counterexample: H₀: μ = 0 vs H₁: μ ≠ 0 for N(μ, 1)

The MP test for rejects for large X̄, for for small X̄; no single test is best against both.

statisticstesting

#126 · Probability & Statistics › Hypothesis Testing

Any interval of the form [X̄ − (S/√n)t, ∞) with a 90% quantile t is a 90% confidence interval— false

Counterexample: t = t_{n−1,0.9} under the convention t_{m,α} = (1−α)-th quantile

That t is the 10th percentile, so the interval has coverage 10%, not 90%.

statistics

#127 · Probability & Statistics › Linear Models and Multivariate

OLS is the BLUE in every linear model— false

Counterexample: Yᵢ = βxᵢ + εᵢ with Var(εᵢ) = σ²xᵢ²

Gauss–Markov assumes constant variance; here weighted least squares (the mean of has smaller variance.

statisticsregression

#128 · Probability & Statistics › Linear Models and Multivariate

Every parameter in the one-way ANOVA model is estimable— false

Counterexample locked — unlock with Notes + PYQ

statisticsanova

#129 · Probability & Statistics › Linear Models and Multivariate

If every marginal is normal then the vector is multivariate normal— false

Counterexample: X ~ N(0,1) and Y = εX with ε = ±1 independent

Both marginals are N(0,1) but X + Y is 0 half the time — not normal, so the pair is not jointly normal.

statisticsmultivariate

#130 · Probability & Statistics › Sampling and Design of Experiments

Systematic sampling is always at least as efficient as SRS— false

Counterexample: A population with a periodic pattern of period k, sampled every k-th unit

Every sampled unit falls at the same phase, so the sample can be maximally unrepresentative.

statisticssampling

#131 · Analysis & Linear Algebra › The Real Line

Every ordered field is Archimedean— false

Counterexample locked — unlock with Notes + PYQ

real analysis

#132 · Analysis & Linear Algebra › Integration

If ∫₀^∞ f converges then f(x) → 0— false

Counterexample: f with a spike of height n and width 2/n³ at each integer n

The total area is finite but f is unbounded, so it does not tend to 0.

integration

#133 · Analysis & Linear Algebra › Sequences and Series of Functions

A uniformly bounded sequence in C[0,1] has a uniformly convergent subsequence— false

Counterexample: fₙ(x) = xⁿ

Bounded by 1, but the pointwise limit is discontinuous so no subsequence converges uniformly. Equicontinuity is the missing hypothesis.

uniform convergencecompactness

#134 · Analysis & Linear Algebra › Functions of Several Variables

If all partial derivatives exist at a point then f is continuous there— false

Counterexample: f(x,y) = xy/(x²+y²), f(0,0) = 0

Both partials are 0 at the origin, but f = ½ along y = x, so f is not continuous.

multivariable

#135 · Analysis & Linear Algebra › Functions of Several Variables

Mixed partial derivatives are always equal— false

Counterexample locked — unlock with Notes + PYQ

multivariable

#136 · Analysis & Linear Algebra › Functions of Several Variables

A C¹ map with everywhere non-zero Jacobian is injective— false

Counterexample: f(x,y) = (eˣ cos y, eˣ sin y) on ℝ²

The Jacobian determinant is ≠ 0, but . Invertibility is only local.

multivariable

#137 · Analysis & Linear Algebra › Metric Spaces

An arbitrary intersection of open sets is open— false

Counterexample: ∩_{n≥1}(−1/n, 1/n) = {0}

Only finite intersections preserve openness.

topologyreal analysis

#138 · Analysis & Linear Algebra › Lebesgue Measure and Integration

A set of measure zero is countable— false

Counterexample: The Cantor set

Uncountable, yet measure zero.

measure

#139 · Analysis & Linear Algebra › Lebesgue Measure and Integration

A nowhere dense set has measure zero— false

Counterexample locked — unlock with Notes + PYQ

measure

#140 · Analysis & Linear Algebra › Lebesgue Measure and Integration

Pointwise convergence implies convergence of the integrals— false

Counterexample: fₙ = n·1_{(0,1/n)} on [0,1]

pointwise but always. Domination or monotonicity is essential.

measureintegration

#141 · Analysis & Linear Algebra › Lebesgue Measure and Integration

Iterated integrals of a measurable function always agree— false

Counterexample locked — unlock with Notes + PYQ

measure

#142 · Analysis & Linear Algebra › Lebesgue Measure and Integration

L¹[0,1] ⊆ L²[0,1]— false

Counterexample: f(x) = 1/√x

but dx. On a finite measure space the inclusion runs the other way.

measurelp

#143 · Analysis & Linear Algebra › Vector Spaces and Linear Maps

An injective linear operator on a vector space is surjective— false

Counterexample: The right shift on ℓ²: (x₁, x₂, …) ↦ (0, x₁, x₂, …)

Injective but misses everything with a non-zero first coordinate. Rank–nullity needs finite dimension.

linear algebra

#144 · Analysis & Linear Algebra › Eigenvalues and Canonical Forms

Every real matrix has a Jordan form over ℝ— false

Counterexample: The rotation [[0,−1],[1,0]]

Its eigenvalues ±i are not real; over one uses the real Jordan form with a 2×2 rotation block.

linear algebra

#145 · Analysis & Linear Algebra › Eigenvalues and Canonical Forms

Two matrices with the same characteristic and minimal polynomials are similar— false

Counterexample locked — unlock with Notes + PYQ

linear algebra

#146 · Analysis & Linear Algebra › Inner Product Spaces and Forms

A real matrix with all real eigenvalues is orthogonally diagonalisable— false

Counterexample: [[1,1],[0,1]]

Eigenvalue 1 twice but only one eigenvector; orthogonal diagonalisability requires symmetry.

linear algebra

#147 · Analysis & Linear Algebra › Inner Product Spaces and Forms

det A > 0 implies A is positive definite— false

Counterexample: A = diag(−1, −1)

det = 1 > 0 but both eigenvalues are negative. All leading principal minors must be positive.

linear algebraquadratic forms

#148 · Analysis & Linear Algebra › Determinants and Matrix Tricks

There exist matrices with AB − BA = I— false

Counterexample: Impossible over ℝ or ℂ in finite dimensions

trace(AB − BA) = 0 but trace(I) = n ≠ 0. (It is possible for unbounded operators — the Heisenberg relation.)

linear algebra