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Linear Combinations

Probability and Statistics · FE Reference Handbook section

Probability and Statistics
1 formulas
10 exam-style examples
~47 min
All Probability and Statistics lectures

Handbook notes for this section

Definitions and conditions exactly as the handbook states them.

  • In mathematics, a linear combination is an expression constructed from a set of terms by multiplying each term by a constant
  • See the section "Combinations of Random Variables" for how variances and standard deviations of random variables combine.
  • Engineering Probability and Statistics

Core formulas for this FE topic

Definitions, applicability, units, assumptions and worked examples for each relation.

Worked exam-style examples

The four ways this section is written on the real exam — thoughts first, then equations, then substitution.

Example 1
Combinations — solve for number of combinations — Linear Combinations

A quality team computes combinations of samples for an inspection lot. Given total items (n) = 7.0000; items chosen (r) = 4.0000, determine the number of combinations (C).

Given

  • totalitems(n)=7.0000total items (n) = 7.0000
  • itemschosen(r)=4.0000items chosen (r) = 4.0000

Find

number of combinations (C)

Start with the thinking

  • The governing relation printed in this handbook section is Combinations.
  • Everything except C is given, so isolate C symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Combinations count the unordered subsets of r items chosen from n distinct items.

Step-by-step solution

  1. Step 1 — State the governing relation:

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}
  2. Step 2 — Rearrange symbolically for C:

    C=n!r!(n−r)!C = \dfrac{n!}{r!(n-r)!}
  3. Step 3

    Listthegivens:totalitems(n)=7.0000,itemschosen(r)=4.0000List the givens: total items (n) = 7.0000, items chosen (r) = 4.0000
  4. Step 4 — Substitute the given values:

    C=7.0000!4.0000!(7.0000−4.0000)!C = \dfrac{7.0000!}{4.0000!(7.0000-4.0000)!}
  5. Step 5 — Evaluate:

    C=35.0000C = 35.0000
  6. Step 6 — Check: returning C = 35.0000 to

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}

    reproduces the given quantities, and both sides carry the same units.

Answer:
C=35.0000C = 35.0000

Why the other options are there

  • 70.0000 — kept a factor of two that cancels in the correct rearrangement.
  • 17.5000 — dropped that same factor in the other direction.
  • 38.5000 — rounded an intermediate value before the final step.

Reference: FE Handbook — Permutations and Combinations

Example 2
Combinations — solve for number of combinations (case 2) — Linear Combinations (2)

A student determines the combinations of committee members from a pool. Given total items (n) = 6.0000; items chosen (r) = 3.0000, determine the number of combinations (C).

Given

  • totalitems(n)=6.0000total items (n) = 6.0000
  • itemschosen(r)=3.0000items chosen (r) = 3.0000

Find

number of combinations (C)

Start with the thinking

  • The governing relation printed in this handbook section is Combinations.
  • Everything except C is given, so isolate C symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Combinations count the unordered subsets of r items chosen from n distinct items.

Step-by-step solution

  1. Step 1 — State the governing relation:

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}
  2. Step 2 — Rearrange symbolically for C:

    C=n!r!(n−r)!C = \dfrac{n!}{r!(n-r)!}
  3. Step 3

    Listthegivens:totalitems(n)=6.0000,itemschosen(r)=3.0000List the givens: total items (n) = 6.0000, items chosen (r) = 3.0000
  4. Step 4 — Substitute the given values:

    C=6.0000!3.0000!(6.0000−3.0000)!C = \dfrac{6.0000!}{3.0000!(6.0000-3.0000)!}
  5. Step 5 — Evaluate:

    C=20.0000C = 20.0000
  6. Step 6 — Check: returning C = 20.0000 to

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}

    reproduces the given quantities, and both sides carry the same units.

Answer:
C=20.0000C = 20.0000

Why the other options are there

  • 40.0000 — kept a factor of two that cancels in the correct rearrangement.
  • 10.0000 — dropped that same factor in the other direction.
  • 22.0000 — rounded an intermediate value before the final step.

Reference: FE Handbook — Permutations and Combinations

Example 3
Combinations — solve for number of combinations (case 3) — Linear Combinations (3)

The number of combinations of defective units in a batch is evaluated. Given total items (n) = 7.0000; items chosen (r) = 2.0000, determine the number of combinations (C).

Given

  • totalitems(n)=7.0000total items (n) = 7.0000
  • itemschosen(r)=2.0000items chosen (r) = 2.0000

Find

number of combinations (C)

Start with the thinking

  • The governing relation printed in this handbook section is Combinations.
  • Everything except C is given, so isolate C symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Combinations count the unordered subsets of r items chosen from n distinct items.

Step-by-step solution

  1. Step 1 — State the governing relation:

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}
  2. Step 2 — Rearrange symbolically for C:

    C=n!r!(n−r)!C = \dfrac{n!}{r!(n-r)!}
  3. Step 3

    Listthegivens:totalitems(n)=7.0000,itemschosen(r)=2.0000List the givens: total items (n) = 7.0000, items chosen (r) = 2.0000
  4. Step 4 — Substitute the given values:

    C=7.0000!2.0000!(7.0000−2.0000)!C = \dfrac{7.0000!}{2.0000!(7.0000-2.0000)!}
  5. Step 5 — Evaluate:

    C=21.0000C = 21.0000
  6. Step 6 — Check: returning C = 21.0000 to

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}

    reproduces the given quantities, and both sides carry the same units.

Answer:
C=21.0000C = 21.0000

Why the other options are there

  • 42.0000 — kept a factor of two that cancels in the correct rearrangement.
  • 10.5000 — dropped that same factor in the other direction.
  • 23.1000 — rounded an intermediate value before the final step.

Reference: FE Handbook — Permutations and Combinations

Example 4
Combinations — solve for number of combinations (case 4) — Linear Combinations (4)

A quality team computes combinations of samples for an inspection lot. Given total items (n) = 12.0000; items chosen (r) = 2.0000, determine the number of combinations (C).

Given

  • totalitems(n)=12.0000total items (n) = 12.0000
  • itemschosen(r)=2.0000items chosen (r) = 2.0000

Find

number of combinations (C)

Start with the thinking

  • The governing relation printed in this handbook section is Combinations.
  • Everything except C is given, so isolate C symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Combinations count the unordered subsets of r items chosen from n distinct items.

Step-by-step solution

  1. Step 1 — State the governing relation:

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}
  2. Step 2 — Rearrange symbolically for C:

    C=n!r!(n−r)!C = \dfrac{n!}{r!(n-r)!}
  3. Step 3

    Listthegivens:totalitems(n)=12.0000,itemschosen(r)=2.0000List the givens: total items (n) = 12.0000, items chosen (r) = 2.0000
  4. Step 4 — Substitute the given values:

    C=12.0000!2.0000!(12.0000−2.0000)!C = \dfrac{12.0000!}{2.0000!(12.0000-2.0000)!}
  5. Step 5 — Evaluate:

    C=66.0000C = 66.0000
  6. Step 6 — Check: returning C = 66.0000 to

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}

    reproduces the given quantities, and both sides carry the same units.

Answer:
C=66.0000C = 66.0000

Why the other options are there

  • 132.0 — kept a factor of two that cancels in the correct rearrangement.
  • 33.0000 — dropped that same factor in the other direction.
  • 72.6000 — rounded an intermediate value before the final step.

Reference: FE Handbook — Permutations and Combinations

Example 5
Combinations — solve for number of combinations (case 5) — Linear Combinations (5)

A student determines the combinations of committee members from a pool. Given total items (n) = 11.0000; items chosen (r) = 3.0000, determine the number of combinations (C).

Given

  • totalitems(n)=11.0000total items (n) = 11.0000
  • itemschosen(r)=3.0000items chosen (r) = 3.0000

Find

number of combinations (C)

Start with the thinking

  • The governing relation printed in this handbook section is Combinations.
  • Everything except C is given, so isolate C symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Combinations count the unordered subsets of r items chosen from n distinct items.

Step-by-step solution

  1. Step 1 — State the governing relation:

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}
  2. Step 2 — Rearrange symbolically for C:

    C=n!r!(n−r)!C = \dfrac{n!}{r!(n-r)!}
  3. Step 3

    Listthegivens:totalitems(n)=11.0000,itemschosen(r)=3.0000List the givens: total items (n) = 11.0000, items chosen (r) = 3.0000
  4. Step 4 — Substitute the given values:

    C=11.0000!3.0000!(11.0000−3.0000)!C = \dfrac{11.0000!}{3.0000!(11.0000-3.0000)!}
  5. Step 5 — Evaluate:

    C=165.0C = 165.0
  6. Step 6 — Check: returning C = 165.0 to

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}

    reproduces the given quantities, and both sides carry the same units.

Answer:
C=165.0C = 165.0

Why the other options are there

  • 330.0 — kept a factor of two that cancels in the correct rearrangement.
  • 82.5000 — dropped that same factor in the other direction.
  • 181.5 — rounded an intermediate value before the final step.

Reference: FE Handbook — Permutations and Combinations

Example 6
Combinations — solve for number of combinations (case 6) — Linear Combinations (6)

The number of combinations of defective units in a batch is evaluated. Given total items (n) = 6.0000; items chosen (r) = 2.0000, determine the number of combinations (C).

Given

  • totalitems(n)=6.0000total items (n) = 6.0000
  • itemschosen(r)=2.0000items chosen (r) = 2.0000

Find

number of combinations (C)

Start with the thinking

  • The governing relation printed in this handbook section is Combinations.
  • Everything except C is given, so isolate C symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Combinations count the unordered subsets of r items chosen from n distinct items.

Step-by-step solution

  1. Step 1 — State the governing relation:

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}
  2. Step 2 — Rearrange symbolically for C:

    C=n!r!(n−r)!C = \dfrac{n!}{r!(n-r)!}
  3. Step 3

    Listthegivens:totalitems(n)=6.0000,itemschosen(r)=2.0000List the givens: total items (n) = 6.0000, items chosen (r) = 2.0000
  4. Step 4 — Substitute the given values:

    C=6.0000!2.0000!(6.0000−2.0000)!C = \dfrac{6.0000!}{2.0000!(6.0000-2.0000)!}
  5. Step 5 — Evaluate:

    C=15.0000C = 15.0000
  6. Step 6 — Check: returning C = 15.0000 to

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}

    reproduces the given quantities, and both sides carry the same units.

Answer:
C=15.0000C = 15.0000

Why the other options are there

  • 30.0000 — kept a factor of two that cancels in the correct rearrangement.
  • 7.5000 — dropped that same factor in the other direction.
  • 16.5000 — rounded an intermediate value before the final step.

Reference: FE Handbook — Permutations and Combinations

Example 7
Combinations — solve for number of combinations (case 7) — Linear Combinations (7)

A quality team computes combinations of samples for an inspection lot. Given total items (n) = 9.0000; items chosen (r) = 2.0000, determine the number of combinations (C).

Given

  • totalitems(n)=9.0000total items (n) = 9.0000
  • itemschosen(r)=2.0000items chosen (r) = 2.0000

Find

number of combinations (C)

Start with the thinking

  • The governing relation printed in this handbook section is Combinations.
  • Everything except C is given, so isolate C symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Combinations count the unordered subsets of r items chosen from n distinct items.

Step-by-step solution

  1. Step 1 — State the governing relation:

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}
  2. Step 2 — Rearrange symbolically for C:

    C=n!r!(n−r)!C = \dfrac{n!}{r!(n-r)!}
  3. Step 3

    Listthegivens:totalitems(n)=9.0000,itemschosen(r)=2.0000List the givens: total items (n) = 9.0000, items chosen (r) = 2.0000
  4. Step 4 — Substitute the given values:

    C=9.0000!2.0000!(9.0000−2.0000)!C = \dfrac{9.0000!}{2.0000!(9.0000-2.0000)!}
  5. Step 5 — Evaluate:

    C=36.0000C = 36.0000
  6. Step 6 — Check: returning C = 36.0000 to

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}

    reproduces the given quantities, and both sides carry the same units.

Answer:
C=36.0000C = 36.0000

Why the other options are there

  • 72.0000 — kept a factor of two that cancels in the correct rearrangement.
  • 18.0000 — dropped that same factor in the other direction.
  • 39.6000 — rounded an intermediate value before the final step.

Reference: FE Handbook — Permutations and Combinations

Example 8
Combinations — solve for number of combinations (case 8) — Linear Combinations (8)

A student determines the combinations of committee members from a pool. Given total items (n) = 7.0000; items chosen (r) = 5.0000, determine the number of combinations (C).

Given

  • totalitems(n)=7.0000total items (n) = 7.0000
  • itemschosen(r)=5.0000items chosen (r) = 5.0000

Find

number of combinations (C)

Start with the thinking

  • The governing relation printed in this handbook section is Combinations.
  • Everything except C is given, so isolate C symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Combinations count the unordered subsets of r items chosen from n distinct items.

Step-by-step solution

  1. Step 1 — State the governing relation:

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}
  2. Step 2 — Rearrange symbolically for C:

    C=n!r!(n−r)!C = \dfrac{n!}{r!(n-r)!}
  3. Step 3

    Listthegivens:totalitems(n)=7.0000,itemschosen(r)=5.0000List the givens: total items (n) = 7.0000, items chosen (r) = 5.0000
  4. Step 4 — Substitute the given values:

    C=7.0000!5.0000!(7.0000−5.0000)!C = \dfrac{7.0000!}{5.0000!(7.0000-5.0000)!}
  5. Step 5 — Evaluate:

    C=21.0000C = 21.0000
  6. Step 6 — Check: returning C = 21.0000 to

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}

    reproduces the given quantities, and both sides carry the same units.

Answer:
C=21.0000C = 21.0000

Why the other options are there

  • 42.0000 — kept a factor of two that cancels in the correct rearrangement.
  • 10.5000 — dropped that same factor in the other direction.
  • 23.1000 — rounded an intermediate value before the final step.

Reference: FE Handbook — Permutations and Combinations

Example 9
Combinations — solve for number of combinations (case 9) — Linear Combinations (9)

The number of combinations of defective units in a batch is evaluated. Given total items (n) = 11.0000; items chosen (r) = 3.0000, determine the number of combinations (C).

Given

  • totalitems(n)=11.0000total items (n) = 11.0000
  • itemschosen(r)=3.0000items chosen (r) = 3.0000

Find

number of combinations (C)

Start with the thinking

  • The governing relation printed in this handbook section is Combinations.
  • Everything except C is given, so isolate C symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Combinations count the unordered subsets of r items chosen from n distinct items.

Step-by-step solution

  1. Step 1 — State the governing relation:

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}
  2. Step 2 — Rearrange symbolically for C:

    C=n!r!(n−r)!C = \dfrac{n!}{r!(n-r)!}
  3. Step 3

    Listthegivens:totalitems(n)=11.0000,itemschosen(r)=3.0000List the givens: total items (n) = 11.0000, items chosen (r) = 3.0000
  4. Step 4 — Substitute the given values:

    C=11.0000!3.0000!(11.0000−3.0000)!C = \dfrac{11.0000!}{3.0000!(11.0000-3.0000)!}
  5. Step 5 — Evaluate:

    C=165.0C = 165.0
  6. Step 6 — Check: returning C = 165.0 to

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}

    reproduces the given quantities, and both sides carry the same units.

Answer:
C=165.0C = 165.0

Why the other options are there

  • 330.0 — kept a factor of two that cancels in the correct rearrangement.
  • 82.5000 — dropped that same factor in the other direction.
  • 181.5 — rounded an intermediate value before the final step.

Reference: FE Handbook — Permutations and Combinations

Example 10
Combinations — solve for number of combinations (case 10) — Linear Combinations (10)

A quality team computes combinations of samples for an inspection lot. Given total items (n) = 11.0000; items chosen (r) = 1.0000, determine the number of combinations (C).

Given

  • totalitems(n)=11.0000total items (n) = 11.0000
  • itemschosen(r)=1.0000items chosen (r) = 1.0000

Find

number of combinations (C)

Start with the thinking

  • The governing relation printed in this handbook section is Combinations.
  • Everything except C is given, so isolate C symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Combinations count the unordered subsets of r items chosen from n distinct items.

Step-by-step solution

  1. Step 1 — State the governing relation:

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}
  2. Step 2 — Rearrange symbolically for C:

    C=n!r!(n−r)!C = \dfrac{n!}{r!(n-r)!}
  3. Step 3

    Listthegivens:totalitems(n)=11.0000,itemschosen(r)=1.0000List the givens: total items (n) = 11.0000, items chosen (r) = 1.0000
  4. Step 4 — Substitute the given values:

    C=11.0000!1.0000!(11.0000−1.0000)!C = \dfrac{11.0000!}{1.0000!(11.0000-1.0000)!}
  5. Step 5 — Evaluate:

    C=11.0000C = 11.0000
  6. Step 6 — Check: returning C = 11.0000 to

    nCr=n!r!(n−r)!{}_nC_r = \dfrac{n!}{r!(n-r)!}

    reproduces the given quantities, and both sides carry the same units.

Answer:
C=11.0000C = 11.0000

Why the other options are there

  • 22.0000 — kept a factor of two that cancels in the correct rearrangement.
  • 5.5000 — dropped that same factor in the other direction.
  • 12.1000 — rounded an intermediate value before the final step.

Reference: FE Handbook — Permutations and Combinations

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