Introduction to Grid Paths - 1.1 | 1. Grid Paths | Design & Analysis of Algorithms - Vol 3
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1.1 - Introduction to Grid Paths

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Interactive Audio Lesson

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Understanding Grid Paths

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0:00
Teacher
Teacher

Today we’re going to explore grid paths. Imagine we have a grid starting at the bottom left corner (0, 0) and want to reach the top right corner, like (5, 10). How do you think we could determine the number of different paths?

Student 1
Student 1

Are there specific rules for how we can move on the grid?

Teacher
Teacher

Yes! You can only move right or up. So, if you think about it, to get from (0, 0) to (5, 10), how many steps would you need to take?

Student 2
Student 2

I think we need 15 steps total, 5 right and 10 up!

Teacher
Teacher

Correct! We denote this as '5 right and 10 up'. Now, can anyone tell me how we might count those different paths?

Student 3
Student 3

Maybe we can count the different ways to arrange those steps?

Teacher
Teacher

Exactly! This can be calculated using combinations, specifically '15 choose 5'. Good job!

Calculating Combinations

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0:00
Teacher
Teacher

Now that we know how many steps we need, let's talk about how to compute '15 choose 5'. What do you think that means?

Student 4
Student 4

Does it have something to do with factorials?

Teacher
Teacher

Yes! It's calculated as 15 factorial over the product of 10 and 5 factorial. Who can give me the numbers for this?

Student 1
Student 1

I think '15 factorial' is 1,307,674,368,000.

Teacher
Teacher

Great start! But can you calculate the combinations so we can find the final answer?

Student 2
Student 2

So, the answer is 3003 paths!

Teacher
Teacher

Yes! There are 3003 unique paths from (0, 0) to (5, 10). Fantastic job!

Blocked Paths

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0:00
Teacher
Teacher

What if there are some intersections that we can't cross? For example, how would it change if (2, 4) is blocked?

Student 3
Student 3

Wouldn’t we just remove paths that go through that point?

Teacher
Teacher

Exactly! First, we find the number of paths that go through (2, 4) and then subtract those from our total.

Student 4
Student 4

So, do we count paths to (2, 4) and then from (2, 4) to (5, 10) separately?

Teacher
Teacher

Spot on! Then we multiply the two results. If there are 15 paths to (2, 4) and 84 from (2, 4) to (5, 10), what’s that total?

Student 1
Student 1

That would be 1260 paths that go through (2, 4).

Teacher
Teacher

And subtracting this from 3003 gives us the valid paths, which is 1743. Excellent thinking!

Inclusion-Exclusion Principle

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0:00
Teacher
Teacher

Now imagine we had two blocked points. Let’s consider (2, 4) and (4, 4). How would we approach this?

Student 2
Student 2

Would we need to subtract paths through both points?

Teacher
Teacher

Correct! But be careful, we might double count paths that go through both. What can we do about this?

Student 3
Student 3

I think we need to add back those double-counted paths?

Teacher
Teacher

Exactly! This technique is called the inclusion-exclusion principle. It helps us accurately count without overcounting. Great job!

Introduction & Overview

Read a summary of the section's main ideas. Choose from Basic, Medium, or Detailed.

Quick Overview

This section introduces the concept of grid paths, focusing on how to calculate the number of unique paths from the bottom left to the top right corner of a grid.

Standard

The section explains the problem of counting grid paths, detailing how to calculate the total number of unique paths by applying combinatorial principles. It also addresses the impact of blocked intersections on valid paths and introduces concepts of inclusion-exclusion.

Detailed

Introduction to Grid Paths

The topic of grid paths involves finding the number of different routes from the bottom left corner to the top right corner of a rectangular grid, where movement is restricted to the right and upward directions. For instance, if we define the starting point as (0, 0) and the ending point as (5, 10), we explore how many unique sequences of movements can take one from (0, 0) to (5, 10).

To calculate the number of different paths, we consider the total steps needed: for our example, we require 15 steps (5 right moves and 10 up moves). The total number of unique paths corresponds to selecting 5 moves to be right (or 10 moves to be up) from these 15 total movements, which can be expressed mathematically using combinations. Specifically, this is represented as '15 choose 5', allowing us to calculate the total combinations.

The presence of blocked paths introduces additional complexity, as certain intersections may not be traversable. If any path crosses a blocked point, it no longer counts as valid. The process to ascertain valid paths in this case is to subtract the number of invalid paths from the total calculated paths, which is where combinatorial methods are applied in conjunction with the principle of inclusion-exclusion to ensure accurate counting. Thus, the counting of paths, accounting for intersections and blockages, constitutes a vital area of combinatorial study.

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Audio Book

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Understanding the Grid and Movement

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So, we have a grid, a rectangular grid, where we start walking at the bottom left corner, and the rule is that we can only go up or right. So, we want to start at the bottom and we want to reach the top right corner. So, we can number the coordinates. So, the bottom right corner we call (0,0). This particular grid has got 5 columns and 10 rows. So, the top right corner is (5, 10). And the question that we ask is how many different ways are going, are that go from (0, 0) to (5, 10).

Detailed Explanation

This chunk introduces the concept of grid paths by describing a rectangular grid where movement is restricted to going up or right. Starting at the bottom-left corner (0,0) and aiming to reach the top-right corner (5,10) poses a question about how many distinct paths one can take to reach that destination given the movement constraints.

Examples & Analogies

Think of navigating a city where you can only walk north or east. You start at your house (coordinates 0,0) and want to reach a friend's house located northeast (5 blocks north and 10 blocks east). The challenge is to find different routes you could take without backtracking.

Counting the Paths

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Now, it turns out this problem is actually a very classical problem in combinatorics counting. So, the way to analyze this is to see, that if I want to go from the bottom to the top, then I must, on the, in one-dimensional I must go from 0 to 5. In the other dimensions, I must go to 0 to 10. So, totally I must make 15 steps, right. There is no choice, I must walk 15 segments.

Detailed Explanation

This chunk explains that the problem of counting paths can be solved using combinatorial analysis. To get from (0, 0) to (5, 10), you need to make exactly 15 moves: 5 moves right and 10 moves up. These movements can be arranged in various sequences, with the total number of moves being fixed at 15, leading to various combinations.

Examples & Analogies

Imagine you have a puzzle with tiles: you can either move a tile right or pull it up. For every completed row of 5 tiles, you can only move up to the next row after finishing. If you have a fixed number of moves (5 right and 10 up), think of it as arranging a recipe where you choose the order in which you add ingredients.

Combinatorial Calculations

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Now, if I take this and I think of this as an overall thing saying this is my 1st move, this is my 2nd move, this is my 3rd move and so on, up to the 15th move. Then if I tell you that you moved right, I moved right at these positions, at some five positions, then automatically I must have moved up at the remaining positions because I have to do exactly 5 and exactly 5 right and 10 up.

Detailed Explanation

This part elaborates on how paths are formed by selecting specific moves among the total steps. It emphasizes that knowing the positions of the right moves inherently dictates the positions of the up moves. Mathematically, this is expressed using the binomial coefficient, often noted as 'n choose k' (or C(n, k)), which calculates how many ways we can choose k elements from a set of n.

Examples & Analogies

Think of organizing a concert where you know you have 15 time slots but need to decide 5 for solo acts and 10 for group performances. By picking the slots for the solo acts, the remaining slots automatically belong to group performances, similar to arranging a mixture of performances in a set time.

Considering Blocked Paths

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So, the blue path that we had drawn before actually goes through this intersection. So, this path is no longer a valid path. The red path is ok, because it bypasses it, but the yellow path unfortunately also goes through this intersection. So, of the three paths, that we had seen so far, two actually do not go through. So, the question now is, out of those 3003 paths that we said were there, from (0, 0) to (5, 10), how many of them are still valid if you are not allowed to go through this intersection.

Detailed Explanation

Here, the concept shifts to identifying valid paths when certain intersections are blocked. The paths that intersect with the blocked location are no longer valid. So, from the original count of 3003 paths, one must determine how many do not include paths that pass through the blocked intersection.

Examples & Analogies

Imagine a maze where some routes are blocked by walls. You previously identified all possible paths through the maze, but now you need to recalculate which paths remain open when certain exits are sealed off.

Inclusion-Exclusion Principle

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Now, if I count all the paths going through (2,4), which I have already done, I can subtract this. Similarly, I can compute all the paths going through (4,4) and subtract those. But now what happens is, this yellow path is subtracted twice because it is part of the paths going through (2,4) and part of the paths going through (4,4), right.

Detailed Explanation

This chunk introduces the inclusion-exclusion principle, which is used when accounting for multiple blocked paths. If two paths block different points, removing those paths may inadvertently eliminate certain valid paths multiple times. Hence, it's crucial to add back paths counted twice to rectify the total count of valid paths.

Examples & Analogies

Think of counting students who play multiple sports: if you count those who play soccer and rugby separately, some students who play both might end up counted twice. To get an accurate count of distinct athletes, you need to account for those double-counted.

Definitions & Key Concepts

Learn essential terms and foundational ideas that form the basis of the topic.

Key Concepts

  • Unique Paths: The different sequences of moves possible from start to end.

  • Combination Formula: 'n choose k', a method to calculate the number of ways to choose items.

  • Blocked Paths: Intersections that inhibit certain possible routes.

  • Inclusion-Exclusion Principle: A technique to accurately count valid outcomes in complex scenarios.

Examples & Real-Life Applications

See how the concepts apply in real-world scenarios to understand their practical implications.

Examples

  • Calculating total paths from (0, 0) to (5, 10) using '15 choose 5'.

  • Subtraction of paths through a blocked intersection (e.g., (2, 4)) to find valid routes.

Memory Aids

Use mnemonics, acronyms, or visual cues to help remember key information more easily.

🎵 Rhymes Time

  • To go from left to top with ease, count the rights and ups, if you please.

📖 Fascinating Stories

  • Once upon a grid, there lived a traveler who could only move right or up. To reach the castle, he had to count his steps wisely, avoiding any blocked paths.

🧠 Other Memory Gems

  • R for right, U for up - remember the path is a cup of luck!

🎯 Super Acronyms

C-U-B-E

  • Combinations
  • Up moves
  • Blocked paths
  • and Exclusions.

Flash Cards

Review key concepts with flashcards.

Glossary of Terms

Review the Definitions for terms.

  • Term: Grid Path

    Definition:

    A route from the bottom left corner of a grid to the top right, consisting only of moves up or right.

  • Term: Combination

    Definition:

    A selection of items from a larger set, where order does not matter, denote as 'n choose k'.

  • Term: Blocked Intersection

    Definition:

    A point on the grid that cannot be traversed in the path from start to finish.

  • Term: InclusionExclusion Principle

    Definition:

    A combinatorial method to calculate the size of unions of multiple sets, accounting for overlaps.