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Mathematics and networks

Graph theory

Model relations, inspect connectivity, and compare searches, dependencies, routes, spanning trees, flows, and assignments. Check what an optimum actually proves.

Prerequisite: Arithmetic. No programming, calculus, or prior graph theory required. Eleven lessons and 22 illustrated exercises connect graph definitions to search and optimization. Ten interactive views retain comparisons, exact edge records, and complete traces. Constructed networks distinguish mathematical certificates from claims about actual reliability, travel, capacity, or human assignments.

Lessons

  1. 1

    Choose what the vertices and edges mean

    Represent a concrete question as a graph without confusing a drawing with the system.

  2. 2

    Count connections and represent the graph

    Use degrees, adjacency lists, and matrices to inspect the same relation.

  3. 3

    Distinguish walks, paths, cycles, and edge tours

    Check what may repeat before deciding whether a route satisfies a task.

  4. 4

    Find components and vulnerable connections

    Separate local degree, reachability, and robustness to a link failure.

  5. 5

    Search by layers or by depth

    Follow a queue to prove fewest-edge distances and compare it with depth-first exploration.

  6. 6

    Order dependencies and detect deadlock in the model

    Remove ready tasks to construct a topological order or expose a blocking cycle.

  7. 7

    Find a minimum-cost route under explicit assumptions

    Relax tentative distances and see why nonnegative weights justify Dijkstra's settled set.

  8. 8

    Connect every vertex with minimum total tree cost

    Build a minimum spanning tree while keeping it distinct from a shortest-path tree.

  9. 9

    Bound throughput with flows and cuts

    Respect capacities and conservation, then use a cut as an optimality certificate.

  10. 10

    Assign compatible pairs without double booking

    Find maximum-cardinality bipartite matchings and diagnose shared shortages.

  11. 11

    Audit a network recommendation

    Choose the right objective and certificate before treating an algorithm's answer as advice.