More efficient version of symbol-table where the keys are strings.

1. R-way Tries

Two implementations of symbol tables that we've seen:

when keys are strings:
(L=string length, N=number of strings, R=radix)

for string keys ⇒ do better by avoiding examing the entire key.

goal: faster than hashtable, more …

This week: string sort.

1. Strings in Java

char data type

  • char in C

8-bit integer, 256 characters, 7-bit ASCII code

  • char in Java

16-bit Unicode

String data type

String: immutable sequence of characters
operations: lengthe, ith char, substring, concatenate

implementation: using a char[], maintain a length and an offset …

1. Introduction to Maxflow

Min-cut pb

  • input: edge-weighted digraph G, each edge e has weight("capacity") c[e]>=0, a source vertex s, a target vertex t.
  • def. an st-cut (A,B) is a partition of vertices into 2 disjoint sets A and B, with s in set A and …

1. Shortest Paths APIs

context: directe, weighted graphs.

shortest path variants

in terms of vertices:

  • source-sink: form one vertex to another
  • single source: from one vertex to all others (considered in this lecture)
  • all pairs

constraints on edge weights:

  • nonnegative weights
  • arbitary weights
  • eculidean

cycles:

  • no directed cycles
  • no negative …

1. Introduction to MSTs

Given: undirected connecte graph G with positive edge weights.
def. Spanning tree T
is a subgraph of G, that is both tree (connected, acyclic) and spanning(all vertices are included).

⇒ Goal: find a spanning tree with minimum weight sum.

2. Greedy Algorithm

assumptions for simplification:

  • edge …

1. Intro to digraphs

Has profound differences wrt undirected graphs.

def: digraph
edges: have directions
vertex: distinguish indeg and outdeg

digraph pbs:

  • path/shortest path
  • topological sort: Can you draw a digraph so that all edges point upwards?
  • strong connectivity: Is there a directed path between all pairs of vertices …

1. Intro to graphs

Graph: vertices connected by edges.

terminology:

  • path: sequence of vertices connected by edges
  • cycle: path with same starting and ending vertex
  • two vertices are connected: if there is a path between

ex of graph problems:

  • path: or connectivity
  • shortest path
  • cycle
  • Euler tour (ouii..)
  • Hamilton tour …

除了上次介绍的minhash方法以外, 还有一种常见的hash方法, 叫做simHash. 这里做简要介绍.
这个hash函数的背景和上次一样, 还是考虑把文本抽象为ngram的集合:

然后相似度依 …