best book for data structures and algorithms in python
best book for data structures and algorithms in python
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1 Sequence decompression: through * to pass the match*a, B = somelist, First, *mid, last = Somelist, a, *b = Somelist2 using bidirectional queues: From collections import dequeQ = deque (maxlen=5) can be fixed lengthQ = deque () can also be any lengthcan be inserted and removed from both ends, append, Appendleft, pop, popleft3 finding the largest or smallest n elements: using heapq (heap queue)HEAPQ. nlargest (N, Alist) heapq. nsmallest (n, alist) is suitable when n is relatively smallYou can al
Optimal time complexity: O (n) (in ascending order, sequence already in ascending state)
Worst time complexity: O (n2)
Stability: Stable
Code:"" "Insert sort Time complexity: O (n*n) Stability: Stable" "" "" Import randomimport timedef Insert_sort (list): n = len (list) # from the second position start inserting subscript 1 for J in Range (1,n): # Start comparison from the first J element if it is less than the previous element, the interchange position for
1. Select the principle of sorting2. Code implementationdefSelection_sort (alist): N=Len (alist)#requires a n-1 selection operation forIinchRange (n-1): #Record minimum positionMin_index =I#Select the minimum data from the i+1 position to the end forJinchRange (i+1, N):ifALIST[J] Alist[min_index]: Min_index=J#If the selected data is not in the correct location, swap ifMin_index! =I
, intersection, and difference operations. So, if you want to perform some normal collection operations on the keys of the collection, you can use the key view objects directly without first converting them to a set.The dictionary's items () method returns an element view object that contains (key, value) pairs. This object also supports collection operations and can be used to find out which two dictionaries have the same key-value pairs.Although the values () method of the dictionary is simila
"Merge Sort" Here we use recursive algorithm to keep the list in two, base case is no element in the list or only one element, because this sub-list is bound to be a positive sequence, and then gradually merge the two sorted sub-list into a new positive sequence table, until all the elements sorted."This is a process from the bottom up (bottom-up)Divides the list from the middle into two sub-lists until it reaches the bottom, with only one element in the sub-list Then, the two sub-lists are mer
1. The main reference documents:
Introduction to AlgorithmsThe foundation of algorithmic design Shen Xiaojun"C + + data Structures""Algorithmic Python"Timus
All algorithmic code implementations for this series of posts are python. On the basis of this, some topics will add additional C + +, java. 2. Already finished
This paper describes the basic search of data structure and algorithm implemented by Python. Share to everyone for your reference. The specific analysis is as follows:
First, sequential search
Sequential Search is the simplest and most intuitive way to search: from the beginning of the list to the end, compare the items to be searched and the list, until the target item (search succeeds) is found or the se
1 classTrietree ():2 def __init__(self):3Self.root = {}4 5 defAddNode (SELF,STR):6 #each node (root node) in the tree that contains the number of words to that node, and the key that appears after the node.7Nowdict =Self.root8 forIinchRange (len (str)):9 ifStr[i] not inchNowdict:#discover new ways to combineTenNowdict[str[i]] = {'Count'70A'prefix': str[:i+1]} OneNowdict = Nowdict[str[i]]#move to the next node. Anowdict['Count'] + = 1 - - defCount
1. The principle of hill sorting2. Code implementationdefShell_sort (alist): N=Len (alist)#Initial StepGap = N/2 whileGap >0:#Insert Sort by step forIinchRange (Gap, N): J=I#Insert Sort whileJ>=gap andALIST[J-GAP] >Alist[j]: alist[j-GAP], alist[j] = alist[j], alist[j-Gap] J-=Gap#get a new step sizeGap = GAP/2alist= [54,26,93,17,77,31,44,55,20]shell_sort (alist)Print(alist)Attention:(1) Hill sort uses the idea of splitting up and merging, splitting apart3. Complexity of TimeOp
In this paper, the data structure and algorithm of Python implementation are described in a quick sequence. Share to everyone for your reference. The specific analysis is as follows:
I. Overview
Fast Sorting (Quick sort) is a sort of divide-and-conquer algorithm. The algorithm first selects a dividing element (partition element, sometimes called pivot), and then rearranges the table to divide it into three
Structure textbooks outside China share a common feature, that is, their first chapter is not about the data structure, but the basic principles of software engineering. I personally think this is very necessary. Especially for most people who have never been familiar with programming, the data structure is the first course that comes into contact with programming to learn the basic software engineering pr
list.Implementation:
/*** Remove an element from the linked list * @ param {Number} position: the position of the element to be removed * @ return {Any} is removed successfully, and the removed element is returned, false */this. removeAt = function (position) {if (position>-1 position
ShowHead, showLength, and showTail Methods
Implementation:
/*** Get the head of the chain table * @ return {Any} chain table */this. showHead = function () {return head ;};/*** obtain the length of the linked li
Data structures and algorithms, data structure AlgorithmsWhat is a data structure?
The data structure is divided into data and structure. Numbers, characters, graphics, and sounds are a
Algorithms and data structures: Computing Science Excerpt from: algorithms and data structures: the Science of Computing
By Douglas Baldwin and Greg W. scragg
Translated by Liu Jianwen (http://blog.csdn.net/keminlau
)
Charles Rive
Sorting refers to arranging the collection of elements in the specified order. There are usually two sorts of sorting methods, ascending and descending. For example, the integer set {5,2,7,1} is sorted in ascending order, the result is {1,2,5,7}, and the result is {7,5,2,1} in descending order. In general, the purpose of sorting is to make the data appear in a more meaningful way. Although the most significant sort of application is arranging
Data structures and algorithms: Recursive Algorithms C ++ and PHP are the basis for algorithm implementation. algorithms are always implemented based on a certain data structure. When developing an algorithm, we often construct a
Preface
As a professional programmer grows, learning data structures and algorithms is crucial. Although many books introduce data structures and algorithms, most of these books are used as university teaching materials and descri
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