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Graph theory basics
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0.1 abstract
In a graph theory the shortest path problem is nding a minimum path and distance between two vertices.The ap- plication in many areas of shortest path algorithms are such as geographical rout- ing, transportation, computer vision and
VLSI design involve solving optimiza- tion problems on large planar graphs.
To calculate the shortest path we need to know some algorithms like Kruskal's algorithm,Prim's algorithm,Dijkstra's algorithm,BellmanFord's algorithm.
These algorithms have some advantages and limitations.Kruskal algorthm uses simpler data structures and so performs better in typical situations. If the edges are sorted in linear time, or are already sorted, Kruskal can have better perfor- mance.Prim's algorithm is signicantly
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S(7)+A(3)+C(3)+D(2)+T(0)=15
Figure 1: Diagram of Kruskal's Algo- rithm and Prim's Algorithm
Dijkstra's Algorithm: Dijkstras al- gorithm is very similar to Prims al-
3
gorithm for minimum spanning tree.
Like Prims MST, we generate a SPT
(shortest path tree) with given source as root. We maintain two sets, one set contains vertices included in shortest path tree, other set includes vertices not yet included in shortest path tree.
At every step of the algorithm, we nd a vertex which is in the other set (set of not yet included) and has minimum distance from source.[5] It cannt per- form with negative edge
1(2)+3(2)+2(3)+4(2)+5(5)+
7(2)+8(3)+6(4)+9(0)=23
Figure 2: Diagram of Dijkstra's Algo- rithm Bellman-Ford Algorithm: Like Di- jkstra's shortest path algorithm, the
Bellman-Ford algorithm is guaranteed to nd the shortest path in a graph.
Though it is slower than Dijkstra's al- gorithm, Bellman-Ford is capable of handling graphs that contain negative edge weights, so it is more versatile. It is worth noting that if there exists a negative cycle in the graph, then there is no shortest path. Going around the negative cycle an innite number of times would continue to decrease
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Because of this,
Bellman-Ford can also detect negative cycles which is a useful feature. This algorithm can be used on both weighted and unweighted
A person should be able to describe the monthly costs to operate a business, or talk about a marathon pace a runner ran to break a world record, graphs on a coordinate plane enable people to see the data. Graphs relay information about data in a visual way. If a person read almost any newspaper, especially in the business section, they will probably encounter graphs.
Jennifer Ackerman's main focus in her article The Ultimate Social Network, is that of the functions concerning bacteria within humans. Although scientists have had presumptions about humans being proficient in governing their body’s innermost structure, they soon come to recognize the sophistication of our inner space which holds an extensive plethora of bacteria and other microorganisms that lie within each and every one of us. Moreover, scientists' new and emerging view of how the human body operates, and the cause of increasing present-day diseases (i.e. obesity and different autoimmune disorders) are uncovered by analyzing effects of certain microbe species in our bodies. By italicizing on points such as the above, in conjunction with bacteria's genetic variations, and modern computing technology, the author proves that scientists are quickly progressing with the characterization the most prevalent species of microbes, which, in her opinion, is definitely paying off.
Between study group, debate, and chess tournaments there wasn’t much of a social scene around Winchester University in Omaha, Nebraska. The school year at this college was year round, but the students were given a 30 day summer vacation in July. The majority of the students went back home to visit their families during this time. But as juniors at the University Charles, Fredrick, and Stanley, all childhood buddies, decided it was time for a change and that they needed a little more spice in their life. Realizing that they were almost twenty-one and had never breached their comfort zone, they knew a road trip was in store.
The intent of taking a personality test is to determine which of the sixteen personality types a person belongs. Knowing your personality type can help you explore suitable occupations and careers (“Jung Typology Test”, 2017). It can also help determine which communication and learning styles suit you best (“Jung Typology Test”, 2017). The results of my Jung Typology Test revealed that I am an ISTJ. My percentages are 28% introverted, 28% sensing, 25% thinking, and 62% judging. Based on my personality type, I am one of four personality types that fall under the guardian temperament. From my research, I hope to learn more about my personality type and how I can use it to my advantage as I progress along my Air Force career.
Kayla (a psuedonym) is a recent graduate of University of California Santa Barbara with a bachelor’s degree in Global Studies and History. She is 23 years old and is currently living with both of her parents and half-sister in Glendale, CA. She migrated from Peru at the age of thirteen in 2005 with her mother and half sister. She states that her father was already living in the United States for 13 years when they were able to migrate. She explains that the reason behind her father’s move was due to the lack of job opportunities in Peru.
Step-Stair Investigation For my GCSE Maths coursework I was asked to investigate the relationship between the stair total and the position of the stair shape on the grid. Secondly I was asked to investigate the relationship further between the stair totals and the other step stairs on other number grids. The number grid below has two examples of 3-step stairs. I will use Algebra as a way to find the relationship between the stair total and the position of the stair on the grid.
Each person is different and unique. As many know all too well, some personality types just do not mix well and cause chaos in the workplace and on a personal level. What if there was a way to help mend these relationships and make things work more smoothly in the workplace? There is no doubt that the productivity in our businesses, schools, and homes would increase exponentially. Personality tests provide us with the insight needed to know exactly what type of person we are and how we can mesh with others of different types to make relations more smoothly. Using the four-letter type, individuals can get a feel for their personality and how others view them. Researching the types of others can provide insight on how to communicate. In the following
3. 135.46.52.2 Ans: The given address is lower than 135.45.56.0/22. The default route will be used and the packets will be routed out over router 1. 4. 192.53.40.7 Ans: 192.53.40.7 and 255.255.254.0= 192.53.40.0. it matches 192.53.40.0/23 routing entry and the packet will be routed out over router 1. 5. 192.53.56.7 Ans: 192.53.56.7 and 255.255.254.0 = 192.53.56.0. The default route will be used and that packet will be routed out over router 2. QUES 2. A Large number of consecutive IP address are available starting at 198.16.0.0. Suppose that four organizations, A, B, C, D request 4000, 2000, 4000, and 8000 addresses, respectively, in that order. For each of these, give a. the first IP address assigned, b. the last IP address assigned c. and the mask in the w.x.y.z/s
Open Shortest Path First (OSPF) is a link-state routing protocol which uses link state routing algorithm for Internet Protocol (IP) networks.Using OSPF, th convergence of a network can be done in very few seconds, loop-free paths can be guaranteed and better load-sharing on external links can be achievd. Every change in the topology of the network is identified within seconds using OSPF and it instantaneously computes the “shortest path tree” for every route using “Dijkstra's algorithm” . For that reason, OSPF requires a router which have a more powerful processor and more memory than any other routing protocols which leads to more elect...
Today nearly everyone is a member of at least one online social network, proven by Facebook having over 500 million members, but not every social network is thriving, in fact many of them are dying or are dead (Wauters). There are several potential causes, but of these the ones that may prove to be the most prevalent are uncontrollable exponential growth, niche market restriction, and lack of innovation and renovation.
Definition. A path from node n1 to node nk is a sequence of nodes n1, n2, …, nk such that ni is the parent of ni+1 for 1 ≤ i < k. The length of a path is the number of edges in the path, not the number of nodes. Because the edges in a tree are directed, all paths are “downward”, i.e., towards leaves and away from the root. The height of a node is the length of the longest path from the node to any of its descendants. Naturally the longest path must be to a leaf node. The depth of a node is the length of the path from the root to the node. The root has depth 0. All leaf nodes have height 0.
4. A. Crespo and H. Garcia-Molina. Routing indices for peer-to-peer systems. In Proc. of the 28th International Conference on Distributed Computing Systems, July 2002.
Over the past decade there has been a booming interest in industrial agglomeration and specialisation by economists and policy-makers. The cluster theory has become a standard concept the world over, implanted in the minds of policy-makers and utilised through various adaptations from Porter’s (1998) original model as a tool for national, regional and local competitiveness, their innovation and growth. A cluster is the geographical concentration of various associated institutions in related industries that not only compete, but also co-operate in order to achieve efficiency and innovation (Porter, 1998). Clustering has become so prominent and popular due to its central focus on the elements that provide firms, industries and locations a form of competitiveness. This resonates closely with politicians and policy-makers due to the increasing importance of competitiveness in succeeding in a global economy.
M. Khalid out of a few books proposed at the first place. Thus, this paper is written to give
Social Network theory dates back to the 1950’s where Barnes (1954) is credited with coining the term. Social Network Theory is the study of how the social structure around a person, group, or organization affect beliefs or behaviors (Dunn, 1983) The theory views relationships in terms of nodes and ties. Nodes can be defined as individual actors within networks, while ties are the relationships between the actors. (Dunn, 1983). These nodes and ties are often displayed in a diagram which shows the connection between them. Unlike traditional sociological studies, Social Network Theory does not assume that it is the attributes of individual actors, but rather the attributes of the individual are less important, but rather the relationships and ties with other actors within the network is what is important.