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87-1025: Social network analysis Small-world networks Centrality Motifs Graph theory Scaling Robustness Systems biology Dynamic networks Evolutionary computation Genetic algorithms Genetic programming Artificial life Machine learning Evolutionary developmental biology Artificial intelligence Evolutionary robotics Reaction–diffusion systems Partial differential equations Dissipative structures Percolation Cellular automata Spatial ecology Self-replication Conversation theory Entropy Feedback Goal-oriented Homeostasis Information theory Operationalization Second-order cybernetics Self-reference System dynamics Systems science Systems thinking Sensemaking Variety Ordinary differential equations Phase space Attractors Population dynamics Chaos Multistability Bifurcation Rational choice theory Bounded rationality Scalability

174-439: A broad math and science foundation spanning chemistry , physics , mechanics (i.e., statics, kinematics, and dynamics), materials science , computer science , electronics/circuits, engineering design , and the standard range of engineering mathematics (i.e., calculus , linear algebra , differential equations , statistics ). For any engineering undergraduate program to be accredited, regardless of concentration, it must cover

261-434: A given network. Homophily : The extent to which actors form ties with similar versus dissimilar others. Similarity can be defined by gender, race, age, occupation, educational achievement, status, values or any other salient characteristic. Homophily is also referred to as assortativity . Multiplexity: The number of content-forms contained in a tie. For example, two people who are friends and also work together would have

348-419: A group of people who are unlikely to change their opinions of the other people in the group. Unbalanced graphs represent a group of people who are very likely to change their opinions of the people in their group. For example, a group of 3 people (A, B, and C) where A and B have a positive relationship, B and C have a positive relationship, but C and A have a negative relationship is an unbalanced cycle. This group

435-746: A high contention indicates sequential processing that could be parallelized, while having a high coherency suggests excessive dependencies among processes, prompting you to minimize interactions. Also, with help of USL, you can, in advance, calculate the maximum effective capacity of your system: scaling up your system beyond that point is a waste. High performance computing has two common notions of scalability: Social network analysis 1800s: Martineau · Tocqueville  ·  Marx ·  Spencer · Le Bon · Ward · Pareto ·  Tönnies · Veblen ·  Simmel · Durkheim ·  Addams ·  Mead · Weber ·  Du Bois ·  Mannheim · Elias Social network analysis ( SNA )

522-627: A means of qualitatively assessing networks by varying the visual representation of their nodes and edges to reflect attributes of interest. Social network analysis has emerged as a key technique in modern sociology . It has also gained significant popularity in the following: anthropology , biology , demography , communication studies , economics , geography , history , information science , organizational studies , physics , political science , public health, social psychology , development studies , sociolinguistics , and computer science , education and distance education research, and

609-462: A more accurate picture of collaborative learning experiences. A number of research studies have combined other types of analysis with SNA in the study of CSCL. This can be referred to as a multi-method approach or data triangulation , which will lead to an increase of evaluation reliability in CSCL studies. Industrial engineering Industrial engineering is an engineering profession that

696-428: A multiplexity of 2. Multiplexity has been associated with relationship strength and can also comprise overlap of positive and negative network ties. Mutuality/Reciprocity: The extent to which two actors reciprocate each other's friendship or other interaction. Network Closure : A measure of the completeness of relational triads. An individual's assumption of network closure (i.e. that their friends are also friends)

783-420: A network relative to the total number possible. Distance: The minimum number of ties required to connect two particular actors, as popularized by Stanley Milgram 's small world experiment and the idea of 'six degrees of separation'. Structural holes: The absence of ties between two parts of a network. Finding and exploiting a structural hole can give an entrepreneur a competitive advantage. This concept

870-586: A network, and the relatively small role played by an instructor in an asynchronous learning network. Although many studies have demonstrated the value of social network analysis within the computer-supported collaborative learning field, researchers have suggested that SNA by itself is not enough for achieving a full understanding of CSCL. The complexity of the interaction processes and the myriad sources of data make it difficult for SNA to provide an in-depth analysis of CSCL. Researchers indicate that SNA needs to be complemented with other methods of analysis to form

957-640: A new computer to a distributed software application. An example might involve scaling out from one web server to three. High-performance computing applications, such as seismic analysis and biotechnology , scale workloads horizontally to support tasks that once would have required expensive supercomputers . Other workloads, such as large social networks, exceed the capacity of the largest supercomputer and can only be handled by scalable systems. Exploiting this scalability requires software for efficient resource management and maintenance. Scaling vertically (up/down) means adding resources to (or removing resources from)

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1044-464: A positive relationship (friendship, alliance, dating) and a negative edge between two nodes denotes a negative relationship (hatred, anger). Signed social network graphs can be used to predict the future evolution of the graph. In signed social networks , there is the concept of "balanced" and "unbalanced" cycles. A balanced cycle is defined as a cycle where the product of all the signs are positive. According to balance theory , balanced graphs represent

1131-432: A process, system, or organization operates. In fact, the industrial in industrial engineering means the industry in its broadest sense. People have changed the term industrial to broader terms such as industrial and manufacturing engineering , industrial and systems engineering , industrial engineering and operations research , industrial engineering and management . Industrial engineering has many sub-disciplines,

1218-462: A separate program in 1909 through the efforts of Hugo Diemer . The first doctoral degree in industrial engineering was awarded in 1933 by Cornell University . In 1912, Henry Laurence Gantt developed the Gantt chart , which outlines actions the organization along with their relationships. This chart opens later form familiar to us today by Wallace Clark . With the development of assembly lines ,

1305-452: A single node, typically involving the addition of CPUs, memory or storage to a single computer. Benefits to scale-up include avoiding increases management complexity, more sophisticated programming to allocate tasks among resources and handle issues such as throughput, latency, synchronization across nodes. Moreover some applications do not scale horizontally . Network function virtualization defines these terms differently: scaling out/in

1392-406: A single warehouse for sorting, the system would not be as scalable, because one warehouse can handle only a limited number of packages. In computing, scalability is a characteristic of computers, networks, algorithms , networking protocols , programs and applications. An example is a search engine , which must support increasing numbers of users, and the number of topics it indexes . Webscale

1479-412: A tool to understand behavior between individuals or organizations through their linkages on social media websites such as Twitter and Facebook . One of the most current methods of the application of SNA is to the study of computer-supported collaborative learning (CSCL). When applied to CSCL, SNA is used to help understand how learners collaborate in terms of amount, frequency, and length, as well as

1566-418: A wide range of applications and disciplines. Some common network analysis applications include data aggregation and mining , network propagation modeling, network modeling and sampling, user attribute and behavior analysis, community-maintained resource support, location-based interaction analysis, social sharing and filtering, recommender systems development, and link prediction and entity resolution. In

1653-426: Is a computer architectural approach that brings the capabilities of large-scale cloud computing companies into enterprise data centers. In distributed systems , there are several definitions according to the authors, some considering the concepts of scalability a sub-part of elasticity , others as being distinct. According to Marc Brooker: "a system is scalable in the range where marginal cost of additional workload

1740-504: Is a general consensus among historians that the roots of the industrial engineering profession date back to the Industrial Revolution . The technologies that helped mechanize traditional manual operations in the textile industry including the flying shuttle , the spinning jenny , and perhaps most importantly the steam engine generated economies of scale that made mass production in centralized locations attractive for

1827-666: Is a vital consideration for businesses aiming to meet customer expectations, remain competitive, and achieve sustainable growth. Factors influencing scalability include the flexibility of the production process, the adaptability of the workforce, and the integration of advanced technologies. By implementing scalable solutions, companies can optimize resource utilization, reduce costs, and streamline their operations. Scalability in industrial engineering and manufacturing enables businesses to respond to fluctuating market conditions, capitalize on emerging opportunities, and thrive in an ever-evolving global landscape. The Incident Command System (ICS)

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1914-413: Is also a significant milestone in the field. Engineering is traditionally decompositional. To understand the whole of something, it is first broken down into its parts. One masters the parts, then puts them back together to create a better understanding of how to master the whole. The approach of industrial and systems engineering (ISE) is opposite; any one part cannot be understood without the context of

2001-399: Is called transitivity. Transitivity is an outcome of the individual or situational trait of Need for Cognitive Closure . Propinquity : The tendency for actors to have more ties with geographically close others. Bridge : An individual whose weak ties fill a structural hole , providing the only link between two individuals or clusters. It also includes the shortest route when a longer one

2088-502: Is carried out considering the network of words co-occurring in a text. In these networks, nodes are words and links among them are weighted based on their frequency of co-occurrence (within a specific maximum range). Social network analysis has also been applied to understanding online behavior by individuals, organizations, and between websites. Hyperlink analysis can be used to analyze the connections between websites or webpages to examine how information flows as individuals navigate

2175-428: Is collected. Social Networking Potential (SNP) is a numeric coefficient , derived through algorithms to represent both the size of an individual's social network and their ability to influence that network. SNP coefficients were first defined and used by Bob Gerstley in 2002. A closely related term is Alpha User , defined as a person with a high SNP. SNP coefficients have two primary functions: By calculating

2262-499: Is concerned with the optimization of complex processes , systems , or organizations by developing, improving and implementing integrated systems of people, money, knowledge, information and equipment. Industrial engineering is central to manufacturing operations. Industrial engineers use specialized knowledge and skills in the mathematical, physical , and social sciences , together with engineering analysis and design principles and methods, to specify, predict, and evaluate

2349-432: Is different in that it is based on discrete variable math, whereas all other engineering is based on continuous variable math. We emphasize the use of linear algebra and difference equations, as opposed to the use of differential equations which are so prevalent in other engineering disciplines. This emphasis becomes evident in optimization of production systems in which we are sequencing orders, scheduling batches, determining

2436-491: Is directly tied to every other individual, ' social circles ' if there is less stringency of direct contact, which is imprecise, or as structurally cohesive blocks if precision is wanted. Clustering coefficient : A measure of the likelihood that two associates of a node are associates. A higher clustering coefficient indicates a greater 'cliquishness'. Cohesion: The degree to which actors are connected directly to each other by cohesive bonds . Structural cohesion refers to

2523-434: Is generally credited as being the father of the industrial engineering discipline. He earned a degree in mechanical engineering from Stevens Institute of Technology and earned several patents from his inventions. His books, Shop Management and The Principles of Scientific Management , which were published in the early 1900s, were the beginning of industrial engineering. Improvements in work efficiency under his methods

2610-632: Is nearly constant." Serverless technologies fit this definition but you need to consider total cost of ownership not just the infra cost. In mathematics, scalability mostly refers to closure under scalar multiplication . In industrial engineering and manufacturing, scalability refers to the capacity of a process, system, or organization to handle a growing workload, adapt to increasing demands, and maintain operational efficiency. A scalable system can effectively manage increased production volumes, new product lines, or expanding markets without compromising quality or performance. In this context, scalability

2697-537: Is now commonly available as a consumer tool (see the list of SNA software ). Social network analysis has its theoretical roots in the work of early sociologists such as Georg Simmel and Émile Durkheim , who wrote about the importance of studying patterns of relationships that connect social actors. Social scientists have used the concept of " social networks " since early in the 20th century to connote complex sets of relationships between members of social systems at all scales, from interpersonal to international. In

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2784-531: Is often advised to focus system design on hardware scalability rather than on capacity. It is typically cheaper to add a new node to a system in order to achieve improved performance than to partake in performance tuning to improve the capacity that each node can handle. But this approach can have diminishing returns (as discussed in performance engineering ). For example: suppose 70% of a program can be sped up if parallelized and run on multiple CPUs instead of one. If α {\displaystyle \alpha }

2871-737: Is suitable when availability and responsiveness are rated higher than consistency, which is true for many web file-hosting services or web caches ( if you want the latest version, wait some seconds for it to propagate ). For all classical transaction-oriented applications, this design should be avoided. Many open-source and even commercial scale-out storage clusters, especially those built on top of standard PC hardware and networks, provide eventual consistency only, such as some NoSQL databases like CouchDB and others mentioned above. Write operations invalidate other copies, but often don't wait for their acknowledgements. Read operations typically don't check every redundant copy prior to answering, potentially missing

2958-692: Is the ability to scale by adding/removing resource instances (e.g., virtual machine), whereas scaling up/down is the ability to scale by changing allocated resources (e.g., memory/CPU/storage capacity). Scalability for databases requires that the database system be able to perform additional work given greater hardware resources, such as additional servers, processors, memory and storage. Workloads have continued to grow and demands on databases have followed suit. Algorithmic innovations include row-level locking and table and index partitioning. Architectural innovations include shared-nothing and shared-everything architectures for managing multi-server configurations. In

3045-478: Is the branch of Engineering most closely related to human resources in that we apply social skills to work with all types of employees, from engineers to salespeople to top management. One of the main focuses of an Industrial Engineer is to improve the working environments of people – not to change the worker, but to change the workplace." "All engineers, including Industrial Engineers, take mathematics through calculus and differential equations. Industrial Engineering

3132-413: Is the fraction of a calculation that is sequential, and 1 − α {\displaystyle 1-\alpha } is the fraction that can be parallelized, the maximum speedup that can be achieved by using P processors is given according to Amdahl's Law : Substituting the value for this example, using 4 processors gives Doubling the computing power to 8 processors gives Doubling

3219-834: Is the process of investigating social structures through the use of networks and graph theory . It characterizes networked structures in terms of nodes (individual actors, people, or things within the network) and the ties , edges , or links (relationships or interactions) that connect them. Examples of social structures commonly visualized through social network analysis include social media networks , meme spread, information circulation, friendship and acquaintance networks , business networks, knowledge networks, difficult working relationships, collaboration graphs , kinship , disease transmission , and sexual relationships . These networks are often visualized through sociograms in which nodes are represented as points and ties are represented as lines. These visualizations provide

3306-468: Is the property of a system to handle a growing amount of work. One definition for software systems specifies that this may be done by adding resources to the system. In an economic context, a scalable business model implies that a company can increase sales given increased resources. For example, a package delivery system is scalable because more packages can be delivered by adding more delivery vehicles. However, if all packages had to first pass through

3393-495: Is unfeasible due to a high risk of message distortion or delivery failure. Centrality : Centrality refers to a group of metrics that aim to quantify the "importance" or "influence" (in a variety of senses) of a particular node (or group) within a network. Examples of common methods of measuring "centrality" include betweenness centrality , closeness centrality , eigenvector centrality , alpha centrality , and degree centrality . Density : The proportion of direct ties in

3480-718: Is used by emergency response agencies in the United States. ICS can scale resource coordination from a single-engine roadside brushfire to an interstate wildfire. The first resource on scene establishes command, with authority to order resources and delegate responsibility (managing five to seven officers, who will again delegate to up to seven, and on as the incident grows). As an incident expands, more senior officers assume command. Scalability can be measured over multiple dimensions, such as: Resources fall into two broad categories: horizontal and vertical. Scaling horizontally (out/in) means adding or removing nodes, such as adding

3567-515: Is very likely to morph into a balanced cycle, such as one where B only has a good relationship with A, and both A and B have a negative relationship with C. By using the concept of balanced and unbalanced cycles, the evolution of signed social network graphs can be predicted. Especially when using social network analysis as a tool for facilitating change, different approaches of participatory network mapping have proven useful. Here participants / interviewers provide network data by actually mapping out

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3654-469: The September 11 attacks . Large textual corpora can be turned into networks and then analysed with the method of social network analysis. In these networks, the nodes are Social Actors, and the links are Actions. The extraction of these networks can be automated by using parsers. The resulting networks, which can contain thousands of nodes, are then analysed by using tools from network theory to identify

3741-585: The 1930s Jacob Moreno and Helen Jennings introduced basic analytical methods. In 1954, John Arundel Barnes started using the term systematically to denote patterns of ties, encompassing concepts traditionally used by the public and those used by social scientists: bounded groups (e.g., tribes, families) and social categories (e.g., gender, ethnicity). Starting in the 1970s, scholars such as Ronald Burt , Kathleen Carley , Mark Granovetter , David Krackhardt , Edward Laumann , Anatol Rapoport , Barry Wellman , Douglas R. White , and Harrison White expanded

3828-503: The Industrial Revolution to establish and implement factory systems. The efforts of James Watt and Matthew Boulton led to the first integrated machine manufacturing facility in the world, including the application of concepts such as cost control systems to reduce waste and increase productivity and the institution of skills training for craftsmen. Charles Babbage became associated with industrial engineering because of

3915-525: The R package SIENA (Simulation Investigation for Empirical Network Analyses), developed by Tom Snijders and colleagues. Longitudinal social network analysis became mainstream after the publication of a special issue of the Journal of Research on Adolescence in 2013, edited by René Veenstra and containing 15 empirical papers. Social network analysis is also used in intelligence, counter-intelligence and law enforcement activities. This technique allows

4002-715: The SNP of respondents and by targeting High SNP respondents, the strength and relevance of quantitative marketing research used to drive viral marketing strategies is enhanced. Variables used to calculate an individual's SNP include but are not limited to: participation in Social Networking activities, group memberships, leadership roles, recognition, publication/editing/contributing to non-electronic media, publication/editing/contributing to electronic media (websites, blogs), and frequency of past distribution of information within their network. The acronym "SNP" and some of

4089-476: The analysis is on the "connections" made among the participants – how they interact and communicate – as opposed to how each participant behaved on his or her own. There are several key terms associated with social network analysis research in computer-supported collaborative learning such as: density , centrality , indegree , outdegree , and sociogram . In-degree and out-degree variables are related to centrality. Researchers employ social network analysis in

4176-405: The analysts to map covert organizations such as an espionage ring, an organized crime family or a street gang. The National Security Agency (NSA) uses its electronic surveillance programs to generate the data needed to perform this type of analysis on terrorist cells and other networks deemed relevant to national security. The NSA looks up to three nodes deep during this network analysis. After

4263-470: The bachelor, masters, and doctoral level. In the United States, the undergraduate degree earned is either a bachelor of science (B.S.) or a bachelor of science and engineering (B.S.E.) in industrial engineering (IE). In South Africa , the undergraduate degree is a bachelor of engineering (BEng). Variations of the title include Industrial & Operations Engineering (IOE), and Industrial & Systems Engineering (ISE or ISyE). The typical curriculum includes

4350-557: The concepts he introduced in his book On the Economy of Machinery and Manufacturers which he wrote as a result of his visits to factories in England and the United States in the early 1800s. The book includes subjects such as the time required to perform a specific task, the effects of subdividing tasks into smaller and less detailed elements, and the advantages to be gained from repetitive tasks. Eli Whitney and Simeon North proved

4437-485: The context of social marketing intelligence was Communities Dominate Brands by Ahonen & Moore in 2005. In 2012, Nicola Greco ( UCL ) presents at TEDx the Social Networking Potential as a parallelism to the potential energy that users generate and companies should use, stating that "SNP is the new asset that every company should aim to have". Social network analysis is used extensively in

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4524-441: The context of scale-out data storage , scalability is defined as the maximum storage cluster size which guarantees full data consistency, meaning there is only ever one valid version of stored data in the whole cluster, independently from the number of redundant physical data copies. Clusters which provide "lazy" redundancy by updating copies in an asynchronous fashion are called 'eventually consistent' . This type of scale-out design

4611-553: The data is done through displaying nodes and ties in various layouts, and attributing colors, size and other advanced properties to nodes. Visual representations of networks may be a powerful method for conveying complex information, but care should be taken in interpreting node and graph properties from visual displays alone, as they may misrepresent structural properties better captured through quantitative analyses. Signed graphs can be used to illustrate good and bad relationships between humans. A positive edge between two nodes denotes

4698-785: The development of decision support systems in supply such as material requirements planning (MRP), one can emphasize the timing issue (inventory, production, compounding, transportation, etc.) of industrial organization. Israeli scientist Dr. Jacob Rubinovitz installed the CMMS program developed in IAI and Control-Data (Israel) in 1976 in South Africa and worldwide. In the 1970s, with the penetration of Japanese management theories such as Kaizen and Kanban , Japan realized very high levels of quality and productivity. These theories improved issues of quality, delivery time, and flexibility. Companies in

4785-408: The elements of human motion into 18 basic elements called therbligs . This development permitted analysts to design jobs without knowledge of the time required to do a job. These developments were the beginning of a much broader field known as human factors or ergonomics . In 1908, the first course on industrial engineering was offered as an elective at Pennsylvania State University , which became

4872-582: The emergence of new data available about online social networks as well as "digital traces" regarding face-to-face networks. Computational SNA has been extensively used in research on study-abroad second language acquisition. Even in the study of literature, network analysis has been applied by Anheier, Gerhards and Romo, Wouter De Nooy, and Burgert Senekal. Indeed, social network analysis has found applications in various academic disciplines as well as practical contexts such as countering money laundering and terrorism . Size: The number of network members in

4959-399: The factory of Henry Ford (1913) accounted for a significant leap forward in the field. Ford reduced the assembly time of a car from more than 700 hours to 1.5 hours. In addition, he was a pioneer of the economy of the capitalist welfare ("welfare capitalism") and the flag of providing financial incentives for employees to increase productivity. In 1927, the then Technische Hochschule Berlin

5046-493: The feasibility of the notion of interchangeable parts in the manufacture of muskets and pistols for the US Government. Under this system, individual parts were mass-produced to tolerances to enable their use in any finished product. The result was a significant reduction in the need for skill from specialized workers, which eventually led to the industrial environment to be studied later. Frederick Taylor (1856–1915)

5133-402: The first algorithms developed to quantify an individual's social networking potential were described in the white paper "Advertising Research is Changing" (Gerstley, 2003) See Viral Marketing . The first book to discuss the commercial use of Alpha Users among mobile telecoms audiences was 3G Marketing by Ahonen, Kasper and Melkko in 2004. The first book to discuss Alpha Users more generally in

5220-513: The first time. The concept of the production system had its genesis in the factories created by these innovations. It has also been suggested that perhaps Leonardo da Vinci was the first industrial engineer because there is evidence that he applied science to the analysis of human work by examining the rate at which a man could shovel dirt around the year 1500. Others also state that the industrial engineering profession grew from Charles Babbage’s study of factory operations and specifically his work on

5307-501: The initial mapping of the social network is complete, analysis is performed to determine the structure of the network and determine, for example, the leaders within the network. This allows military or law enforcement assets to launch capture-or-kill decapitation attacks on the high-value targets in leadership positions to disrupt the functioning of the network. The NSA has been performing social network analysis on call detail records (CDRs), also known as metadata , since shortly after

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5394-515: The interaction of human beings with machines, materials, information, procedures and environments in such developments and in designing a technological system. Industrial engineering degrees accredited within any member country of the Washington Accord enjoy equal accreditation within all other signatory countries, thus allowing engineers from one country to practice engineering professionally in any other. Universities offer degrees at

5481-414: The key actors, the key communities or parties, and general properties such as robustness or structural stability of the overall network, or centrality of certain nodes. This automates the approach introduced by Quantitative Narrative Analysis, whereby subject-verb-object triplets are identified with pairs of actors linked by an action, or pairs formed by actor-object. In other approaches, textual analysis

5568-416: The manufacture of straight pins in 1832 . However, it has been generally argued that these early efforts, while valuable, were merely observational and did not attempt to engineer the jobs studied or increase overall output. Adam Smith's concepts of Division of Labour and the "Invisible Hand" of capitalism introduced in his treatise The Wealth of Nations motivated many of the technological innovators of

5655-406: The minimum number of members who, if removed from a group, would disconnect the group. Visual representation of social networks is important to understand the network data and convey the result of the analysis. Numerous methods of visualization for data produced by social network analysis have been presented. Many of the analytic software have modules for network visualization. Exploration of

5742-988: The most common of which are listed below. Although there are industrial engineers who focus exclusively on one of these sub-disciplines, many deals with a combination of them such as supply chain and logistics, and facilities and energy management. Methods engineering Facilities engineering & energy management Financial engineering Energy engineering Human factors & safety engineering Information systems engineering & management Manufacturing engineering Operations engineering & management Operations research & optimization Policy planning Production engineering Quality & reliability engineering Supply chain management & logistics Systems engineering & analysis Systems simulation Related disciplines Organization development & change management Behavioral economics Industrial engineers study

5829-406: The network (with pen and paper or digitally) during the data collection session. An example of a pen-and-paper network mapping approach, which also includes the collection of some actor attributes (perceived influence and goals of actors) is the * Net-map toolbox . One benefit of this approach is that it allows researchers to collect qualitative data and ask clarifying questions while the network data

5916-412: The number of materials handling units, arranging factory layouts, finding sequences of motions, etc. As, Industrial Engineers, we deal almost exclusively with systems of discrete components." While originally applied to manufacturing , the use of industrial in industrial engineering can be somewhat misleading, since it has grown to encompass any methodical or quantitative approach to optimizing how

6003-412: The preceding write operation. The large amount of metadata signal traffic would require specialized hardware and short distances to be handled with acceptable performance (i.e., act like a non-clustered storage device or database). Whenever strong data consistency is expected, look for these indicators: Indicators for eventually consistent designs (not suitable for transactional applications!) are: It

6090-471: The private sector, businesses use social network analysis to support activities such as customer interaction and analysis, information system development analysis, marketing, and business intelligence needs (see social media analytics ). Some public sector uses include development of leader engagement strategies, analysis of individual and group engagement and media use , and community-based problem solving . Large numbers of researchers worldwide examine

6177-615: The processing power has only sped up the process by roughly one-fifth. If the whole problem was parallelizable, the speed would also double. Therefore, throwing in more hardware is not necessarily the optimal approach. In distributed systems , you can use Universal Scalability Law (USL) to model and to optimize scalability of your system. USL is coined by Neil J. Gunther and quantifies scalability based on parameters such as contention and coherency. Contention refers to delay due to waiting or queueing for shared resources. Coherence refers to delay for data to become consistent. For example, having

6264-426: The quality, topic, and strategies of communication. Additionally, SNA can focus on specific aspects of the network connection, or the entire network as a whole. It uses graphical representations, written representations, and data representations to help examine the connections within a CSCL network. When applying SNA to a CSCL environment the interactions of the participants are treated as a social network. The focus of

6351-637: The recovery of Japan after the war. The American Institute of Industrial Engineering was formed in 1948. The early work by F. W. Taylor and the Gilbreths was documented in papers presented to the American Society of Mechanical Engineers as interest grew from merely improving machine performance to the performance of the overall manufacturing process, most notably starting with the presentation by Henry R. Towne (1844–1924) of his paper The Engineer as An Economist (1886). From 1960 to 1975, with

6438-462: The results obtained from systems and processes. Several industrial engineering principles are followed in the manufacturing industry to ensure the effective flow of systems, processes, and operations. These include: These principles allow the creation of new systems , processes or situations for the useful coordination of labor , materials and machines and also improve the quality and productivity of systems, physical or social. Depending on

6525-399: The social networks of children and adolescents. In questionnaires, they list all classmates, students in the same grade, or schoolmates, asking: "who are your best friends?". Students may sometimes nominate as many peers as they wish; other times, the number of nominations is limited. Social network researchers have investigated similarities in friendship networks. The similarity between friends

6612-474: The strategies used to communicate within the group. Some authors also suggest that SNA provides a method of easily analyzing changes in participatory patterns of members over time. A number of research studies have applied SNA to CSCL across a variety of contexts. The findings include the correlation between a network's density and the teacher's presence, a greater regard for the recommendations of "central" participants, infrequency of cross-gender interaction in

6699-417: The study of computer-supported collaborative learning in part due to the unique capabilities it offers. This particular method allows the study of interaction patterns within a networked learning community and can help illustrate the extent of the participants' interactions with the other members of the group. The graphics created using SNA tools provide visualizations of the connections among participants and

6786-440: The subspecialties involved, industrial engineering may also overlap with, operations research , systems engineering , manufacturing engineering , production engineering , supply chain engineering , management science , engineering management , financial engineering , ergonomics or human factors engineering , safety engineering , logistics engineering , quality engineering or other related capabilities or fields. There

6873-478: The use of systematic social network analysis. Beginning in the late 1990s, social network analysis experienced a further resurgence with work by sociologists, political scientists, economists, computer scientists, and physicists such as Duncan J. Watts , Albert-László Barabási , Peter Bearman , Nicholas A. Christakis , James H. Fowler , Mark Newman , Matthew Jackson , Jon Kleinberg , and others, developing and applying new models and methods, prompted in part by

6960-550: The web. The connections between organizations has been analyzed via hyperlink analysis to examine which organizations within an issue community. Another concept that has emerged from this connection between social network theory and the Internet is the concept of netocracy , where several authors have emerged studying the correlation between the extended use of online social networks, and changes in social power dynamics. Social network analysis has been applied to social media as

7047-509: The west realized the great impact of Kaizen and started implementing their own continuous improvement programs. W. Edwards Deming made significant contributions in the minimization of variance starting in the 1950s and continuing to the end of his life. In the 1990s, following the global industry globalization process, the emphasis was on supply chain management and customer-oriented business process design. The theory of constraints , developed by Israeli scientist Eliyahu M. Goldratt (1985),

7134-868: The whole system. Changes in one part of the system affect the entire system, and the role of a single part is to better serve the whole system. Also, industrial engineering considers the human factor and its relation to the technical aspect of the situation and all of the other factors that influence the entire situation, while other engineering disciplines focus on the design of inanimate objects. "Industrial Engineers integrate combinations of people, information, materials, and equipment that produce innovative and efficient organizations. In addition to manufacturing, Industrial Engineers work and consult in every industry, including hospitals, communications, e-commerce, entertainment, government, finance, food, pharmaceuticals, semiconductors, sports, insurance, sales, accounting, banking, travel, and transportation." "Industrial Engineering

7221-405: Was based on improving work methods, developing of work standards, and reduction in time required to carry out the work. With an abiding faith in the scientific method, Taylor did many experiments in machine shop work on machines as well as men. Taylor developed "time study" to measure time taken for various elements of a task and then used the study observations to reduce the time further. Time study

7308-419: Was developed by sociologist Ronald Burt , and is sometimes referred to as an alternate conception of social capital. Tie Strength: Defined by the linear combination of time, emotional intensity, intimacy and reciprocity (i.e. mutuality). Strong ties are associated with homophily, propinquity and transitivity, while weak ties are associated with bridges. Groups are identified as ' cliques ' if every individual

7395-406: Was done for the improved method once again to provide time standards which are accurate for planning manual tasks and also for providing incentives. The husband-and-wife team of Frank Gilbreth (1868–1924) and Lillian Gilbreth (1878–1972) was the other cornerstone of the industrial engineering movement whose work is housed at Purdue University School of Industrial Engineering. They categorized

7482-691: Was established as far back as classical antiquity. Resemblance is an important basis for the survival of friendships. Similarity in characteristics, attitudes, or behaviors means that friends understand each other more quickly, have common interests to talk about, know better where they stand with each other, and have more trust in each other. As a result, such relationships are more stable and valuable. Moreover, looking more alike makes young people more confident and strengthens them in developing their identity. Similarity in behavior can result from two processes: selection and influence. These two processes can be distinguished using longitudinal social network analysis in

7569-399: Was the first German university to introduce the degree. The course of studies developed by Willi Prion was then still called Business and Technology and was intended to provide descendants of industrialists with an adequate education. Comprehensive quality management system ( Total quality management or TQM) developed in the forties was gaining momentum after World War II and was part of

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