Collective intelligence Collective action Self-organized criticality Herd mentality Phase transition Agent-based modelling Synchronization Ant colony optimization Particle swarm optimization Swarm behaviour
101-1030: 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 Systems thinking
202-478: A circular arc . This was patented in 1784. A throttle valve to control the power of the engine, and a centrifugal governor , patented in 1788, to keep it from "running away" were very important. These improvements taken together produced an engine which was up to five times as fuel efficient as the Newcomen engine. Because of the danger of exploding boilers, which were in a very primitive stage of development, and
303-475: A deist . Watt's grandfather, Thomas Watt (1642–1734), was a teacher of mathematics, surveying and navigation and baillie to the Baron of Cartsburn . Initially, Watt was educated at home by his mother, later going on to attend Greenock Grammar School. There he exhibited an aptitude for mathematics , while Latin and Greek failed to interest him. Watt is said to have suffered prolonged bouts of ill-health as
404-447: A physical system ). Newton's approach, using dynamical systems continues to this day. In brief, Newton's equations (a system of equations ) have methods for their solution . By 1824 the Carnot cycle presented an engineering challenge, which was how to maintain the operating temperatures of the hot and cold working fluids of the physical plant . In 1868 James Clerk Maxwell presented
505-471: A surveyor , then as a civil engineer —for 8 years. Roebuck went bankrupt , and Matthew Boulton , who owned the Soho Manufactory works near Birmingham , acquired his patent rights. An extension of the patent to 1800 was successfully obtained in 1775. Through Boulton, Watt finally had access to some of the best iron workers in the world. The difficulty of the manufacture of a large cylinder with
606-465: A Glasgow dye -maker, with whom he had 2 children: Gregory (1777–1804), who became a geologist and mineralogist, and Janet (1779–1794). Ann died in 1832. Between 1777 and 1790 he lived in Regent Place, Birmingham . There is a popular story that Watt was inspired to invent the steam engine by seeing a kettle boiling, the steam forcing the lid to rise and thus showing Watt the power of steam. This story
707-515: A child and from frequent headaches all his life. After leaving school, Watt worked in the workshops of his father's businesses, demonstrating considerable dexterity and skill in creating engineering models. After his father suffered unsuccessful business ventures, Watt left Greenock to seek employment in Glasgow as a mathematical instrument maker . When he was 18, Watt's mother died and his father's health began to fail. Watt travelled to London and
808-510: A commercially viable process. He discovered that a mixture of salt, manganese dioxide and sulphuric acid could produce chlorine, which Watt believed might be a cheaper method. He passed the chlorine into a weak solution of alkali , and obtained a turbid solution that appeared to have good bleaching properties. He soon communicated these results to James McGrigor, his father-in-law, who was a bleacher in Glasgow. Otherwise, he tried to keep his method
909-406: A cylinder with a diameter of 50 inches and an overall height of about 24 feet, and required the construction of a dedicated building to house it. Boulton and Watt charged an annual payment, equal to one-third of the value of the coal saved in comparison to a Newcomen engine performing the same work. The field of application for the invention was greatly widened when Boulton urged Watt to convert
1010-896: A firm called James Watt and Co. The perfection of the invention required much more development work before it could be routinely used by others, but this was carried out over the next few years. Boulton and Watt gave up their shares to their sons in 1794. It became a commercial success and was widely used in offices even into the 20th century. From an early age, Watt was very interested in chemistry. In late 1786, while in Paris, he witnessed an experiment by Claude Louis Berthollet in which he reacted hydrochloric acid with manganese dioxide to produce chlorine . He had already found that an aqueous solution of chlorine could bleach textiles, and had published his findings, which aroused great interest among many potential rivals. When Watt returned to Britain, he began experiments along these lines with hopes of finding
1111-407: A framework for, and a limited solution to the problem of controlling the rotational speed of a physical plant. Maxwell's solution echoed James Watt 's (1784) centrifugal moderator (denoted as element Q ) for maintaining (but not enforcing) the constant speed of a physical plant (that is, Q represents a moderator, but not a governor, by Maxwell's definition). Maxwell's approach, which linearized
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#17328555830291212-456: A full-scale engine. This required more capital , some of which came from Black. More substantial backing came from John Roebuck , the founder of the celebrated Carron Iron Works near Falkirk , with whom he now formed a partnership. Roebuck lived at Kinneil House in Bo'ness , during which time Watt worked at perfecting his steam engine in a cottage adjacent to the house. The shell of the cottage, and
1313-434: 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
1414-419: 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
1515-410: A kettle as a boiler to generate steam. In 1759, Watt's friend, John Robison , called his attention to the use of steam as a source of motive power . The design of the Newcomen engine, in use for almost 50 years for pumping water from mines, had hardly changed from its first implementation. Watt began to experiment with steam, though he had never seen an operating steam engine. He tried constructing
1616-411: A loaded cannon than settle an account or make a bargain." Until he retired, he was always very concerned about his financial affairs, and was something of a worrier. His health was often poor and he suffered frequent nervous headaches and depression. When he retired in 1800, he became a rich enough man to pass the business on to his sons. At first, the partnership made the drawings and specifications for
1717-627: 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
1818-399: A model; it failed to work satisfactorily, but he continued his experiments and began to read everything he could about the subject. He came to realise the importance of latent heat —the thermal energy released or absorbed during a constant-temperature process—in understanding the engine, which, unknown to Watt, his friend Joseph Black had previously discovered years before. Understanding of
1919-508: 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. James Watt James Watt FRS , FRSE ( / w ɒ t / ; 30 January 1736 (19 January 1736 OS ) – 25 August 1819)
2020-428: 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)
2121-420: 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
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#17328555830292222-586: 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
2323-656: A partnership with John Craig, an architect and businessman, to manufacture and sell a line of products including musical instruments and toys. This partnership lasted for the next six years, and employed up to 16 workers. Craig died in 1765. One employee, Alex Gardner, eventually took over the business, which lasted into the 20th century. In 1764, Watt married his cousin Margaret (Peggy) Miller, with whom he had 5 children, 2 of whom lived to adulthood: James Jr. (1769–1848) and Margaret (1767–1796). His wife died in childbirth in 1773. In 1777, he married again, to Ann MacGregor, daughter of
2424-464: 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
2525-456: A secret. With McGrigor and his wife Annie, he started to scale up the process, and in March 1788, McGrigor was able to bleach 1,500 yards (4,500 feet) of cloth to his satisfaction. About this time, Berthollet discovered the salt and sulphuric acid process, and published it, so it became public knowledge. Many others began to experiment with improving the process, which still had many shortcomings, not
2626-639: A small workshop within the university. It was initiated in 1757 and two of the professors, the physicist and chemist Joseph Black as well as the famed economist Adam Smith , became Watt's friends. At first, he worked on maintaining and repairing scientific instruments used in the university, helping with demonstrations, and expanding the production of quadrants . He made and repaired brass reflecting quadrants , parallel rulers , scales , parts for telescopes , and barometers , among other things. Biographers such as Samuel Smiles assert that Watt struggled to establish himself in Glasgow due to opposition from
2727-457: A tightly fitting piston was solved by John Wilkinson , who had developed precision boring techniques for cannon making at Bersham , near Wrexham , North Wales . Watt and Boulton formed a hugely successful partnership, Boulton and Watt , which lasted for the next 25 years. In 1776, the first engines were installed and working in commercial enterprises. These first engines were used to power pumps and produced only reciprocating motion to move
2828-412: 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
2929-732: A trip on the paddle-steamer Comet , a product of his inventions, to revisit his home town of Greenock. He died on 25 August 1819 at his home " Heathfield Hall " near Handsworth in Staffordshire (now part of Birmingham) at the age of 83. He was buried on 2 September in the graveyard of St Mary's Church, Handsworth . The church has since been extended and his grave is now inside the church. On 14 July 1764, Watt married his cousin Margaret Miller (d. 1773). They had two children, Margaret (1767–1796) and James (1769–1848). In 1791, their daughter married James Miller. In September 1773, while Watt
3030-544: A very erroneous idea of his character; he was equally distinguished as a natural philosopher and a chemist, and his inventions demonstrate his profound knowledge of those sciences, and that peculiar characteristic of genius, the union of them for practical application". He was greatly respected by other prominent men of the Industrial Revolution . He was an important member of the Lunar Society of Birmingham , and
3131-424: A very large part of one of his projects, still exist to the rear. The principal difficulty was in machining the piston and cylinder. Iron workers of the day were more like blacksmiths than modern machinists , and were unable to produce the components with sufficient precision. Much capital was spent in pursuing a patent on Watt's invention. Strapped for resources, Watt was forced to take up employment—first as
Systems thinking - Misplaced Pages Continue
3232-510: A wealthy man. In his retirement, Watt continued to develop new inventions though none was as significant as his steam engine work. As Watt developed the concept of horsepower , the SI unit of power, the watt , was named after him. James Watt was born on 19 January 1736 in Greenock , Renfrewshire , the eldest of the five surviving children of Agnes Muirhead (1703–1755) and James Watt (1698–1782). Watt
3333-418: 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
3434-474: Is a way of making sense of the complexity of the world by looking at it in terms of wholes and relationships rather than by splitting it down into its parts. It has been used as a way of exploring and developing effective action in complex contexts, enabling systems change . Systems thinking draws on and contributes to systems theory and the system sciences . The term system is polysemic : Robert Hooke (1674) used it in multiple senses, in his System of
3535-399: 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
3636-502: 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
3737-428: 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
3838-491: 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
3939-537: 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
4040-626: Is the analog to equilibrium, for a living system; the concept was described in 1849, and the term was coined in 1926. Resilient systems are self-organizing ; The scope of functional controls is hierarchical , in a resilient system. Frameworks and methodologies for systems thinking include: 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 )
4141-834: 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
Systems thinking - Misplaced Pages Continue
4242-415: Is told in many forms; in some Watt is a young lad, in others he is older, sometimes it's his mother's kettle, sometimes his aunt's, suggesting that it may be apocryphal. In any event, Watt did not invent the steam engine, but significantly improved the efficiency of the existing Newcomen engine by adding a separate condenser , consistent with the now-familiar principles of thermal efficiency . The story
4343-495: 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
4444-515: 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
4545-464: 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
4646-565: The Trades House , but this has been disputed by other historians, such as Harry Lumsden . The records from this period are fragmentary, but while it is clear that Watt encountered opposition, he was nevertheless able to work and trade as a skilled metal worker , suggesting that the Incorporation of Hammermen were satisfied that he met their requirements for membership, or that Watt managed to avoid their outright opposition. In 1759, he formed
4747-463: The engine cylinder on every cycle. This energy was wasted because, later in the cycle, cold water was injected into the cylinder to condense the steam to reduce its pressure. Thus, by repeatedly heating and cooling the cylinder, the engine wasted most of its thermal energy rather than converting it into mechanical energy . Watt's critical insight, arrived at in May 1765 as he crossed Glasgow Green park,
4848-536: The unification algorithm , type inference , and so forth. ...What is a system? A system is a set of things ... interconnected in such a way that they produce their own pattern of behavior over time. ... But the system’s response to these forces is characteristic of itself, and that response is seldom simple in the real world [a system] is "an integrated whole even though composed of diverse, interacting, specialized structures and subjunctions" Living systems are resilient , and are far from equilibrium . Homeostasis
4949-585: 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
5050-520: 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
5151-704: 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
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#17328555830295252-603: The World, but also in the sense of the Ptolemaic system versus the Copernican system of the relation of the planets to the fixed stars which are cataloged in Hipparchus ' and Ptolemy's Star catalog . Hooke's claim was answered in magisterial detail by Newton's (1687) Philosophiæ Naturalis Principia Mathematica , Book three, The System of the World (that is, the system of the world is
5353-476: 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
5454-405: 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
5555-514: The banks of the Birmingham Canal , to establish a new foundry for the manufacture of the engines. The Soho Foundry formally opened in 1796 at a time when Watt's sons, Gregory and James Jr. were heavily involved in the management of the enterprise. In 1800, the year of Watt's retirement, the firm made a total of 41 engines. Watt retired in 1800, the same year that his fundamental patent and partnership with Boulton expired. The famous partnership
5656-474: 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
5757-553: 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
5858-582: 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
5959-577: The engines, and supervised the work to erect them on the customers' property. They produced almost none of the parts themselves. Watt did most of his work at his home in Harper's Hill in Birmingham, while Boulton worked at the Soho Manufactory . Gradually, the partners began to actually manufacture more and more of the parts, and by 1795, they purchased a property about a mile away from the Soho Manufactory, on
6060-461: The equations of motion of the system, produced a tractable method of solution. Norbert Wiener identified this approach as an influence on his studies of cybernetics during World War II and Wiener even proposed treating some subsystems under investigation as black boxes . Methods for solutions of the systems of equations then become the subject of study, as in feedback control systems , in stability theory , in constraint satisfaction problems ,
6161-402: 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
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#17328555830296262-592: The first sculptures he produced with the machine was a small head of his old professor friend Adam Smith . He maintained his interest in civil engineering and was a consultant on several significant projects. He proposed, for example, a method for constructing a flexible pipe to be used for pumping water under the River Clyde at Glasgow. He and his second wife travelled to France and Germany, and he purchased an estate in mid-Wales at Doldowlod House, one mile south of Llanwrthwl , which he much improved. In 1816, he took
6363-538: The infringement in 1796. Boulton and Watt never collected all that was owed them, but the disputes were all settled directly between the parties or through arbitration . These trials were extremely costly in both money and time, but ultimately were successful for the firm. Before 1780, there was no good method for making copies of letters or drawings. The only method sometimes used was a mechanical one using multiple linked pens. Watt at first experimented with improving this method, but soon gave up on this approach because it
6464-412: The infringers, except for Jonathan Hornblower, all began to settle their cases. Hornblower was soon brought to trial in 1799, and the verdict of the four was decisively in favour of Watt. Their friend John Wilkinson, who had solved the problem of boring an accurate cylinder, was a particularly grievous case. He had erected about 20 engines without Boulton's and Watts' knowledge. They finally agreed to settle
6565-501: 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
6666-399: The ink, select the thin paper, to devise a method for wetting the special thin paper, and to make a press suitable for applying the correct pressure to effect the transfer. All of these required much experimentation, but he soon had enough success to patent the process a year later. Watt formed another partnership with Boulton (who provided financing) and James Keir (to manage the business) in
6767-414: 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
6868-450: The least of which was the problem of transporting the liquid product. Watt's rivals soon overtook him in developing the process, and he dropped out of the race. It was not until 1799, when Charles Tennant patented a process for producing solid bleaching powder ( calcium hypochlorite ) that it became a commercial success. By 1794, Watt had been chosen by Thomas Beddoes to manufacture apparatuses to produce, clean and store gases for use in
6969-406: 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
7070-406: 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
7171-456: The new Pneumatic Institution at Hotwells in Bristol . Watt continued to experiment with various gases, but by 1797, the medical uses for the " factitious airs " (artificial gases) had come to a dead end. Watt combined theoretical knowledge of science with the ability to apply it practically. Chemist Humphry Davy said of him, "Those who consider James Watt only as a great practical mechanic form
7272-559: The next six years, he made other improvements and modifications to the steam engine. A double-acting engine, in which the steam acted alternately on both sides of the piston, was one. He described methods for working the steam "expansively" (i.e., using steam at pressures well above atmospheric). A compound engine , which connected two or more engines, was described. Two more patents were granted for these in 1781 and 1782. Numerous other improvements that made for easier manufacture and installation were continually implemented. One of these included
7373-521: The ongoing issues with leaks, Watt restricted his use of high pressure steam – all of his engines used steam at near atmospheric pressure. Edward Bull started constructing engines for Boulton and Watt in Cornwall in 1781. By 1792, he had started making engines of his own design, but which contained a separate condenser, and so infringed Watt's patents. Two brothers, Jabez Carter Hornblower and Jonathan Hornblower Jnr also started to build engines about
7474-415: The power, efficiency, and cost-effectiveness of steam engines. Eventually, he adapted his engine to produce rotary motion, greatly broadening its use beyond pumping water. Watt attempted to commercialise his invention, but experienced great financial difficulties until he entered a partnership with Matthew Boulton in 1775. The new firm of Boulton and Watt was eventually highly successful and Watt became
7575-471: 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
7676-478: The pump rods at the bottom of the shaft. The design was commercially successful, and for the next five years, Watt was very busy installing more engines, mostly in Cornwall , for pumping water out of mines. These early engines were not manufactured by Boulton and Watt, but were made by others according to drawings made by Watt, who served in the role of consulting engineer . The erection of the engine and its shakedown
7777-426: 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
7878-400: The question of whether or not the original specification of the patent was valid was left to another trial. In the meantime, injunctions were issued against the infringers , forcing their payments of the royalties to be placed in escrow . The trial on determining the validity of the specifications which was held in the following year was inconclusive, but the injunctions remained in force and
7979-428: The reciprocating motion of the piston to produce rotational power for grinding, weaving and milling. Although a crank seemed the obvious solution to the conversion, Watt and Boulton were stymied by a patent for this, whose holder, James Pickard and his associates proposed to cross-license the external condenser. Watt adamantly opposed this and they circumvented the patent by their sun and planet gear in 1781. Over
8080-473: The same time. Others began to modify Newcomen engines by adding a condenser, and the mine owners in Cornwall became convinced that Watt's patent could not be enforced. They started to withhold payments to Boulton and Watt, which by 1795 had fallen on hard times. Of the total £21,000 (equivalent to £2,740,000 as of 2023) owed, only £2,500 had been received. Watt was forced to go to court to enforce his claims. He first sued Bull in 1793. The jury found for Watt, but
8181-399: 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
8282-409: The steam engine was in a very primitive state, for the science of thermodynamics would not be formalised for nearly another 100 years. In 1763, Watt was asked to repair a model Newcomen engine belonging to the university. Even after repair, the engine barely worked. After much experimentation, Watt demonstrated that about three-quarters of the thermal energy of the steam was being consumed in heating
8383-474: 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
8484-417: 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
8585-426: The technology of steam engines . At the time engineers such as John Smeaton were aware of the inefficiencies of Newcomen's engine and aimed to improve it. Watt's insight was to realize that contemporary engine designs wasted a great deal of energy by repeatedly cooling and reheating the cylinder . Watt introduced a design enhancement, the separate condenser , which avoided this waste of energy and radically improved
8686-478: 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
8787-429: The use of the steam indicator which produced an informative plot of the pressure in the cylinder against its volume, which he kept as a trade secret . Another important invention, one which Watt was most proud of, was the parallel motion linkage , which was essential in double-acting engines as it produced the straight line motion required for the cylinder rod and pump, from the connected rocking beam, whose end moves in
8888-545: 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
8989-452: Was a Scottish inventor , mechanical engineer , and chemist who improved on Thomas Newcomen 's 1712 Newcomen steam engine with his Watt steam engine in 1776, which was fundamental to the changes brought by the Industrial Revolution in both his native Great Britain and the rest of the world. While working as an instrument maker at the University of Glasgow , Watt became interested in
9090-529: Was a much sought-after conversationalist and companion, always interested in expanding his horizons. His personal relationships with his friends and business partners were always congenial and long-lasting. According to Lord Liverpool (Prime Minister of the UK), A more excllent and amikable man in all the relations of life I believe never existed. Watt was a prolific correspondent. During his years in Cornwall , he wrote long letters to Boulton several times per week. He
9191-408: Was able to obtain a period of training as an instrument maker for a year (1755–56), then returned to Scotland, settling in the major commercial city of Glasgow , intent on setting up his own instrument-making business. He was still very young and, having not had a full apprenticeship , did not have the usual connections via a former master to establish himself as a journeyman instrument maker. Watt
9292-557: Was averse to publishing his results in, for example, the Philosophical Transactions of the Royal Society however, and instead preferred to communicate his ideas in patents . He was an excellent draughtsman . He was a rather poor businessman, and especially hated bargaining and negotiating terms with those who sought to use the steam engine. In a letter to William Small in 1772, Watt confessed that "he would rather face
9393-559: Was baptised on 25 January 1736 at Old West Kirk , in Greenock. His mother came from a distinguished family, was well educated and said to be of forceful character, while his father was a shipwright , ship owner and contractor, and served as the Greenock's chief baillie in 1751. The Watt family's wealth came in part from Watt's father's trading in slaves and slave-produced goods. Watt's parents were Presbyterians and strong Covenanters , but despite his religious upbringing he later became
9494-419: 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
9595-691: 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
9696-496: Was possibly created by Watt's son, James Watt, Jr. , who was determined to preserve and embellish his father's legacy. In this light, it can be seen as akin to the story of Isaac Newton and the falling apple and his discovery of gravity . Although likely a myth, the story of Watt and the kettle has a basis in fact. In trying to understand the thermodynamics of heat and steam, James Watt carried out many laboratory experiments and his diaries record that in conducting these, he used
9797-469: Was saved from this impasse by the arrival from Jamaica of astronomical instruments bequeathed by Alexander MacFarlane to the University of Glasgow – instruments that required expert attention. Watt restored them to working order and was remunerated . These instruments were eventually installed in the Macfarlane Observatory . Subsequently, three professors offered him the opportunity to set up
9898-428: Was so cumbersome. He instead decided to try to physically transfer ink from the front of the original to the back of another sheet, moistened with a solvent, and pressed to the original. The second sheet had to be thin, so that the ink could be seen through it when the copy was held up to the light, thus reproducing the original exactly. Watt started to develop the process in 1779, and made many experiments to formulate
9999-400: Was supervised by Watt, at first, and then by men in the firm's employ, with the actual work being accomplished by the purchaser of the engine. Supervising erectors included at various times William Murdoch , John Rennie , William Playfair , John Southern , Logan Henderson , James Lawson , William Brunton , Isaac Perrins and others. These were large machines. The first, for example, had
10100-478: Was to cause the steam to condense in a separate chamber apart from the piston , and to maintain the temperature of the cylinder at the same temperature as the injected steam by surrounding it with a "steam jacket". Thus, very little energy was absorbed by the cylinder on each cycle, making more available to perform useful work. Watt had a working model later that same year. Despite a potentially workable design, there were still substantial difficulties in constructing
10201-618: Was transferred to the men's sons, Matthew Robinson Boulton and James Watt, Junior . Longtime firm engineer William Murdoch was soon made a partner and the firm prospered. Watt continued to invent other things before and during his semi-retirement. Within his home in Handsworth , Staffordshire, Watt made use of a garret room as a workshop, and it was here that he worked on many of his inventions. Among other things, he invented and constructed machines for copying sculptures and medallions which worked very well, but which he never patented. One of
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