- Stochastic
**"Stochastic**" (from the Greek "Στόχος" for "aim" or "guess") meansrandom .A

stochastic process is one whose behavior is non-deterministic in that a state's next state is determined both by the process's predictable actions and by a random element. Stochastic crafts are complex systems whose practitioners, even if complete experts, acknowledge that outcomes result from both known and unknown causes. Classical examples of this aremedicine : a doctor can administer the same treatment to multiple patients suffering from the same symptoms, however, the patients may not all react to the treatment the same way. This makes medicine a stochastic process. [*Brad Inwood. Goal and Target in Stoicism [*] Additional examples are*http://links.jstor.org/sici?sici=0022-362X(198610)83%3A10%3C547%3AGATIS%3E2.0.CO%3B2-0*] . The Journal of Philosophy, Vol. 83, No. 10, Eighty-Third Annual Meeting American Philosophical Association, Eastern Division (Oct., 1986), pp. 547-556 doi:10.2307/2026429warfare ,meteorology andrhetoric , where success and failure are difficult enough to predict that explicit allowances are made for uncertainty.**Mathematical theory**In

mathematics , specifically inprobability theory , the field ofstochastic process es has for some decades been a major area of research. It is often assumed to be related to statistics; this is in fact a mistake, as stochastics are often used in physical systems. So studying stochastics is not the same as studying statistics.A

stochastic matrix is a matrix that has non-negative real entries that sum to 1 in each row.**Artificial intelligence**In

artificial intelligence stochastic programs work by using probabilistic methods to solve problems, as insimulated annealing ,stochastic neural network s,stochastic optimization , andgenetic algorithms . A problem itself may be stochastic as well, as in planning under uncertainty. Adeterministic environment is much simpler for an agent to deal with.**Natural science**An example of a

stochastic process in the natural world ispressure in agas as modeled by theWiener process . Even though (classically speaking) each molecule is moving in a deterministic path, the motion of a collection of them is computationally and practically unpredictable. A large enough set of molecules will exhibit stochastic characteristics, such as filling the container, exerting equal pressure, diffusing along concentration gradients, etc. These are emergent properties of the system.**Biology***

Stochastic resonance In biological systems, introducing stochastic 'noise' has been found to help improve the signal strength of the internal feedback loops for balance and other vestibular communication. It has been found to help diabetic and stroke patients with balance control. [*Priplata A. et al. [*]*http://www.bu.edu/abl/files/fulltext.pdf Noise-Enhanced Balance Control in Patients with Diabetes and Patients with Stroke.*] Ann Neurol 2006;59:4–12. PMID 16287079.*

Stochastic theory of hematopoiesis **Geology***Stochastic theory of meander formation

**Music**In

music ,**stochastic**elements are randomly generated elements created by strict mathematical processes.Stochastic processes can be used in music to compose a fixed piece or can be produced in performance. Stochastic music was pioneered by

Iannis Xenakis , who usedprobability ,game theory ,group theory ,set theory , and Boolean algebra, and frequently usedcomputer s to produce his scores. Earlier,John Cage and others had composed "aleatoric" orindeterminate music , which is created by chance processes but does not have the strict mathematical basis (Cage's "Music of Changes ", for example, uses a system of charts based on theI-Ching ).**Color reproduction**When color reproductions are made, the image is separated into its component colors by taking multiple photographs filtered for each color. One resultant film or plate represents each of the cyan, magenta, yellow, and black data.

Color printing is a binary system, where ink is either present or not present, so all color separations to be printed must be translated into dots at some stage of the workflow. Traditionallinescreen s which are amplitude modulated had problems withmoiré but were used until stochastic screening became available. A stochastic (or frequency modulated) dot pattern creates a more photorealistic image.**Language and linguistics**Non-deterministic approaches in language studies are largely inspired by the work of

Ferdinand de Saussure . In usage-based linguistic theories, for example, where it is argued thatcompetence , or langue, is based onperformance , orparole , in the sense that linguistic knowledge is based on frequency of experience, grammar is often said to be probabilistic and variable rather than fixed and absolute. This is so, because one'scompetence changes in accordance with one's experience with linguistic units. This way, the frequency ofusage-events determines one's knowledge of the language in question. For much later work in this area, seeJulia Kristeva on her usage of the 'semiotic,'Luce Irigaray on reverse Heideggerian epistomology, andPierre Bourdieu on polythetic space for examples of stochastic social science theory.**Business****Manufacturing**Manufacturing processes are assumed to be

stochastic processes . This assumption is largely valid for either continuous or batch manufacturing processes. Testing and monitoring of the process is recorded using a process control chart which plots a given process control parameter over time. Typically a dozen or many more parameters will be tracked simultaneously. Statistical models are used to define limit lines which define when corrective actions must be taken to bring the process back to its intended operational window.**Finance**The financial markets use stochastic models to represent the seemingly random behaviour of assets such as

stocks ,commodities andinterest rates . These models are then used by quantitative analysts to value options on stock prices, bond prices, and on interest rates, see Markov models. Moreover, it is at the heart of the insurance industry.Not to be confused with

stochastic oscillator s inTechnical Analysis .**Further reading***"Formalized Music: Thought and Mathematics in Composition" by

Iannis Xenakis , ISBN 1-57647-079-2

*"Frequency and the Emergence of Linguistic Structure" by Joan Bybee and Paul Hopper (eds.), ISBN 1-58811-028-1/ISBN 90-272-2948-1 (Eur.)

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