Probability distribution

In probability and statistics, a probability distribution assigns a probability to each measurable subset of the possible outcomes of a random experiment, survey, or procedure of statistical inference. Examples are found in experiments whose sample space is non-numerical, where the distribution would be a categorical distribution; experiments whose sample space is encoded by discrete random variables, where the distribution can be specified by a probability mass function; and experiments with sample spaces encoded by continuous random variables, where the distribution can be specified by a probability density function. More complex experiments, such as those involving stochastic processes defined in continuous time, may demand the use of more general probability measures.

In applied probability, a probability distribution can be specified in a number of different ways, often chosen for mathematical convenience:

  • by supplying a valid probability mass function or probability density function
  • History monoid

    In mathematics and computer science, a history monoid is a way of representing the histories of concurrently running computer processes as a collection of strings, each string representing the individual history of a process. The history monoid provides a set of synchronization primitives (such as locks, mutexes or thread joins) for providing rendezvous points between a set of independently executing processes or threads.

    History monoids occur in the theory of concurrent computation, and provide a low-level mathematical foundation for process calculi, such as CSP the language of communicating sequential processes, or CCS, the calculus of communicating systems. History monoids were first presented by M.W. Shields.

    History monoids are isomorphic to trace monoids (free partially commutative monoids) and to the monoid of dependency graphs. As such, they are free objects and are universal. The history monoid is a type of semi-abelian categorical product in the category of monoids.

    Distribution (economics)

    Distribution in economics refers to the way total output, income, or wealth is distributed among individuals or among the factors of production (such as labour, land, and capital). In general theory and the national income and product accounts, each unit of output corresponds to a unit of income. One use of national accounts is for classifying factor incomes and measuring their respective shares, as in National Income. But, where focus is on income of persons or households, adjustments to the national accounts or other data sources are frequently used. Here, interest is often on the fraction of income going to the top (or bottom) x percent of households, the next y percent, and so forth (say in quintiles), and on the factors that might affect them (globalization, tax policy, technology, etc.).

    Descriptive, theoretical, scientific, and welfare uses

    Income distribution can describe a prospectively observable element of an economy. It has been used as an input for testing theories explaining the distribution of income, for example human capital theory and the theory of economic discrimination (Becker, 1993, 1971).

    Talent (comics)

    Talent is a comic book series written by Christopher Golden and Tom Sniegoski, drawn by Paul Azaceta, published by Boom! Studios.

    Plot

    A college professor, Nicholas Dane is the only survivor of flight 654, a plane that crashes into the sea and kills the crew and 148 other passengers. Unable to account for how he was able to survive underwater for 12 hours, he is suspected of involvement in the incident. Fleeing as a fugitive, Dane find that he now possesses the talents of the other passengers and crew and must evade members of a shadowy conspiracy out to get him.

    Collected editions

    The series has been collected as a trade paperback:

  • Talent (128 pages, September 2007, Boom! Studios, ISBN 1-934506-05-2)
  • Film

    The film has been optioned by Universal Studios via producers Marc E. Platt, Ross Richie and Andrew Crosby (the latter two being BOOM! Studios' cofounders). The screenplay will be adapted by Zack Whedon, brother to Joss Whedon. No director has been attached yet.

    Notes

    References

    Talent (measurement)

    The talent (Latin: talentum, from Ancient Greek: τάλαντον, talanton 'scale, balance, sum') was one of several ancient units of mass, a commercial weight, as well as corresponding units of value equivalent to these masses of a precious metal. The talent of gold was known to Homer, who described how Achilles gave a half-talent of gold to Antilochus as a prize. It was approximately the mass of water required to fill an amphora. A Greek, or Attic talent, was 26 kilograms (57 lb), a Roman talent was 32.3 kilograms (71 lb), an Egyptian talent was 27 kilograms (60 lb), and a Babylonian talent was 30.3 kilograms (67 lb).Ancient Israel, and other Levantine countries, adopted the Babylonian talent, but later revised the mass. The heavy common talent, used in New Testament times, was 58.9 kilograms (130 lb).

    An Attic talent of silver was the value of nine man-years of skilled work. During the Peloponnesian War, an Attic talent was the amount of silver that would pay a month's wages of a trireme crew of 200 men.Hellenistic mercenaries were commonly paid one drachma per day of military service. There were 6,000 drachmae in an Attic talent.

    Bombardier Talent

    The Talent is a multiple unit railcar manufactured by Bombardier that was developed by Waggonfabrik Talbot in Aachen shortly before the company was acquired by Bombardier in 1995. The name Talent is an acronym in German for TALbot LEichter Nahverkehrs Triebwagen (in English, Talbot light suburban motor-coach).

    It comes in a number of variants, including high-floor, low-floor, diesel-mechanical, diesel-hydraulic, diesel-electric, electric, and tilting, and in lengths of two, three, or four carriages. As with most multiple-unit trains, Talent units can run individually, or be coupled together to form longer trains.

    The Talent is an articulated railcar with Jacobs bogies. Partially as a result of this, the interior of an entire unit is essentially a single, long cabin; it is possible to see or walk from end to end without opening doors or passing through narrower gangways. The sharing of bogies also means that a Talent unit cannot be easily disassembled or rearranged without the assistance of a railway yard. In those variants whose floor is 590 mm (23.2 in) above the rails, this means that the articulation floor is raised, but with ramp access, since it needs to be higher than the wheel diameter, above rail level. In the variants with 800 and 960 mm (31.5 and 37.8 in) floor height, the floor is flat from the first door to the last. The endsections have a raised floor in all variants, because the traction equipment installed underneath requires more space than unpowered bogies.

    Podcasts:

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    Latest News for: Talent distribution

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    Marwynn Announces Exercise of Overallotment Option

    ACCESSWIRE 05 Apr 2025
    The Company intends to use the net proceeds from the offering for supply chain enhancements, business expansion, sales and distribution growth, talent development and retention, working capital, and other general corporate purposes ... Learn more at .
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    Aussies dominate Super Rugby top 6 - what suddenly clicked?

    NewstalkZB 05 Apr 2025
    “With the, yeah, the distribution of talent not as stretched – because let's face it, we don’t have a bottomless pit ...
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    Wasted generation: More than half a million young Brits not in work, education or training ...

    The Daily Mail 04 Apr 2025
    More than half a million young people not in work, education or training have never had a job, a shocking analysis has found ... 'It's not a massive surprise for 16 year-olds,' he added ... 'Talent is evenly distributed in our country, but opportunity isn't.
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    Physician deserved better treatment than this

    San Diego Union-Tribune 03 Apr 2025
    Her point that “Talent is equally distributed in the population — opportunity is not” is the basis of all statistical data that supports systemic effects.
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    “The English-language market is key,” says Mediawan Pictures CEO of the group’s ambitious strategy

    Screen Daily 03 Apr 2025
    We are here to support them in their international development and ambitions by offering co-productions with Mediawan’s producers and assisting them in worldwide distribution ... We are also lucky to be able to work with exceptional talents.
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    Revolutionary Nonprofit Unveiled: Sei Network’s Bold Move to Champion Crypto Development & Policy

    Bitcoin World 02 Apr 2025
    Educational Resources and Workshops Creating and distributing educational materials, and conducting workshops to enhance the skills of crypto developers. Expands the talent pool in crypto development, ...
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    Top stocks to buy today: Stock recommendations for April 1, 2025

    The Times of India 01 Apr 2025
    The company continues to invest in manufacturing, brand building, distribution, talent development, premiumization, and R&D, positioning itself for long-term success ... Analysts said that the company is in the process of expanding its mining capacity ... .
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    Musk’s XAI deal offers unexpected win for X investors

    The Los Angeles Times 01 Apr 2025
    Today, we officially take the step to combine the data, models, compute, distribution and talent ... X, meanwhile, can help xAI distribute its Grok chatbot and other products to millions of consumers.
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    iSON Xperiences Appoints Ricardo Langwieder as Global Chief Sales Officer to Drive Growth and Innovation

    The Arabian Post 01 Apr 2025
    Ricardo’s appointment underscores iSON Xperiences’ commitment to attracting top industry talent and reinforcing its leadership in AI-powered CX solutions across global markets. Distributed by APO Group on behalf of iSON Xperiences ... Hashtag.
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    Once-in-a-lifetime job pays $400K and comes with free housing, car — here’s how to get it

    New York Post 01 Apr 2025
    AP ... shahrilkhmd – stock.adobe.com ... “This phenomenon is going to change where people live, and it’s going to change the spatial distribution of talent,” Prithwiraj Choudhury, a professor at Harvard Business School in Boston, told Fox News Digital.
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    Elon Musk Sells Social Media Company X To His Artificial Intelligence Company xAI

    Vibe Magazine 01 Apr 2025
    Of the merger of two of his passions, the richest man in the world declared, "xAI and X's futures are intertwined." ... Staff Writer, News ... Follow ... Today, we officially take the step to combine the data, models, compute, distribution and talent.”.
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    Stunning xAI Acquisition: Elon Musk Unites AI and Social Media Platform X in Bold Move

    Bitcoin World 31 Mar 2025
    He explicitly mentioned combining “data, models, compute, distribution, and talent,” indicating a deep integration across all operational layers ... Distribution Advantage ... Talent Acquisition.
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    After 150K votes in Tenderloin Tourney, clear favorite emerges. Vote in Final Four matchup

    IndyStar 31 Mar 2025
    ... while I'll be the first to admit our methods have been less than scientifically rigorous at times, I feel the Final Pork speaks to the wide distribution of tenderloin talent our state has to offer.
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    ‘Think before you act’ — ITV’s rules to make the talent behave

    The Times/The Sunday Times 30 Mar 2025
    The creation of the “conduct and standards guidelines for on-screen talent”, distributed by Dame Carolyn McCall, ITV’s chief executive, was prompted by the Phillip Schofield scandal.
    Edit

    Musk sells X to his AI company

    Dawn 30 Mar 2025
    SAN FRANCISCO ...Today, we officially take the step to combine the data, models, compute, distribution and talent.” He said the combination values “xAI at $80 billion and X at $33 billion ($45bn less $12bn debt)” ... D.A ... .
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