The output of the algorithms of Koch - Janusz and Ringel (in color) overlapped with the pattern of the underlying dimer model (in black) on a two - dimensional lattice (indicated in red).
The output of the algorithm is a set of regions, each with chromosomal coordinates and a log2 - ratio of copy number change.
You can gauge that very easily with the number of messages on the site and how the message sending correlates with
the output of the algorithm.
Not exact matches
That's because machine learning
algorithms — an area where both Google and Facebook have invested heavily, and which Facebook uses to fine - tune the content
of each user's News Feed — are highly effective at connecting inputs and
outputs in a recursive optimization loop.
In order to add blocks to the Blockchain, a miner must map an input data set (i.e., the Blockchain, plus a block
of the most recent Bitcoin Network transactions and an arbitrary number called a «nonce») to a desired
output data set
of predetermined length (the «hash value») using the SHA - 256 cryptographic hash
algorithm.
«To the best
of our knowledge, this is the largest trial
of a perioperative, cardiac
output - guided hemodynamic therapy
algorithm to date.
One possible solution is the use
of cardiac
output monitoring to guide administration
of intravenous fluid and inotropic drugs as part
of a hemodynamic (blood flow) therapy
algorithm (a step - by - step protocol for management
of a health care issue).
Rupert M. Pearse, M.D.,
of Queen Mary University
of London, and colleagues randomly assigned patients (50 years
of age or older) undergoing major gastrointestinal surgery to a cardiac
output - guided hemodynamic therapy
algorithm for intravenous fluid and inotrope (dopexamine) infusion during and 6 hours following surgery (n = 368) or to usual care (n = 366).
Any results that are reported to constitute a blinded, independent validation
of a statistical model (or mathematical classifier or predictor) must be accompanied by a detailed explanation that includes: 1) specification
of the exact «locked down» form
of the model, including all data processing steps,
algorithm for calculating the model
output, and any cutpoints that might be applied to the model
output for final classification, 2) date on which the model or predictor was fully locked down in exactly the form described, 3) name
of the individual (s) who maintained the blinded data and oversaw the evaluation (e.g., honest broker), 4) statement
of assurance that no modifications, additions, or exclusion were made to the validation data set from the point at which the model was locked down and that neither the validation data nor any subset
of it had ever been used to assess or refine the model being tested
It is as though the cells were integrating the
output of the component sensitive cells by deploying the intersection -
of - constraints
algorithm.
The programmers also tell the
algorithm that its
outputs must meet some certain standard
of fairness, so it should design its decision - making procedure accordingly.
For a machine - learning
algorithm that exhibits this kind
of discrimination, Hardt's team suggested switching some
of the program's past decisions until each demographic gets erroneous
outputs at the same rate.
On the flip side, other research groups have proposed de-biasing the
outputs of already - trained machine - learning
algorithms.
One technique for interrogating
algorithms, proposed by Datta and colleagues in 2016 in San Jose, Calif., at the IEEE Symposium on Security and Privacy, involves altering the inputs
of an
algorithm and observing how that affects the
outputs.
SUPERVISED LEARNING A type
of machine learning in which the
algorithm compares its
outputs with the correct
outputs during training.
Error - correcting
algorithms compare multiple copies
of the
output.
To test their performance, Monroe's team ran a set
of standard
algorithms on each device, and compared the
output.
Formal verification examines the
algorithms in a piece
of software to check that the
output will always be what the programmer intended.
The result is a long list
of input -
output pairs, which the researchers»
algorithms can analyze to determine which changes to which inputs cause which changes to which
outputs.
(c) Equivalent
output of the new «Mixed - Scale Dense Convolution Neural Network»
algorithm with 100 layers.
• Decomposition • Abstraction • Basic Pseudocode • Arithmetic Operations • Relational Operators • Boolean Operators • Input and
Output • Iteration • Selection • Nesting statements • Flowcharts • Trace Tables • Dealing with Arrays • Subroutines • Dealing with strings • ASCII and Unicode • Linear search • Binary Search • Compare the two search
algorithms < • Bubble Sort • Merge Sort • Compare the two sort
algorithms Other student workbooks in this series include: Programming Fundamentals
of Data Representation GCSE revision student workbook Computer Systems GCSE revision student workbook Computer Networks GCSE revision student workbook Cyber Security GCSE revision student workbook Ethical, legal and environmental impacts GCSE workbook
Students create an
algorithm, which in this case is series
of transformations, to change their starting polygon (the input) to their final polygon (the
output).
Use
of this tool will develop computational thinking skills including
algorithms, iteration, the processing
of inputs and
outputs, variables, testing procedures and much more.
Microstructures Aluminum Gradient Chair (2014): The Aluminum Gradient Chair was directly laser sintered in aluminum, made using generative design tools (technology that almost automatically
outputs appropriate designs with the input
of computerized
algorithms) and new materials research.
Being a retired biz executive, the climate model
output has always reminded me
of marketing managers spending way too much time devising Excel
algorithms that provide «empirical» evidence, with the end result always being that a new marketing campaign means total domination
of a given market within a few years.
Add to that a Mannomatic «
algorithm» that takes any hockeystickedness
of any conmponent, and
outputs a hockey stick as the «combination»
of the components.
You finally filter out from the collection
of trials all those with a particular measured C14 age, and look at the distributions
of true calendar ages that generated it, compared against the measured calendar age distribution each
algorithm output.
Functional correctness refers to the input -
output behaviour
of the
algorithm (i.e., for each input it produces the correct
output).
These
algorithms would clearly meet the first step
of my test because a specific line
of reasoning synthesizes the
output.
This is where many legal services are heading, especially those for which the outcome is a document or other tangible
output: lawyers will help create processes and
algorithms by which clients can take on more
of the work, corresponding to clients» growing readiness to assume more responsibility for their legal affairs.
Many lawyers baulk at the idea that their contracts are essentially
algorithms that need only have data inputted to
output a clear answer, citing the presence
of qualitative criteria (such as an obligation to use «reasonable endeavours» to do something) in many agreements.
A hash function is an
algorithm which takes an arbitrarily - sized input and generates an
output digest
of a fixed size, such as 160 bits.
Search
algorithms and the current generation
of online interfaces are improving serendipity within platforms — if you are willing to call
algorithms»
output serendipitous — but the ability to know what you are missing from the platforms is more difficult to know.
Clients can now see, from any device, what each member
of the legal team is working on at any one time, with lawyer efficiency monitored by a smart
algorithm combining time spent and tangible
outputs, feeding into the firm's ongoing appraisal and remuneration process.
• The Term Insurance Calculator is a time saver and calculates the desired
output at a fraction
of time using
algorithms related to the input provided.
This is possible due to the technique
of hashing, a mathematical
algorithm that takes data
of an arbitrary size and
outputs a string
of a fixed size, while mathematically covering its tracks.
Credit: Sam RutherfordUsing a complex mix
of electromechanical engineering and carefully calculated
algorithms, the speaker's ARM processor times the device's
output to create an acoustic hologram
of sorts.